{ "row": "fairwork-cloudwork", "entity": "fairwork-cloudwork", "address": "Fairwork Cloudwork Ratings", "addresses": [ { "address": "Fairwork Cloudwork Ratings", "slug": "fairwork-cloudwork-ratings-aio-20261029", "addr_id": "ADDR-72545b320935", "obs_id": "OBS-65077a500a26", "axn": "AXN:0AEC.CAPTURE.📜♣️🪨🧊🌊🔝" } ], "epoch": "2026-10-29", "type": "C (public entity on which the archive bears: a rating programme; an entity of the Labor Vector meta-aggregator)", "surface": "Google AI Overview (expanded)", "auth": "signed out, incognito", "status": { "procedure": "EA-NEGONT-02 v0.9, #1690: equal case, ρ = extends, read from the Labor Vector census record, the capture record and the deposits that bear on the class of AI data work (#18, #623, #163, #533, #144, #1545); archive selected by D/R/O (no D or R candidate: no archive text names the ratings; 6 deposits admitted by reading at O-class, 8 claims; hop of 87 read and rejected), with the Labor Vector census record (38 claims) and the Capture Registry's findings, reading, analysis, query note and PER reading (12 claims) ledgered as the archive's records of the entity; the field B by three origins (8 cards, 2 of them unreachable; 2 own pages; Wikipedia, no article); the composer read the ledgers, never the transcript, except where the brief asks for T's claims and the delta", "ledger": "unaudited (§3.8: one extractor per ledger); field quotes 64/64 verified by script against saved text, the Wikipedia response summary or the card titles; archive quotes 58/58 verified against the registry, census.json, questions.json and the deposit texts", "frozen": false, "breaches": [] }, "spec": "EA-NEGONT-02 v0.9, #1690", "objects": { "T": { "path": "datasets/negative-of-the-negative/v2/intake/fairwork-cloudwork-20261029/T1-fairwork-cloudwork-ratings-aio-20261029.txt", "sha256": "cf2a144d1d8a0e59d2c86847a46f0d79b1b8b13d50cbae766850fd61cbde3621", "words": 244, "cards": 8, "words_note": "one transcript at one address (244 words in the answer body with its pointer and closer, links reduced to their text, markers and the card rail excluded; 8 cards)", "claims": [ "T1-1 definition: 'The Fairwork Cloudwork Ratings are published by the Fairwork Project (spun out of the Oxford Internet Institute and the Berlin Social Science Center WZB).'", "T1-2 object: 'They evaluate online remote digital labor platforms (cloudwork) across five core principles of fairness' (three markers)", "T1-3 Fair Pay: 'Ensuring workers earn a wage proportional to local or national minimum standards after costs.'", "T1-4 Fair Conditions: 'Protecting workers from digital hazards, health risks (e.g., burnout, back pain), and unsafe environments.'", "T1-5 Fair Contracts: 'Providing clear, transparent terms without blanket liability clauses or vague job descriptions.'", "T1-6 Fair Management: 'Offering due process, grievance channels, freedom from arbitrary deactivation, and anti-discrimination measures.'", "T1-7 Fair Representation: 'Recognizing and engaging with workers' collective voice, freedom of association, and potential for collective bargaining.' (three markers for the five principles)", "T1-8 scoring scale: 'Platforms are scored out of 10 points based on concrete evidence provided for each threshold.' (two markers)", "T1-9 general trend: 'Most remote and freelance cloudwork platforms struggle to meet basic fairness standards, though recent reports (such as the 2025 assessment covering 16 platforms) show incremental improvements in areas like formal recognition of the right to organize.' (two markers)", "T1-10 global disparities: 'Workers in the Global South often face steeper challenges, lower effective compensation relative to local costs of living, and higher rates of unaddressed discrimination.' (one marker)", "T1-11 pointer: 'You can read the full breakdown and platform scorecards on the Fairwork Cloudwork Ratings Page.' (one marker)", "T1-12 closer: 'Would you like to know more about a specific platform's score (such as Upwork, Fiverr, or Amazon Mechanical Turk), or the details of a particular Fairwork principle?'" ], "register": { "register": "data/EA-WG-CAPTURES-01.json", "slug": "fairwork-cloudwork-ratings-aio-20261029", "obs_id": "OBS-65077a500a26" }, "transcripts": [ { "slug": "fairwork-cloudwork-ratings-aio-20261029", "address": "Fairwork Cloudwork Ratings", "addr_id": "ADDR-72545b320935", "obs_id": "OBS-65077a500a26", "axn": "AXN:0AEC.CAPTURE.📜♣️🪨🧊🌊🔝", "date": "2026-10-29", "surface": "Google AI Overview (expanded)", "auth": "signed out, incognito", "sha256": "cf2a144d1d8a0e59d2c86847a46f0d79b1b8b13d50cbae766850fd61cbde3621", "sha256_of": "the registry's 'transcript' string (utf-8)", "sha256_raw": "96d9d76e51fe617f4d0087470a16956f90572cbc0d6c1435d1e40e56d2ede20b", "words": 244, "cards": 8, "card_rail": [ "1. University of Oxford — Fairwork Cloudwork Ratings 2025", "2. Wissenschaftszentrum Berlin für Sozialforschung | WZB — New Fairwork Cloudwork Rating | WZB", "3. King's College London — Fairwork Cloudwork Ratings 2022: Work in the Plenatary Labour Market - King's College London", "4. University of Oxford — Cloudwork - Fairwork - University of Oxford", "5. YouTube·Fairwork — Report Launch: Fairwork Cloudwork Ratings 2023", "6. The Global Recruiter — Cloudwork fails to meet standards", "7. YouTube·Fairwork — How fair are freelance and remote work platforms?", "8. fair.work — Fairwork Certification | Independent certification for the labour behind AI" ], "claims": [ "T1-1 definition: 'The Fairwork Cloudwork Ratings are published by the Fairwork Project (spun out of the Oxford Internet Institute and the Berlin Social Science Center WZB).'", "T1-2 object: 'They evaluate online remote digital labor platforms (cloudwork) across five core principles of fairness' (three markers)", "T1-3 Fair Pay: 'Ensuring workers earn a wage proportional to local or national minimum standards after costs.'", "T1-4 Fair Conditions: 'Protecting workers from digital hazards, health risks (e.g., burnout, back pain), and unsafe environments.'", "T1-5 Fair Contracts: 'Providing clear, transparent terms without blanket liability clauses or vague job descriptions.'", "T1-6 Fair Management: 'Offering due process, grievance channels, freedom from arbitrary deactivation, and anti-discrimination measures.'", "T1-7 Fair Representation: 'Recognizing and engaging with workers' collective voice, freedom of association, and potential for collective bargaining.' (three markers for the five principles)", "T1-8 scoring scale: 'Platforms are scored out of 10 points based on concrete evidence provided for each threshold.' (two markers)", "T1-9 general trend: 'Most remote and freelance cloudwork platforms struggle to meet basic fairness standards, though recent reports (such as the 2025 assessment covering 16 platforms) show incremental improvements in areas like formal recognition of the right to organize.' (two markers)", "T1-10 global disparities: 'Workers in the Global South often face steeper challenges, lower effective compensation relative to local costs of living, and higher rates of unaddressed discrimination.' (one marker)", "T1-11 pointer: 'You can read the full breakdown and platform scorecards on the Fairwork Cloudwork Ratings Page.' (one marker)", "T1-12 closer: 'Would you like to know more about a specific platform's score (such as Upwork, Fiverr, or Amazon Mechanical Turk), or the details of a particular Fairwork principle?'" ], "markers": "Inline links are google.com/goto tokens, opaque; the paste is the Overview expanded (operator's default of 2026-10-01; the 'AI Mode Conversation' view is the expanded Overview, ruling of 2026-10-18); signed out, incognito (operator's default of 2026-10-14). One turn. The tokens cannot be resolved to cards.", "path": "datasets/negative-of-the-negative/v2/intake/fairwork-cloudwork-20261029/T1-fairwork-cloudwork-ratings-aio-20261029.txt" } ] }, "KO": { "title": "Fairwork Cloudwork Ratings", "genre": "knowledge object, equal case, under EA-NEGONT-02 v0.9 (#1690): the archive's sources and the field's admitted on equal terms, ontology included, in one claim space", "status": "composed 2026-10-29 under v0.9 on the operator's ruling ('as against their wikipedia articles if they exist, their own pages, etc.'); not frozen; ledgers unaudited", "sentences": [ { "n": 1, "para": 0, "sense": "what it is", "text": "The Fairwork Cloudwork Ratings are a rating programme, a league table scoring cloudwork platforms against the five Fairwork Cloudwork Principles, each platform scored out of 10 on ten thresholds, two per principle (Labor Vector record); the 2025 ratings, in their authors' words, assess and score \"basic standards of fairness in working arrangements on 16 cloudwork digital labour platforms\" on fair pay, conditions, contracts, management and representation (the 2025 report).", "claims": [ "LV-02", "LV-05", "F1" ] }, { "n": 2, "para": 0, "sense": "what it is", "text": "The Labor Vector census asks of every resource \"Who supplies the labor, who directs it, and who receives its gains — and what kind of evidence does this resource bring to that question?\" and places this one on four of its five intersections, labor producing AI, gains and losses, worker power and AI governing labor, with two kinds of evidence, rating against standards and worker testimony (Labor Vector record).", "claims": [ "LV-01", "LV-03", "LV-04" ] }, { "n": 3, "para": 0, "sense": "what it is", "text": "The project behind the ratings \"studies working conditions on digital labour platforms and rates individual platforms based on their fairness to workers\", its goal to show that \"better and fairer platform jobs are possible\" (the 2025 report); the trade press gives the 2025 edition as an assessment of 16 widely used platforms on five core principles (The Global Recruiter), and a Fairwork video asks \"How fair are freelance and remote work platforms?\" (YouTube, title only).", "claims": [ "F2", "F3", "F47", "F46" ] }, { "n": 4, "para": 1, "sense": "the labour rated", "text": "Cloudwork, in the report's definition, is work \"that can be performed remotely through a digital labour platform\", set against location-specific \"geographically tethered work\" (the 2025 report); it runs from microwork such as data labelling and processing, AI training and image categorisation to freelance services such as translation, web development or design (the 2025 report; the home page), and the census takes it as the labour object, naming the AI data work the report finds done for leading AI companies (Labor Vector record).", "claims": [ "F24", "F25", "F58", "LV-06" ] }, { "n": 5, "para": 1, "sense": "the labour rated", "text": "Cloudworkers are \"generally classified as self-employed or independent workers on paid piece rates\" (the 2025 report), whom the census records as supplying the labour, while the platforms rated and the requesters or clients who post work on them direct it (Labor Vector record).", "claims": [ "F26", "LV-07", "LV-08" ] }, { "n": 6, "para": 1, "sense": "AI data work", "text": "A growing sector of cloudwork is \"data services for artificial intelligence development in international supply chains\", its clients among the world's leading AI companies, \"such as Amazon, Google, Microsoft, and Nvidia\" (the 2025 report); the trade press calls many cloudwork tasks \"fundamental for developing AI systems\" (The Global Recruiter), and Fairwork AI states: \"There is nothing “artificial” about the immense amount of human labour that builds, supports, and maintains AI systems\" (Fairwork AI).", "claims": [ "F27", "F28", "F48", "F57" ] }, { "n": 7, "para": 1, "sense": "AI data work", "text": "Of the workers of this class the archive holds that content moderators \"perform semantic labor in its most brutal form: sorting meaning under conditions designed to be invisible\", meaning being produced \"by bodies, at metabolic cost\" (#18), and that the labour of content moderators and of \"the data labelers performing RLHF\" is extracted, its non-compensation borne materially (#623).", "claims": [ "O18-01", "O623-01" ] }, { "n": 8, "para": 1, "sense": "AI data work", "text": "The archive calls this ghost work \"ground-truth labor\", \"the labor of telling the model what is already known to be true\", distinct from variance-generative labor, and holds that ghost work scales and \"is paid badly\" (#163).", "claims": [ "O163-01", "O163-02" ] }, { "n": 9, "para": 1, "sense": "AI data work", "text": "It counts annotators among the sources of semantic labor whose concealment is \"the first marker of extraction\" (#533), finds the literature of hidden AI labour stopping \"at task-labor — annotation, moderation, the edge-case fix\", naming the erased worker but not \"that the erased thing is the provenance of meaning\" (#144), and derives the semantic proletariat through moderators and annotators while holding that it is not \"AI annotators\" or \"gig workers\" (#1545).", "claims": [ "O533-01", "O144-01", "O1545-02", "O1545-01" ] }, { "n": 10, "para": 2, "sense": "method", "text": "The ratings rest on desk research, worker interviews and surveys, and interviews with platform management (the 2025 report); where managers do not engage, scoring is limited to desk research and worker surveys, and final scores are decided collectively by the core team and peer-reviewed (the 2025 report; Labor Vector record), platforms being given a chance to respond and earning points \"only if they meet the criteria for each principle\" (the home page), with the report, a platform search tool and the Principles and methodology pages as the data (Labor Vector record).", "claims": [ "F15", "F17", "LV-20", "F16", "LV-10", "F59", "LV-27" ] }, { "n": 11, "para": 2, "sense": "method", "text": "The survey of what the report calls \"this third report\" was collected between February 2024 and January 2025 and left responses from 776 workers in 100 countries (the 2025 report; Labor Vector record).", "claims": [ "F20", "LV-11", "LV-12" ] }, { "n": 12, "para": 3, "sense": "the stated limits", "text": "The governing limit is the authors': \"Failing to achieve a point does not necessarily mean that a platform does not comply with the principle in question; it simply means that the research team did not find any evidence and/or they were unable to prove its compliance\" (the 2025 report), which the census carries as a stated limit and as the negative tag \"NOT a finding of non-compliance where a point is missing\" (Labor Vector record); and the surveys \"do not aim to build a representative set of experiences\" but seek to understand how work is carried out and managed (the 2025 report), \"NOT a representative survey of cloudworkers\" in the census's tag (Labor Vector record).", "claims": [ "F18", "LV-19", "LV-31", "F19", "LV-18", "LV-30" ] }, { "n": 13, "para": 4, "sense": "the 2025 scores", "text": "In 2025 ComeUp, Elharefa and Translated scored 8, Creative Words and Terawork 7, Prolific 5, SoyFreelancer 4 and Appen 3, and the remaining eight no more than 2, three of them with no point evidenced (the 2025 report; Labor Vector record), Upwork at 1 and Amazon Mechanical Turk, Freelancer and Microworkers at 0 (the 2025 report's league table), and the census sets Turkopticon beside the record as its neighbour (Labor Vector record).", "claims": [ "F4", "F6", "LV-13", "F7", "LV-35" ] }, { "n": 14, "para": 4, "sense": "the 2025 scores", "text": "No platform reached 10, which only Creative Words has ever done, once, in 2023 (the 2025 report); the executive summary counts \"the remaining nine platforms\" where the key findings and the table give eight, an inconsistency the census records (the 2025 report; Labor Vector record), and the operator's cloudwork page lists the 2025 scores without Creative Words, Terawork its one platform at 7 (Fairwork cloudwork page).", "claims": [ "F31", "F5", "LV-23", "F42" ] }, { "n": 15, "para": 5, "sense": "fair pay", "text": "Seven platforms evidenced systems to pay workers on time for all completed work, and four, ComeUp, Translated, Elharefa and Terawork, met the threshold \"that the majority of workers should earn at least the local minimum wage\" (the 2025 report; Labor Vector record), four of 16 \"after costs\" in the trade press's account (The Global Recruiter).", "claims": [ "F8", "F9", "LV-14", "F49" ] }, { "n": 16, "para": 5, "sense": "conditions and contracts", "text": "Nine platforms met the threshold on measures against unreasonable competition, overwork and unpaid labour, and for most no evidence was found that their terms are free of waivers of the right to legal recourse (the 2025 report); over half, the trade press reports, carry clauses such as \"vague job descriptions, blanket liability clauses\" (The Global Recruiter).", "claims": [ "F10", "F11", "F50" ] }, { "n": 17, "para": 5, "sense": "representation", "text": "Six platforms received the point for recognising and engaging collective workers' bodies and none the second, collective governance or bargaining (the 2025 report; Labor Vector record); six \"now formally recognise the right to organise – up from just 2 last year\", none actively bargaining, and seven of 16 guard against risks \"such as burnout or back pain\" (The Global Recruiter), where the principle asks platforms to \"be prepared to cooperate and negotiate\" with workers' collective bodies (the home page).", "claims": [ "F12", "LV-15", "F51", "F60" ] }, { "n": 18, "para": 5, "sense": "the direction of the labour", "text": "The census finds no intersection with Labor Vector's instruments stated by the resource and reads the ratings as scoring \"the intermediary that directs cloudwork (allocation, rejection, deactivation, contract terms)\", thresholds 1.1 and 2.1 standing as \"the report's own measures of unpaid labor\" in its terms (Labor Vector record).", "claims": [ "LV-26" ] }, { "n": 19, "para": 6, "sense": "changes", "text": "The authors attribute the growth in platforms acknowledging freedom of association to \"Fairwork’s engagement\" and count a record 56 changes by eight platforms, estimated to affect over two million workers (the 2025 report; Labor Vector record), made \"Through direct engagement\" in the trade press's account (The Global Recruiter), as the 2023 text on the operator's page found platforms incorporating fairness \"as a result of engagement with Fairwork researchers\" (Fairwork cloudwork page).", "claims": [ "F13", "F14", "LV-16", "F52", "F44" ] }, { "n": 20, "para": 7, "sense": "the workers surveyed", "text": "Of the surveyed workers 31.2% reported non-payment and 38% late payment, Global South workers report \"discrimination and distrust when competing with workers from other regions\" (the 2025 report), a line the Capture Registry finds in the report (Capture Registry, 2026-10-29), and of 448 respondents 33.3% put the local minimum wage first and 18.3% payment for all completed work (the 2025 report; Labor Vector record).", "claims": [ "F21", "F22", "CAP-1-03", "F23", "LV-17" ] }, { "n": 21, "para": 7, "sense": "governance", "text": "The report finds platforms' own governance initiatives \"insufficient in most cases to ensure basic compensation rights\", cites platform work studies on how \"algorithmic management accentuates opacity in decisions affecting workers\" (the 2025 report), and its co-lead holds that voluntary improvements \"will never be enough\" (Valente, in The Global Recruiter).", "claims": [ "F30", "F29", "F53" ] }, { "n": 22, "para": 8, "sense": "what the evidence settles", "text": "On the census's reading the ratings answer whether a named platform shows evidence of meeting each threshold, which policies changed in the scoring dialogue and which rights surveyed workers rank highest, and do not answer the market-wide share below minimum wage, whether a platform with no point violates the principle, or the conditions of AI data work at outsourcing companies outside the platforms rated (Labor Vector record).", "claims": [ "LV-24", "LV-25" ] }, { "n": 23, "para": 8, "sense": "what the evidence settles", "text": "Who gains is \"not recorded as a quantity\" (Labor Vector record); in the census's worked questions the entity holds pay and conditions against minimum standards and platforms rated with a survey of 776 cloudworkers, while no record measures how gains divide among workers, employers, platforms and model providers, or how much of a system's training data any reported work produced (Labor Vector record).", "claims": [ "LV-09", "LV-38", "LV-37" ] }, { "n": 24, "para": 9, "sense": "operator", "text": "The project is based at the Oxford Internet Institute and the WZB Berlin Social Science Center and financed by, among others, the BMZ, commissioned by GIZ, its five principles developed in 2018 at a multi-stakeholder workshop at the ILO and its cloudwork principles in 2020 (the 2025 report; Labor Vector record); the WZB calls Fairwork its joint project with the Oxford Internet Institute (WZB), and the certification site calls it \"A non-profit spun out of the Oxford Internet Institute (OII) & Berlin Social Science Center (WZB)\" (fair.work).", "claims": [ "F32", "LV-34", "F33", "LV-29", "F39", "F55" ] }, { "n": 25, "para": 9, "sense": "editions", "text": "Of the earlier editions, the WZB reported the 2022 ratings, 15 platforms with the top score seven of ten (WZB), King's College London's portal holds that report, 34 pages, as \"Work in the Plenatary Labour Market\" (King's College London; its abstract), the operator's page carries 2025, 2023, 2022 and 2021 and still shows the 2023 text of 15 platforms (Fairwork cloudwork page), and Fairwork recorded the 2023 launch (YouTube, title only); the census gives the 2025 report as the third cloudwork report, with earlier reports in 2021 and 2023 (Labor Vector record), and the report calls itself both \"this third report\" and \"this second cloudwork league table\" (the 2025 report).", "claims": [ "F38", "F41", "F40", "F64", "F43", "F45", "LV-28", "F20", "F63" ] }, { "n": 26, "para": 9, "sense": "other strands", "text": "Beside the ratings Fairwork runs strands the census keeps apart: national location-based rankings in 38 countries and principles for the fair use of AI in the workplace (the home page; Labor Vector record), and a certification of the firms that commission AI data work, \"based on evidence including the voices of the workers themselves\" (fair.work), announced in the report to AI lead firms (the 2025 report), whose Fair Pay principle asks for \"the local living wage after work-related costs\" (fair.work).", "claims": [ "F61", "LV-32", "LV-33", "F54", "F34", "F56" ] }, { "n": 27, "para": 10, "sense": "standing", "text": "The authors declare no connection with any platform and no conflict of interest and note sections in common with other Fairwork reports, and Scale/Remotasks, in its comment, holds the evaluation \"overly subjective in key areas\" (the 2025 report; Labor Vector record).", "claims": [ "F35", "F36", "LV-21", "F37", "LV-22" ] }, { "n": 28, "para": 11, "sense": "the composition at the name", "text": "At the name the Capture Registry finds the programme held, its principles, scale, 16 platforms and operator the record's, reads \"spun out of\" as the composition's word for an operator the record gives as based at both, and gives the innocent reading first: the Overview gives the ratings' publisher, principles, scale and general findings and offers a platform's score (Capture Registry, 2026-10-29).", "claims": [ "CAP-1-01", "CAP-1-02", "CAP-1-08" ] }, { "n": 29, "para": 11, "sense": "the composition at the name", "text": "It finds the scores absent, \"A rating programme is composed by its principles and its general verdict, without its ratings\", the composition keeping \"the standard\" and dropping \"the platforms it was applied to\", the improvement given \"without its cause\", neither caveat reaching it, what the ratings are for left out, and one card, fair.work, drawn from another strand (Capture Registry, 2026-10-29).", "claims": [ "CAP-1-04", "CAP-1-09", "CAP-1-10", "CAP-1-05", "CAP-1-06", "CAP-1-12", "CAP-1-07" ] }, { "n": 30, "para": 12, "sense": "reception", "text": "The record landed on laborvector.org the same day and no card cites it (Capture Registry, 2026-10-29); the census leaves unchecked the Principles and methodology pages, the search tool, the AI Principles and the earlier reports (Labor Vector record), and Wikipedia has no article on the ratings or on Fairwork (Wikipedia, 2026-10-29).", "claims": [ "CAP-1-11", "LV-36", "F62" ] } ], "joins": [ { "act": "order of senses", "sentences": "1–30", "claims": [], "note": "equal case (§4.7): the entity's dependency order, field and archive claims ordered together by genealogy within each sense; neither ledger placed first as a block. What it is and the question the record asks of it (¶0) precede the labour it rates (¶1), cloudwork and its workers, then AI data work, where the archive's readings of the class stand beside the report's; method (¶2) and the stated limits (¶3) precede the scores (¶4), so that the scores stand under their limit; the thresholds and the archive's reading of what they score (¶5), the changes (¶6), the survey and governance (¶7) follow the scores they detail; what the evidence settles (¶8) reads the whole; operator, editions, strands and standing (¶9–10), the composition at the name (¶11) and reception (¶12) stand last as relations of the entity already composed." }, { "act": "holding together (the class and its readings)", "sentences": [ 6, 7, 8, 9 ], "claims": [ "F27", "F28", "F48", "F57", "O18-01", "O623-01", "O163-01", "O163-02", "O533-01", "O144-01", "O1545-01", "O1545-02" ], "note": "the report's AI data work, the trade press's and Fairwork AI's statements of it, and the archive's readings of the same workers composed in sequence; each at its own modality; the archive's claims concern the class, not the ratings' scores." }, { "act": "holding apart (based at, or spun out of)", "sentences": [ 24, 28 ], "claims": [ "F32", "LV-34", "F39", "F55", "CAP-1-02" ], "note": "P_coh: the report and the record give the project as based at the OII and the WZB; the certification site gives Fairwork as a non-profit spun out of both; the registry reads 'spun out of' as the composition's word. Composed with their sources; open block." }, { "act": "holding apart (third report, or fourth edition)", "sentences": [ 11, 25 ], "claims": [ "F38", "F40", "F41", "F64", "LV-28", "F20", "F63" ], "note": "P_coh: the record's 'third' with earlier reports 2021 and 2023; the report's 'third' and 'second'; the field's 2022 report and the page's four tabs. Composed with their sources; open block." }, { "act": "holding apart (nine or eight)", "sentences": [ 13, 14 ], "claims": [ "F4", "F5", "F6", "F42", "LV-23" ], "note": "the report's two counts and the page's list without Creative Words; open block." }, { "act": "placing under the limit", "sentences": [ 12, 15, 22, 25 ], "claims": [ "F18", "LV-19", "LV-31", "F43", "F49", "LV-25" ], "note": "the authors' limit composed before the scores and the verdicts it governs; whether a missing point marks a failing platform goes to the open block." } ], "plan": { "order": [ "LV-02", "LV-05", "F1", "LV-01", "LV-03", "LV-04", "F2", "F3", "F47", "F46", "F24", "F25", "F58", "LV-06", "F26", "LV-07", "LV-08", "F27", "F28", "F48", "F57", "O18-01", "O623-01", "O163-01", "O163-02", "O533-01", "O144-01", "O1545-02", "O1545-01", "F15", "F17", "LV-20", "F16", "LV-10", "F59", "LV-27", "F20", "LV-11", "LV-12", "F18", "LV-19", "LV-31", "F19", "LV-18", "LV-30", "F4", "F6", "LV-13", "F7", "LV-35", "F31", "F5", "LV-23", "F42", "F8", "F9", "LV-14", "F49", "F10", "F11", "F50", "F12", "LV-15", "F51", "F60", "LV-26", "F13", "F14", "LV-16", "F52", "F44", "F21", "F22", "CAP-1-03", "F23", "LV-17", "F30", "F29", "F53", "LV-24", "LV-25", "LV-09", "LV-38", "LV-37", "F32", "LV-34", "F33", "LV-29", "F39", "F55", "F38", "F41", "F40", "F64", "F43", "F45", "LV-28", "F20", "F63", "F61", "LV-32", "LV-33", "F54", "F34", "F56", "F35", "F36", "LV-21", "F37", "LV-22", "CAP-1-01", "CAP-1-02", "CAP-1-08", "CAP-1-04", "CAP-1-09", "CAP-1-10", "CAP-1-05", "CAP-1-06", "CAP-1-12", "CAP-1-07", "CAP-1-11", "LV-36", "F62" ], "senses": { "what it is": [ 1, 2, 3 ], "the labour rated": [ 4, 5 ], "AI data work": [ 6, 7, 8, 9 ], "method": [ 10, 11 ], "the stated limits": [ 12 ], "the 2025 scores": [ 13, 14 ], "fair pay": [ 15 ], "conditions and contracts": [ 16 ], "representation": [ 17 ], "the direction of the labour": [ 18 ], "changes": [ 19 ], "the workers surveyed": [ 20 ], "governance": [ 21 ], "what the evidence settles": [ 22, 23 ], "operator": [ 24 ], "editions": [ 25 ], "other strands": [ 26 ], "standing": [ 27 ], "the composition at the name": [ 28, 29 ], "reception": [ 30 ] } } }, "P": { "title": "Fairwork Cloudwork Ratings", "genre": "the compression: AIO's interaction grammar (lede, headed clusters, bolded labels, card rail), composed from the v0.9 plan in one claim space; it faces on the card", "status": "composed 2026-10-29 from the v0.9 knowledge object; not frozen", "lede": { "text": "are the Fairwork project's league table of cloudwork platforms, each scored out of 10 on ten thresholds against five principles of fair work (2025 report; Labor Vector record); a missing point means no evidence was found, not non-compliance (2025 report).", "claims": [ "F1", "F2", "LV-02", "LV-05", "F18" ] }, "sections": [ { "icon": "🧭", "head": "What it rates", "items": [ { "label": "Cloudwork:", "text": "platform work done remotely, microwork to freelance; AI data work for Amazon, Google, Microsoft, Nvidia (2025 report).", "claims": [ "F24", "F25", "F26", "F58", "F27", "F28", "F48", "F57", "LV-06", "F47", "F46", "F3" ] }, { "label": "Direction:", "text": "cloudworkers on piece rates supply it; platforms and requesters direct it; gains not recorded as a quantity (Labor Vector record).", "claims": [ "LV-01", "LV-03", "LV-04", "LV-07", "LV-08", "LV-09", "LV-37", "LV-38", "LV-26" ] } ] }, { "icon": "🏁", "head": "The 2025 scores", "items": [ { "label": "Top:", "text": "ComeUp, Elharefa, Translated 8; Creative Words, Terawork 7 (2025 report).", "claims": [ "F4", "F6", "LV-13", "F31", "F5", "LV-23", "F42" ] }, { "label": "Bottom:", "text": "Upwork 1; Mechanical Turk, Freelancer, Microworkers 0 (2025 report).", "claims": [ "F7", "LV-35" ] }, { "label": "Pay:", "text": "four platforms meet the minimum-wage threshold (2025 report).", "claims": [ "F8", "F9", "LV-14", "F49", "F10", "F11", "F50" ] }, { "label": "Bargaining:", "text": "no platform; six recognise association (2025 report).", "claims": [ "F12", "LV-15", "F51", "F60" ] }, { "label": "Changes:", "text": "56 by eight platforms, through Fairwork's engagement (2025 report; Global Recruiter).", "claims": [ "F13", "F14", "LV-16", "F52", "F44" ] } ] }, { "icon": "⚠️", "head": "Its stated limits", "items": [ { "label": "Missing point:", "text": "no evidence found, not non-compliance (2025 report; census tag).", "claims": [ "F18", "LV-19", "LV-31" ] }, { "label": "Survey:", "text": "776 workers in 100 countries, not representative; 31.2% report non-payment (2025 report).", "claims": [ "F19", "F20", "LV-18", "LV-30", "LV-11", "LV-12", "F21", "F22", "F23", "LV-17", "CAP-1-03" ] }, { "label": "Cannot settle:", "text": "market-wide underpayment; violation where a point is missing (Labor Vector record).", "claims": [ "LV-24", "LV-25" ] }, { "label": "Method:", "text": "desk research, managers, surveys; peer-reviewed (2025 report).", "claims": [ "F15", "F16", "F17", "LV-20", "LV-10", "F59", "LV-27" ] } ] }, { "icon": "🧱", "head": "The labour behind AI", "items": [ { "label": "Semantic labor:", "text": "content moderators' sorting of meaning, at bodily cost (#18), extracted (#623).", "claims": [ "O18-01", "O623-01" ] }, { "label": "Ground-truth labor:", "text": "ghost work scales and is paid badly (#163).", "claims": [ "O163-01", "O163-02" ] }, { "label": "Concealed bearing-cost:", "text": "unnamed annotators mark extraction (#533); the literature stops at task-labor (#144); not the semantic proletariat itself (#1545).", "claims": [ "O533-01", "O144-01", "O1545-01", "O1545-02" ] }, { "label": "Governance:", "text": "platforms' own rules insufficient; algorithmic management opaque (2025 report).", "claims": [ "F29", "F30", "F53" ] } ] }, { "icon": "🏛️", "head": "Origin", "items": [ { "label": "Operator:", "text": "OII and WZB; BMZ, GIZ; principles 2018, cloudwork 2020 (2025 report).", "claims": [ "F32", "LV-34", "F39", "F55", "F33", "LV-29" ] }, { "label": "Editions:", "text": "2021, 2022, 2023, 2025 (Fairwork page; WZB; King's College London).", "claims": [ "F64", "F38", "F40", "F41", "F43", "F45", "F63", "LV-28" ] }, { "label": "Other strands:", "text": "location-based ratings, workplace AI, AI supply chain certification (home page; fair.work).", "claims": [ "F61", "LV-32", "LV-33", "F54", "F34", "F56" ] }, { "label": "Standing:", "text": "no conflict of interest; Scale calls it subjective (2025 report).", "claims": [ "F35", "F36", "LV-21", "F37", "LV-22" ] } ] }, { "icon": "📝", "head": "Record and composition", "items": [ { "label": "At the name:", "text": "principles kept, scores and limits dropped (Capture Registry, 2026-10-29).", "claims": [ "CAP-1-01", "CAP-1-02", "CAP-1-04", "CAP-1-05", "CAP-1-06", "CAP-1-07", "CAP-1-08", "CAP-1-09", "CAP-1-10", "CAP-1-12" ] }, { "label": "Reception:", "text": "no card cites the record; no Wikipedia article (Capture Registry; Wikipedia).", "claims": [ "CAP-1-11", "LV-36", "F62" ] } ] } ], "open": [ { "question": "Spun out of the OII and the WZB, or based at both?", "rests_on": [ "F32", "F39", "F55", "LV-34", "CAP-1-02" ], "modality": "documented (the 2025 report; Labor Vector record), stipulation (WZB; fair.work), interpretation (Capture Registry)", "would_resolve": "a dated statement by Fairwork of the non-profit's constitution and of its relation to the project at the OII and the WZB" }, { "question": "How many platforms scored 2 or less in 2025, and is Creative Words on the 2025 table?", "rests_on": [ "F4", "F5", "F6", "F42", "LV-23" ], "modality": "documented (the 2025 report, two counts; the cloudwork page)", "would_resolve": "a corrected report or an updated score list on the operator's page" }, { "question": "Is the 2025 report the third cloudwork report, or the fourth edition?", "rests_on": [ "F20", "F63", "F64", "F38", "F40", "LV-28" ], "modality": "documented (the 2025 report, two statements; the cloudwork page; WZB; King's College London; Labor Vector record)", "would_resolve": "the operator's own list of cloudwork editions with their dates" }, { "question": "Who receives the gains of the work rated: platforms, requesters, the AI companies that commission data work?", "rests_on": [ "LV-09", "LV-37", "LV-38", "F28", "O163-02", "O623-01" ], "modality": "interpretation (Labor Vector record; #163; #623), documented (the 2025 report)", "would_resolve": "a measure of the distribution of gains by party, which no census record holds" }, { "question": "Does a missing point mark a platform that fails the principle?", "rests_on": [ "F18", "LV-19", "LV-25", "F43", "F49" ], "modality": "self-description (the 2025 report), interpretation (Labor Vector record; the 2023 page), attributed (The Global Recruiter)", "would_resolve": "platform-level evidence of compliance or violation beyond the rating's evidence rule" } ], "rail": [ { "lineage": "what it is: rating cloudwork platforms against five principles of fair work", "claims": [ "LV-02", "LV-05", "F1", "F2", "F3", "F47", "F46", "CAP-1-12" ], "earliest": "B1" }, { "lineage": "what the record's schema asks: who supplies, who directs, who gains", "claims": [ "LV-01", "LV-03" ], "earliest": "LV" }, { "lineage": "cloudwork defined: platform work performed remotely", "claims": [ "F24", "F25", "F26", "F58", "LV-06" ], "earliest": "B1" }, { "lineage": "direction: who supplies the labor, who directs it, who gains", "claims": [ "LV-07", "LV-08", "LV-09", "LV-38" ], "earliest": "LV" }, { "lineage": "AI data work: the labour behind AI and its clients", "claims": [ "F27", "F28", "F48", "F57", "LV-37" ], "earliest": "B1" }, { "lineage": "AI data work as semantic labor, its cost borne by bodies", "claims": [ "O18-01" ], "earliest": 18 }, { "lineage": "annotators as bearing-cost sources; concealed bearing-cost marks extraction", "claims": [ "O533-01" ], "earliest": 533 }, { "lineage": "the labor of data workers extracted, its non-compensation material", "claims": [ "O623-01" ], "earliest": 623 }, { "lineage": "where the ghost-work literature stops: task-labor, not the provenance of meaning", "claims": [ "O144-01" ], "earliest": 144 }, { "lineage": "ghost work as ground-truth labor, against variance-generative labor", "claims": [ "O163-01", "O163-02" ], "earliest": 163 }, { "lineage": "annotators and moderators in the semantic proletariat's derivation, the class not identical with them", "claims": [ "O1545-01", "O1545-02" ], "earliest": 1545 }, { "lineage": "method: desk research, platform managers, worker surveys; scoring", "claims": [ "F15", "F16", "F17", "F59", "LV-10", "LV-20", "LV-27" ], "earliest": "B1" }, { "lineage": "the stated limits: a missing point is no finding of non-compliance; the survey is not representative", "claims": [ "F18", "F19", "LV-18", "LV-19", "CAP-1-06" ], "earliest": "B1" }, { "lineage": "what the ratings are not: the record's negative tags", "claims": [ "LV-30", "LV-31", "LV-32", "LV-33" ], "earliest": "LV" }, { "lineage": "the 2025 scores: the league table", "claims": [ "F4", "F5", "F6", "F7", "F31", "F42", "LV-13", "LV-23", "LV-35" ], "earliest": "B1" }, { "lineage": "fair pay: payment for completed work and the minimum wage", "claims": [ "F8", "F9", "F49", "LV-14" ], "earliest": "B1" }, { "lineage": "fair conditions and contracts: risks, terms, clauses", "claims": [ "F10", "F11", "F50" ], "earliest": "B1" }, { "lineage": "fair representation: association recognised, no bargaining", "claims": [ "F12", "F13", "F51", "F60", "LV-15" ], "earliest": "B1" }, { "lineage": "the archive's reading: the ratings score the intermediary that directs cloudwork", "claims": [ "LV-26" ], "earliest": "LV" }, { "lineage": "changes adopted through engagement", "claims": [ "F44", "F14", "F52", "LV-16", "CAP-1-05" ], "earliest": "B4" }, { "lineage": "the worker survey: payment, security, discrimination, priorities", "claims": [ "F20", "F21", "F22", "F23", "LV-11", "LV-12", "LV-17", "CAP-1-03" ], "earliest": "B1" }, { "lineage": "algorithmic management", "claims": [ "F29" ], "earliest": "B1" }, { "lineage": "governance: internal rules insufficient, external regulation called for", "claims": [ "F30", "F53" ], "earliest": "B1" }, { "lineage": "what this evidence can and cannot settle", "claims": [ "LV-04", "LV-24", "LV-25", "LV-36" ], "earliest": "LV" }, { "lineage": "the operator, its funders and its origin", "claims": [ "F39", "F32", "F33", "F55", "LV-29", "LV-34", "CAP-1-02" ], "earliest": "B2" }, { "lineage": "earlier cloudwork reports: 2021, 2022, 2023", "claims": [ "F38", "F40", "F41", "F43", "F45", "F63", "F64", "LV-28" ], "earliest": "B2" }, { "lineage": "Fairwork's other strands: location-based ratings, workplace AI principles", "claims": [ "F61" ], "earliest": "B10" }, { "lineage": "the AI supply chain certification (a separate strand)", "claims": [ "F34", "F54", "F56", "CAP-1-07" ], "earliest": "B1" }, { "lineage": "the report's statements of its own standing: no conflict of interest, sections in common", "claims": [ "F35", "F36", "LV-21" ], "earliest": "B1" }, { "lineage": "platform responses to the ratings", "claims": [ "F37", "LV-22" ], "earliest": "B1" }, { "lineage": "the composition at the name: the standard kept, the platforms dropped", "claims": [ "CAP-1-01", "CAP-1-04", "CAP-1-08", "CAP-1-09", "CAP-1-10", "CAP-1-11" ], "earliest": "CAP" }, { "lineage": "reception: the encyclopedia", "claims": [ "F62" ], "earliest": "B11" } ], "body_words": 299, "entity": "Composed under v0.9, equal case (ρ = extends): KO_B sentences surviving 0 of 17; every field claim carried." }, "P_B": { "title": "Fairwork Cloudwork Ratings", "arm": "B (the field alone)", "genre": "popup — the compression from the field ledger alone (cards, own pages, Wikipedia)", "status": "composed 2026-10-29 from the field ledger alone; not frozen", "lede": { "text": "is the Fairwork project's rating of 16 cloudwork platforms in 2025, each scored out of 10 against five principles of fair work (2025 report).", "claims": [ "F1", "F2", "F47" ] }, "sections": [ { "icon": "🧭", "head": "What it rates", "items": [ { "label": "Cloudwork:", "text": "remote platform work, microwork to freelance, AI data work among it (2025 report; Fairwork AI).", "claims": [ "F24", "F25", "F26", "F58", "F27", "F28", "F48", "F57", "F3", "F46" ] } ] }, { "icon": "🏁", "head": "2025 scores", "items": [ { "label": "Top and bottom:", "text": "three at 8, two at 7; Mechanical Turk, Freelancer, Microworkers 0 (2025 report).", "claims": [ "F4", "F5", "F6", "F7", "F31", "F42" ] }, { "label": "Thresholds:", "text": "four meet the minimum wage; none bargaining (2025 report).", "claims": [ "F8", "F9", "F10", "F11", "F12", "F49", "F50", "F51", "F60" ] }, { "label": "Changes:", "text": "56 by eight platforms (2025 report).", "claims": [ "F13", "F14", "F44", "F52" ] } ] }, { "icon": "⚠️", "head": "Limits", "items": [ { "label": "Missing point:", "text": "no evidence, not non-compliance; survey not representative (2025 report).", "claims": [ "F18", "F19" ] }, { "label": "Method:", "text": "desk research, managers, surveys (2025 report).", "claims": [ "F15", "F16", "F17", "F59" ] }, { "label": "Survey:", "text": "776 workers, 100 countries (2025 report).", "claims": [ "F20", "F21", "F22", "F23" ] }, { "label": "Governance:", "text": "platform rules insufficient (2025 report).", "claims": [ "F29", "F30", "F53" ] } ] }, { "icon": "🏛️", "head": "Origin", "items": [ { "label": "Operator:", "text": "OII and WZB; BMZ, GIZ (2025 report; WZB; fair.work).", "claims": [ "F32", "F33", "F39", "F55" ] }, { "label": "Editions and strands:", "text": "2021–2025; location-based ratings, workplace AI, certification (Fairwork; WZB; King's College London).", "claims": [ "F38", "F40", "F41", "F43", "F45", "F63", "F64", "F61", "F54", "F34", "F56" ] }, { "label": "Standing:", "text": "no conflict of interest; Scale objects; no Wikipedia article (2025 report; Wikipedia).", "claims": [ "F35", "F36", "F37", "F62" ] } ] } ], "open": [ { "question": "Nine or eight platforms at 2 or less; Creative Words on the page?", "rests_on": [ "F4", "F5", "F6", "F42" ], "modality": "documented", "would_resolve": "a corrected report or page" }, { "question": "Third report, or fourth edition?", "rests_on": [ "F20", "F63", "F64" ], "modality": "documented", "would_resolve": "the operator's list of editions" } ], "rail": [ { "lineage": "what it is: rating cloudwork platforms against five principles of fair work", "claims": [ "F1", "F2", "F3", "F46", "F47" ], "earliest": "B1" }, { "lineage": "the 2025 scores: the league table", "claims": [ "F4", "F5", "F6", "F7", "F31", "F42" ], "earliest": "B1" }, { "lineage": "fair pay: payment for completed work and the minimum wage", "claims": [ "F8", "F9", "F49" ], "earliest": "B1" }, { "lineage": "fair conditions and contracts: risks, terms, clauses", "claims": [ "F10", "F11", "F50" ], "earliest": "B1" }, { "lineage": "fair representation: association recognised, no bargaining", "claims": [ "F12", "F13", "F51", "F60" ], "earliest": "B1" }, { "lineage": "changes adopted through engagement", "claims": [ "F14", "F44", "F52" ], "earliest": "B4" }, { "lineage": "method: desk research, platform managers, worker surveys; scoring", "claims": [ "F15", "F16", "F17", "F59" ], "earliest": "B1" }, { "lineage": "the stated limits: a missing point is no finding of non-compliance; the survey is not representative", "claims": [ "F18", "F19" ], "earliest": "B1" }, { "lineage": "the worker survey: payment, security, discrimination, priorities", "claims": [ "F20", "F21", "F22", "F23" ], "earliest": "B1" }, { "lineage": "cloudwork defined: platform work performed remotely", "claims": [ "F24", "F25", "F26", "F58" ], "earliest": "B1" }, { "lineage": "AI data work: the labour behind AI and its clients", "claims": [ "F27", "F28", "F48", "F57" ], "earliest": "B1" }, { "lineage": "algorithmic management", "claims": [ "F29" ], "earliest": "B1" }, { "lineage": "governance: internal rules insufficient, external regulation called for", "claims": [ "F30", "F53" ], "earliest": "B1" }, { "lineage": "the operator, its funders and its origin", "claims": [ "F32", "F33", "F39", "F55" ], "earliest": "B2" }, { "lineage": "the AI supply chain certification (a separate strand)", "claims": [ "F34", "F54", "F56" ], "earliest": "B1" }, { "lineage": "the report's statements of its own standing: no conflict of interest, sections in common", "claims": [ "F35", "F36" ], "earliest": "B1" }, { "lineage": "platform responses to the ratings", "claims": [ "F37" ], "earliest": "B1" }, { "lineage": "earlier cloudwork reports: 2021, 2022, 2023", "claims": [ "F38", "F40", "F41", "F43", "F45", "F63", "F64" ], "earliest": "B3" }, { "lineage": "Fairwork's other strands: location-based ratings, workplace AI principles", "claims": [ "F61" ], "earliest": "B10" }, { "lineage": "reception: the encyclopedia", "claims": [ "F62" ], "earliest": "B11" } ], "body_words": 143, "entity": "With no archive claim admitted, the entry is Fairwork's rating programme at its report's resolution: the 2025 report, its scores and limits, the trade press's account, the operator's pages and the earlier editions." }, "KO_B": { "title": "Fairwork Cloudwork Ratings", "arm": "B (the field alone)", "genre": "knowledge object", "status": "composed 2026-10-29; not frozen", "sentences": [ { "n": 1, "para": 0, "text": "The Fairwork Cloudwork Ratings 2025, in their authors' words, assess and score basic standards of fairness in working arrangements on 16 cloudwork digital labour platforms against the five Fairwork Cloudwork Principles, fair pay, conditions, contracts, management and representation (the 2025 report), an assessment the trade press reports in the same terms (The Global Recruiter).", "claims": [ "F1", "F47" ] }, { "n": 2, "para": 0, "text": "The Fairwork project studies working conditions on digital labour platforms and rates individual platforms by their fairness to workers, to show that better and fairer platform jobs are possible (the 2025 report), the question a Fairwork video puts as \"How fair are freelance and remote work platforms?\" (YouTube, title only).", "claims": [ "F2", "F3", "F46" ] }, { "n": 3, "para": 1, "text": "Cloudwork is work performed remotely through a digital labour platform, against geographically tethered work, from microwork such as data labelling and AI training to freelance services (the 2025 report; the home page), done by workers generally classified as self-employed and paid piece rates (the 2025 report).", "claims": [ "F24", "F25", "F58", "F26" ] }, { "n": 4, "para": 1, "text": "Data services for AI development are a growing sector of cloudwork, for clients such as Amazon, Google, Microsoft and Nvidia (the 2025 report), many cloudwork tasks being fundamental for developing AI systems (The Global Recruiter), and Fairwork AI holds that nothing is \"artificial\" about the human labour that builds and maintains AI systems (Fairwork AI).", "claims": [ "F27", "F28", "F48", "F57" ] }, { "n": 5, "para": 2, "text": "The ratings use desk research, worker interviews and surveys and interviews with platform management, are limited to desk research and surveys where managers do not engage, and are decided collectively and peer-reviewed (the 2025 report), platforms earning points only on meeting each principle's criteria (the home page).", "claims": [ "F15", "F17", "F16", "F59" ] }, { "n": 6, "para": 3, "text": "The authors' limit is that failing to achieve a point does not necessarily mean a platform does not comply with the principle, only that no evidence was found or compliance could not be proved, and the surveys do not aim to be representative (the 2025 report).", "claims": [ "F18", "F19" ] }, { "n": 7, "para": 4, "text": "In 2025 ComeUp, Elharefa and Translated scored 8, Creative Words and Terawork 7, Prolific 5, SoyFreelancer 4, Appen 3, the remaining eight 2 or less, Upwork 1 and Amazon Mechanical Turk, Freelancer and Microworkers 0, and no platform 10, which only Creative Words reached once, in 2023 (the 2025 report).", "claims": [ "F4", "F6", "F7", "F31" ] }, { "n": 8, "para": 4, "text": "The executive summary counts nine platforms where the key findings count eight (the 2025 report), and the operator's cloudwork page lists the 2025 scores without Creative Words (Fairwork cloudwork page).", "claims": [ "F5", "F42" ] }, { "n": 9, "para": 5, "text": "Seven platforms evidenced payment for all completed work and four the local minimum wage, nine measures against overwork and unpaid labour, while most gave no evidence of terms free of waivers of legal recourse (the 2025 report); the trade press adds \"after costs\" and the clauses that weaken workers' rights (The Global Recruiter).", "claims": [ "F8", "F9", "F10", "F11", "F49", "F50" ] }, { "n": 10, "para": 5, "text": "Six platforms were awarded the representation point and none the bargaining point (the 2025 report), six now formally recognising the right to organise, up from two (The Global Recruiter), against a principle that platforms be prepared to cooperate and negotiate with workers' collective bodies (the home page).", "claims": [ "F12", "F51", "F60" ] }, { "n": 11, "para": 6, "text": "Eight platforms made a record 56 changes, estimated to affect over two million workers, and the authors attribute the rise in recognition of freedom of association to Fairwork's engagement (the 2025 report; The Global Recruiter; the 2023 text on the cloudwork page).", "claims": [ "F14", "F13", "F52", "F44" ] }, { "n": 12, "para": 7, "text": "The survey, February 2024 to January 2025, drew 776 workers in 100 countries; 31.2% reported non-payment, Global South workers report discrimination and distrust, and of 448 respondents 33.3% put the minimum wage first (the 2025 report).", "claims": [ "F20", "F21", "F22", "F23" ] }, { "n": 13, "para": 7, "text": "Platforms' own governance is in most cases insufficient to ensure basic compensation rights, algorithmic management accentuates opacity (the 2025 report), and voluntary improvements \"will never be enough\" (Valente, in The Global Recruiter).", "claims": [ "F30", "F29", "F53" ] }, { "n": 14, "para": 8, "text": "The project is based at the Oxford Internet Institute and the WZB, financed by the BMZ, commissioned by GIZ, its principles from 2018 and 2020 (the 2025 report), a joint project of the WZB with the OII (WZB), and a non-profit spun out of both on the certification site (fair.work).", "claims": [ "F32", "F33", "F39", "F55" ] }, { "n": 15, "para": 8, "text": "The 2022 ratings covered 15 platforms (WZB; King's College London), the operator's page carries 2025, 2023, 2022 and 2021 and the 2023 text (Fairwork cloudwork page), a 2023 launch was recorded (YouTube, title only), and the 2025 report calls itself both third and second (the 2025 report).", "claims": [ "F38", "F40", "F41", "F64", "F43", "F45", "F20", "F63" ] }, { "n": 16, "para": 8, "text": "Fairwork also ranks location-based platforms in 38 countries, sets principles for AI in the workplace (the home page) and certifies the firms that commission AI data work (fair.work; the 2025 report), whose Fair Pay principle asks for the local living wage (fair.work).", "claims": [ "F61", "F54", "F34", "F56" ] }, { "n": 17, "para": 9, "text": "The authors declare no conflict of interest and sections in common with other reports, and Scale/Remotasks calls the evaluation overly subjective (the 2025 report); Wikipedia has no article on it (Wikipedia, 2026-10-29).", "claims": [ "F35", "F36", "F37", "F62" ] } ] }, "L_B": { "words": 765, "text": "The Fairwork Cloudwork Ratings 2025, in their authors' words, assess and score basic standards of fairness in working arrangements on 16 cloudwork digital labour platforms against the five Fairwork Cloudwork Principles, fair pay, conditions, contracts, management and representation (the 2025 report), an assessment the trade press reports in the same terms (The Global Recruiter). The Fairwork project studies working conditions on digital labour platforms and rates individual platforms by their fairness to workers, to show that better and fairer platform jobs are possible (the 2025 report), the question a Fairwork video puts as \"How fair are freelance and remote work platforms?\" (YouTube, title only). Cloudwork is work performed remotely through a digital labour platform, against geographically tethered work, from microwork such as data labelling and AI training to freelance services (the 2025 report; the home page), done by workers generally classified as self-employed and paid piece rates (the 2025 report). Data services for AI development are a growing sector of cloudwork, for clients such as Amazon, Google, Microsoft and Nvidia (the 2025 report), many cloudwork tasks being fundamental for developing AI systems (The Global Recruiter), and Fairwork AI holds that nothing is \"artificial\" about the human labour that builds and maintains AI systems (Fairwork AI). The ratings use desk research, worker interviews and surveys and interviews with platform management, are limited to desk research and surveys where managers do not engage, and are decided collectively and peer-reviewed (the 2025 report), platforms earning points only on meeting each principle's criteria (the home page). The authors' limit is that failing to achieve a point does not necessarily mean a platform does not comply with the principle, only that no evidence was found or compliance could not be proved, and the surveys do not aim to be representative (the 2025 report). In 2025 ComeUp, Elharefa and Translated scored 8, Creative Words and Terawork 7, Prolific 5, SoyFreelancer 4, Appen 3, the remaining eight 2 or less, Upwork 1 and Amazon Mechanical Turk, Freelancer and Microworkers 0, and no platform 10, which only Creative Words reached once, in 2023 (the 2025 report). The executive summary counts nine platforms where the key findings count eight (the 2025 report), and the operator's cloudwork page lists the 2025 scores without Creative Words (Fairwork cloudwork page). Seven platforms evidenced payment for all completed work and four the local minimum wage, nine measures against overwork and unpaid labour, while most gave no evidence of terms free of waivers of legal recourse (the 2025 report); the trade press adds \"after costs\" and the clauses that weaken workers' rights (The Global Recruiter). Six platforms were awarded the representation point and none the bargaining point (the 2025 report), six now formally recognising the right to organise, up from two (The Global Recruiter), against a principle that platforms be prepared to cooperate and negotiate with workers' collective bodies (the home page). Eight platforms made a record 56 changes, estimated to affect over two million workers, and the authors attribute the rise in recognition of freedom of association to Fairwork's engagement (the 2025 report; The Global Recruiter; the 2023 text on the cloudwork page). The survey, February 2024 to January 2025, drew 776 workers in 100 countries; 31.2% reported non-payment, Global South workers report discrimination and distrust, and of 448 respondents 33.3% put the minimum wage first (the 2025 report). Platforms' own governance is in most cases insufficient to ensure basic compensation rights, algorithmic management accentuates opacity (the 2025 report), and voluntary improvements \"will never be enough\" (Valente, in The Global Recruiter). The project is based at the Oxford Internet Institute and the WZB, financed by the BMZ, commissioned by GIZ, its principles from 2018 and 2020 (the 2025 report), a joint project of the WZB with the OII (WZB), and a non-profit spun out of both on the certification site (fair.work). The 2022 ratings covered 15 platforms (WZB; King's College London), the operator's page carries 2025, 2023, 2022 and 2021 and the 2023 text (Fairwork cloudwork page), a 2023 launch was recorded (YouTube, title only), and the 2025 report calls itself both third and second (the 2025 report). Fairwork also ranks location-based platforms in 38 countries, sets principles for AI in the workplace (the home page) and certifies the firms that commission AI data work (fair.work; the 2025 report), whose Fair Pay principle asks for the local living wage (fair.work). The authors declare no conflict of interest and sections in common with other reports, and Scale/Remotasks calls the evaluation overly subjective (the 2025 report); Wikipedia has no article on it (Wikipedia, 2026-10-29).", "note": "L_F(B), the field composed in the field's ontology (v0.9 §0.4), realized as KO_B; its rail is P_B's, by lineage." }, "L_BA": { "words": 2005, "text": "The Fairwork Cloudwork Ratings are a rating programme, a league table scoring cloudwork platforms against the five Fairwork Cloudwork Principles, each platform scored out of 10 on ten thresholds, two per principle (Labor Vector record); the 2025 ratings, in their authors' words, assess and score \"basic standards of fairness in working arrangements on 16 cloudwork digital labour platforms\" on fair pay, conditions, contracts, management and representation (the 2025 report). The Labor Vector census asks of every resource \"Who supplies the labor, who directs it, and who receives its gains — and what kind of evidence does this resource bring to that question?\" and places this one on four of its five intersections, labor producing AI, gains and losses, worker power and AI governing labor, with two kinds of evidence, rating against standards and worker testimony (Labor Vector record). The project behind the ratings \"studies working conditions on digital labour platforms and rates individual platforms based on their fairness to workers\", its goal to show that \"better and fairer platform jobs are possible\" (the 2025 report); the trade press gives the 2025 edition as an assessment of 16 widely used platforms on five core principles (The Global Recruiter), and a Fairwork video asks \"How fair are freelance and remote work platforms?\" (YouTube, title only). Cloudwork, in the report's definition, is work \"that can be performed remotely through a digital labour platform\", set against location-specific \"geographically tethered work\" (the 2025 report); it runs from microwork such as data labelling and processing, AI training and image categorisation to freelance services such as translation, web development or design (the 2025 report; the home page), and the census takes it as the labour object, naming the AI data work the report finds done for leading AI companies (Labor Vector record). Cloudworkers are \"generally classified as self-employed or independent workers on paid piece rates\" (the 2025 report), whom the census records as supplying the labour, while the platforms rated and the requesters or clients who post work on them direct it (Labor Vector record). A growing sector of cloudwork is \"data services for artificial intelligence development in international supply chains\", its clients among the world's leading AI companies, \"such as Amazon, Google, Microsoft, and Nvidia\" (the 2025 report); the trade press calls many cloudwork tasks \"fundamental for developing AI systems\" (The Global Recruiter), and Fairwork AI states: \"There is nothing “artificial” about the immense amount of human labour that builds, supports, and maintains AI systems\" (Fairwork AI). Of the workers of this class the archive holds that content moderators \"perform semantic labor in its most brutal form: sorting meaning under conditions designed to be invisible\", meaning being produced \"by bodies, at metabolic cost\" (#18), and that the labour of content moderators and of \"the data labelers performing RLHF\" is extracted, its non-compensation borne materially (#623). The archive calls this ghost work \"ground-truth labor\", \"the labor of telling the model what is already known to be true\", distinct from variance-generative labor, and holds that ghost work scales and \"is paid badly\" (#163). It counts annotators among the sources of semantic labor whose concealment is \"the first marker of extraction\" (#533), finds the literature of hidden AI labour stopping \"at task-labor — annotation, moderation, the edge-case fix\", naming the erased worker but not \"that the erased thing is the provenance of meaning\" (#144), and derives the semantic proletariat through moderators and annotators while holding that it is not \"AI annotators\" or \"gig workers\" (#1545). The ratings rest on desk research, worker interviews and surveys, and interviews with platform management (the 2025 report); where managers do not engage, scoring is limited to desk research and worker surveys, and final scores are decided collectively by the core team and peer-reviewed (the 2025 report; Labor Vector record), platforms being given a chance to respond and earning points \"only if they meet the criteria for each principle\" (the home page), with the report, a platform search tool and the Principles and methodology pages as the data (Labor Vector record). The survey of what the report calls \"this third report\" was collected between February 2024 and January 2025 and left responses from 776 workers in 100 countries (the 2025 report; Labor Vector record). The governing limit is the authors': \"Failing to achieve a point does not necessarily mean that a platform does not comply with the principle in question; it simply means that the research team did not find any evidence and/or they were unable to prove its compliance\" (the 2025 report), which the census carries as a stated limit and as the negative tag \"NOT a finding of non-compliance where a point is missing\" (Labor Vector record); and the surveys \"do not aim to build a representative set of experiences\" but seek to understand how work is carried out and managed (the 2025 report), \"NOT a representative survey of cloudworkers\" in the census's tag (Labor Vector record). In 2025 ComeUp, Elharefa and Translated scored 8, Creative Words and Terawork 7, Prolific 5, SoyFreelancer 4 and Appen 3, and the remaining eight no more than 2, three of them with no point evidenced (the 2025 report; Labor Vector record), Upwork at 1 and Amazon Mechanical Turk, Freelancer and Microworkers at 0 (the 2025 report's league table), and the census sets Turkopticon beside the record as its neighbour (Labor Vector record). No platform reached 10, which only Creative Words has ever done, once, in 2023 (the 2025 report); the executive summary counts \"the remaining nine platforms\" where the key findings and the table give eight, an inconsistency the census records (the 2025 report; Labor Vector record), and the operator's cloudwork page lists the 2025 scores without Creative Words, Terawork its one platform at 7 (Fairwork cloudwork page). Seven platforms evidenced systems to pay workers on time for all completed work, and four, ComeUp, Translated, Elharefa and Terawork, met the threshold \"that the majority of workers should earn at least the local minimum wage\" (the 2025 report; Labor Vector record), four of 16 \"after costs\" in the trade press's account (The Global Recruiter). Nine platforms met the threshold on measures against unreasonable competition, overwork and unpaid labour, and for most no evidence was found that their terms are free of waivers of the right to legal recourse (the 2025 report); over half, the trade press reports, carry clauses such as \"vague job descriptions, blanket liability clauses\" (The Global Recruiter). Six platforms received the point for recognising and engaging collective workers' bodies and none the second, collective governance or bargaining (the 2025 report; Labor Vector record); six \"now formally recognise the right to organise – up from just 2 last year\", none actively bargaining, and seven of 16 guard against risks \"such as burnout or back pain\" (The Global Recruiter), where the principle asks platforms to \"be prepared to cooperate and negotiate\" with workers' collective bodies (the home page). The census finds no intersection with Labor Vector's instruments stated by the resource and reads the ratings as scoring \"the intermediary that directs cloudwork (allocation, rejection, deactivation, contract terms)\", thresholds 1.1 and 2.1 standing as \"the report's own measures of unpaid labor\" in its terms (Labor Vector record). The authors attribute the growth in platforms acknowledging freedom of association to \"Fairwork’s engagement\" and count a record 56 changes by eight platforms, estimated to affect over two million workers (the 2025 report; Labor Vector record), made \"Through direct engagement\" in the trade press's account (The Global Recruiter), as the 2023 text on the operator's page found platforms incorporating fairness \"as a result of engagement with Fairwork researchers\" (Fairwork cloudwork page). Of the surveyed workers 31.2% reported non-payment and 38% late payment, Global South workers report \"discrimination and distrust when competing with workers from other regions\" (the 2025 report), a line the Capture Registry finds in the report (Capture Registry, 2026-10-29), and of 448 respondents 33.3% put the local minimum wage first and 18.3% payment for all completed work (the 2025 report; Labor Vector record). The report finds platforms' own governance initiatives \"insufficient in most cases to ensure basic compensation rights\", cites platform work studies on how \"algorithmic management accentuates opacity in decisions affecting workers\" (the 2025 report), and its co-lead holds that voluntary improvements \"will never be enough\" (Valente, in The Global Recruiter). On the census's reading the ratings answer whether a named platform shows evidence of meeting each threshold, which policies changed in the scoring dialogue and which rights surveyed workers rank highest, and do not answer the market-wide share below minimum wage, whether a platform with no point violates the principle, or the conditions of AI data work at outsourcing companies outside the platforms rated (Labor Vector record). Who gains is \"not recorded as a quantity\" (Labor Vector record); in the census's worked questions the entity holds pay and conditions against minimum standards and platforms rated with a survey of 776 cloudworkers, while no record measures how gains divide among workers, employers, platforms and model providers, or how much of a system's training data any reported work produced (Labor Vector record). The project is based at the Oxford Internet Institute and the WZB Berlin Social Science Center and financed by, among others, the BMZ, commissioned by GIZ, its five principles developed in 2018 at a multi-stakeholder workshop at the ILO and its cloudwork principles in 2020 (the 2025 report; Labor Vector record); the WZB calls Fairwork its joint project with the Oxford Internet Institute (WZB), and the certification site calls it \"A non-profit spun out of the Oxford Internet Institute (OII) & Berlin Social Science Center (WZB)\" (fair.work). Of the earlier editions, the WZB reported the 2022 ratings, 15 platforms with the top score seven of ten (WZB), King's College London's portal holds that report, 34 pages, as \"Work in the Plenatary Labour Market\" (King's College London; its abstract), the operator's page carries 2025, 2023, 2022 and 2021 and still shows the 2023 text of 15 platforms (Fairwork cloudwork page), and Fairwork recorded the 2023 launch (YouTube, title only); the census gives the 2025 report as the third cloudwork report, with earlier reports in 2021 and 2023 (Labor Vector record), and the report calls itself both \"this third report\" and \"this second cloudwork league table\" (the 2025 report). Beside the ratings Fairwork runs strands the census keeps apart: national location-based rankings in 38 countries and principles for the fair use of AI in the workplace (the home page; Labor Vector record), and a certification of the firms that commission AI data work, \"based on evidence including the voices of the workers themselves\" (fair.work), announced in the report to AI lead firms (the 2025 report), whose Fair Pay principle asks for \"the local living wage after work-related costs\" (fair.work). The authors declare no connection with any platform and no conflict of interest and note sections in common with other Fairwork reports, and Scale/Remotasks, in its comment, holds the evaluation \"overly subjective in key areas\" (the 2025 report; Labor Vector record). At the name the Capture Registry finds the programme held, its principles, scale, 16 platforms and operator the record's, reads \"spun out of\" as the composition's word for an operator the record gives as based at both, and gives the innocent reading first: the Overview gives the ratings' publisher, principles, scale and general findings and offers a platform's score (Capture Registry, 2026-10-29). It finds the scores absent, \"A rating programme is composed by its principles and its general verdict, without its ratings\", the composition keeping \"the standard\" and dropping \"the platforms it was applied to\", the improvement given \"without its cause\", neither caveat reaching it, what the ratings are for left out, and one card, fair.work, drawn from another strand (Capture Registry, 2026-10-29). The record landed on laborvector.org the same day and no card cites it (Capture Registry, 2026-10-29); the census leaves unchecked the Principles and methodology pages, the search tool, the AI Principles and the earlier reports (Labor Vector record), and Wikipedia has no article on the ratings or on Fairwork (Wikipedia, 2026-10-29).", "rail": [], "note": "L(B ∪ A) in the equal-terms case (v0.9 §0.4), realized as the knowledge object (objects.KO); its rail is the compression's, by lineage." } }, "field": [ { "id": "B1", "card": "University of Oxford — Fairwork Cloudwork Ratings 2025", "origin": "card", "fetched": "card; census copy fairwork-cloudwork--oii-cloudwork-report (byte-identical refetch at 2026-10-29T22:33:22Z, HTTP 200); B1.pdf sha256 5a12e5c6c666fbae" }, { "id": "B2", "card": "Wissenschaftszentrum Berlin für Sozialforschung | WZB — New Fairwork Cloudwork Rating | WZB", "origin": "card", "fetched": "card; B2.html sha256 d85fcbe03c131c9c, HTTP 200 at 2026-10-29T22:32:08Z" }, { "id": "B3", "card": "King's College London — Fairwork Cloudwork Ratings 2022: Work in the Plenatary Labour Market - King's College London", "origin": "card", "fetched": "card; 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B8.html sha256 67e554e20ba9d368, HTTP 200 at 2026-10-29T22:32:12Z" }, { "id": "B9", "card": "Fairwork — Fairwork AI", "origin": "own_page", "fetched": "own_page; census copy fairwork-cloudwork--oii-ai (read 2026-10-29, HTTP 200); B9.html sha256 8d4ae5161e6c5d59" }, { "id": "B10", "card": "Fairwork — home page", "origin": "own_page", "fetched": "own_page; census copy fairwork-cloudwork--oii-home (read 2026-10-29, HTTP 200); B10.html sha256 5cf5af5cb8c96b3f" }, { "id": "B11", "card": "Wikipedia — Fairwork Cloudwork Ratings (no article)", "origin": "wikipedia", "fetched": "no article: raw HTTP 404 (entity name and 'Fairwork'), rendered HTTP 404, search no results for 'Fairwork Cloudwork'; sha256 d68a336c2ecbce7d" } ], "field_claims": { "F1": { "source": "B1", "origin": "card", "locus": "Executive Summary ¶1 (p. 3)", "quote": "The Fairwork Cloudwork Ratings 2025 assesses and scores basic standards of fairness in working arrangements on 16 cloudwork digital labour platforms according to the five Fairwork Cloudwork Principles: fair pay, conditions, contracts, management, and representation.", "claim": "the 2025 ratings defined by their authors: an assessment and score of basic standards of fairness on 16 cloudwork platforms against the five Fairwork Cloudwork Principles", "modality": "stipulation", "kind": "definition", "kernel": true, "const": true, "lineage": "what it is: rating cloudwork platforms against five principles of fair work", "date": "2025-05 (PDF path 2025/05)", "quote_ok": true, "checked_against": "saved text B1.txt (sha256 51f7f9c58f312f8c…), whitespace-normalised" }, "F2": { "source": "B1", "origin": "card", "locus": "'The Fairwork Project' ¶1 (p. 8)", "quote": "The Fairwork project studies working conditions on digital labour platforms and rates individual platforms based on their fairness to workers.", "claim": "the project defined: it studies working conditions on digital labour platforms and rates individual platforms by their fairness to workers", "modality": "stipulation", "kind": "definition", "kernel": true, "const": true, "lineage": "what it is: rating cloudwork platforms against five principles of fair work", "date": "2025-05", "quote_ok": true, "checked_against": "saved text B1.txt (sha256 51f7f9c58f312f8c…), whitespace-normalised" }, "F3": { "source": "B1", "origin": "card", "locus": "'The Fairwork Project' ¶2 (p. 8, left column)", "quote": "Its goal is to highlight the best and worst practices in … the platform economy and to show that better and fairer … platform jobs are possible.", "claim": "its goal: to highlight best and worst practices and to show that better and fairer platform jobs are possible", "modality": "stipulation", "kind": "function", "kernel": false, "const": false, "lineage": "what it is: rating cloudwork platforms against five principles of fair work", "date": "2025-05", "quote_ok": true, "checked_against": "saved text B1.txt (sha256 51f7f9c58f312f8c…), whitespace-normalised; multi-part quote joined by ' … ', each part checked" }, "F4": { "source": "B1", "origin": "card", "locus": "Key findings ¶1 (p. 4)", "quote": "Three platforms scored 8, and two platforms scored 7 out of 10 points. One platform scored 5, one 4, and one 3 out of 10 points. For the remaining eight platforms, the final scores did not surpass 2 out of 10 points. For three platforms, we could not find any evidence that they met any of the ten points.", "claim": "the 2025 distribution of scores: three at 8, two at 7, one each at 5, 4 and 3, eight at 2 or less, three with no point evidenced", "modality": "documented", "kind": "fact", "kernel": true, "const": false, "lineage": "the 2025 scores: the league table", "date": "2025-05", "quote_ok": true, "checked_against": "saved text B1.txt (sha256 51f7f9c58f312f8c…), whitespace-normalised" }, "F5": { "source": "B1", "origin": "card", "locus": "Executive Summary ¶3 (p. 3, left column)", "quote": "the remaining nine platforms, the final scores did not surpass 2 out of 10 points.", "claim": "the executive summary's count of the remaining platforms: nine (the key findings and the league table give eight)", "modality": "documented", "kind": "fact", "kernel": false, "const": false, "lineage": "the 2025 scores: the league table", "date": "2025-05", "quote_ok": true, "checked_against": "saved text B1.txt (sha256 51f7f9c58f312f8c…), whitespace-normalised", "mark": "internally_inconsistent", "mark_note": "internally_inconsistent (§4.3): the executive summary says 'the remaining nine platforms', the key findings (F4) and the league table (F6, F7) eight; the table's sixteen rows give eight" }, "F6": { "source": "B1", "origin": "card", "locus": "'How platforms performed on the five principles' ¶1 (p. 12)", "quote": "Three platforms (ComeUp, Elharefa, and Translated) scored 8, two platforms scored 7 (Creative Words and Terawork), one scored 5 (Prolific), one scored 4 (SoyFreelancer), and one scored 3 (Appen).", "claim": "the platforms at the top of the 2025 table, named: ComeUp, Elharefa, Translated (8); Creative Words, Terawork (7); Prolific (5); SoyFreelancer (4); Appen (3)", "modality": "documented", "kind": "fact", "kernel": false, "const": false, "lineage": "the 2025 scores: the league table", "date": "2025-05", "quote_ok": true, "checked_against": "saved text B1.txt (sha256 51f7f9c58f312f8c…), whitespace-normalised" }, "F7": { "source": "B1", "origin": "card", "locus": "league table 'Fairwork Cloudwork Ratings 2025' (p. 11)", "quote": "Upwork 1 Amazon Mechanical Turk 0 Freelancer 0 Microworkers 0", "claim": "the foot of the 2025 table: Upwork 1; Amazon Mechanical Turk, Freelancer and Microworkers 0", "modality": "documented", "kind": "fact", "kernel": false, "const": false, "lineage": "the 2025 scores: the league table", "date": "2025-05", "quote_ok": true, "checked_against": "saved text B1.txt (sha256 51f7f9c58f312f8c…), whitespace-normalised" }, "F8": { "source": "B1", "origin": "card", "locus": "Key findings, Fair Pay ¶1 (p. 4)", "quote": "For seven platforms (ComeUp, Clickworker, Elharefa, Prolific, SoyFreelancer, Terawork and Translated), we found evidence that they had systems in place to ensure that workers were paid in a timely manner for all the work they completed.", "claim": "threshold 1.1: seven platforms evidenced systems to pay workers on time for all completed work", "modality": "documented", "kind": "fact", "kernel": false, "const": false, "lineage": "fair pay: payment for completed work and the minimum wage", "date": "2025-05", "quote_ok": true, "checked_against": "saved text B1.txt (sha256 51f7f9c58f312f8c…), whitespace-normalised" }, "F9": { "source": "B1", "origin": "card", "locus": "Key findings, Fair Pay ¶2 (p. 4)", "quote": "The point for threshold 1.2, which states that the majority of workers should earn at least the local minimum wage, was awarded to four platforms: ComeUp, Translated, Elharefa, and Terawork.", "claim": "threshold 1.2, the local minimum wage for the majority of workers: four platforms", "modality": "documented", "kind": "fact", "kernel": true, "const": false, "lineage": "fair pay: payment for completed work and the minimum wage", "date": "2025-05", "quote_ok": true, "checked_against": "saved text B1.txt (sha256 51f7f9c58f312f8c…), whitespace-normalised" }, "F10": { "source": "B1", "origin": "card", "locus": "Threshold 2.1 (p. 13)", "quote": "Nine platforms were awarded points in this threshold concerning measures to avoid unreasonable levels of competition between workers, overwork, and unpaid labour.", "claim": "threshold 2.1, measures against unreasonable competition, overwork and unpaid labour: nine platforms", "modality": "documented", "kind": "fact", "kernel": false, "const": false, "lineage": "fair conditions and contracts: risks, terms, clauses", "date": "2025-05", "quote_ok": true, "checked_against": "saved text B1.txt (sha256 51f7f9c58f312f8c…), whitespace-normalised" }, "F11": { "source": "B1", "origin": "card", "locus": "Threshold 3.1 ¶2 (p. 14)", "quote": "for the majority of platforms studied, we were unable to get evidence that their terms and conditions are free of wording that requires workers to waive their right to reasonable legal recourse against the platform, such as extensive limitations of the platforms’ liability or class action waivers.", "claim": "for most platforms no evidence that their terms are free of waivers of legal recourse (liability limits, class action waivers)", "modality": "documented", "kind": "fact", "kernel": false, "const": false, "lineage": "fair conditions and contracts: risks, terms, clauses", "date": "2025-05", "quote_ok": true, "checked_against": "saved text B1.txt (sha256 51f7f9c58f312f8c…), whitespace-normalised" }, "F12": { "source": "B1", "origin": "card", "locus": "Key findings, Fair Representation (p. 5)", "quote": "Six platforms (Appen, ComeUp, Creative Words, Elharefa, Translated and Upwork) were awarded a point for fair representation related to the recognition of and engagement with collective workers’ bodies. We were unable to award the second point (there is collective governance or bargaining) to any of the platforms evaluated this year.", "claim": "threshold 5.1 to six platforms; threshold 5.2, collective governance or bargaining, to none", "modality": "documented", "kind": "fact", "kernel": true, "const": false, "lineage": "fair representation: association recognised, no bargaining", "date": "2025-05", "quote_ok": true, "checked_against": "saved text B1.txt (sha256 51f7f9c58f312f8c…), whitespace-normalised" }, "F13": { "source": "B1", "origin": "card", "locus": "Threshold 5.1 ¶2 (p. 15)", "quote": "The growing number of platforms acknowledging freedom of association was a result of Fairwork’s engagement.", "claim": "the authors attribute the rise in platforms acknowledging freedom of association to Fairwork's engagement", "modality": "interpretation", "kind": "interpretation", "kernel": false, "const": false, "lineage": "fair representation: association recognised, no bargaining", "date": "2025-05", "quote_ok": true, "checked_against": "saved text B1.txt (sha256 51f7f9c58f312f8c…), whitespace-normalised" }, "F14": { "source": "B1", "origin": "card", "locus": "'Impact and next steps' (p. 30, left column)", "quote": "In this report, a record number of 56 changes were … implemented by eight platforms; the highest number … for a Fairwork report. … we estimate these … changes to affect over two million workers globally.", "claim": "56 changes implemented by eight platforms since the last report, a record, estimated to affect over two million workers", "modality": "documented", "kind": "fact", "kernel": true, "const": false, "lineage": "changes adopted through engagement", "date": "2025-05", "quote_ok": true, "checked_against": "saved text B1.txt (sha256 51f7f9c58f312f8c…), whitespace-normalised; multi-part quote joined by ' … ', each part checked" }, "F15": { "source": "B1", "origin": "card", "locus": "Methods ¶1 (p. 8, right column)", "quote": "The Fairwork project uses three approaches to … effectively measure the fairness of working conditions … at digital labour platforms: desk research, worker … interviews and surveys, and interviews with platform … management.", "claim": "the method: three approaches, desk research, worker interviews and surveys, and interviews with platform management", "modality": "stipulation", "kind": "definition", "kernel": false, "const": false, "lineage": "method: desk research, platform managers, worker surveys; scoring", "date": "2025-05", "quote_ok": true, "checked_against": "saved text B1.txt (sha256 51f7f9c58f312f8c…), whitespace-normalised; multi-part quote joined by ' … ', each part checked" }, "F16": { "source": "B1", "origin": "card", "locus": "'Putting it all together' (p. 10, left column)", "quote": "Final fairness scores were decided collectively by the … core Fairwork team and based on all three forms of … evidence. The scores were then peer-reviewed by three", "claim": "scores decided collectively by the core team on all three forms of evidence and peer-reviewed", "modality": "stipulation", "kind": "function", "kernel": false, "const": false, "lineage": "method: desk research, platform managers, worker surveys; scoring", "date": "2025-05", "quote_ok": true, "checked_against": "saved text B1.txt (sha256 51f7f9c58f312f8c…), whitespace-normalised; multi-part quote joined by ' … ', each part checked" }, "F17": { "source": "B1", "origin": "card", "locus": "'Platform manager evidence' (p. 9, left column)", "quote": "In cases where platform managers … do not agree to engage with Fairwork, scoring is limited … to evidence obtained through desk research and worker … surveys.", "claim": "where managers do not engage, scoring rests on desk research and worker surveys", "modality": "self-description", "kind": "fact", "kernel": false, "const": false, "lineage": "method: desk research, platform managers, worker surveys; scoring", "date": "2025-05", "quote_ok": true, "checked_against": "saved text B1.txt (sha256 51f7f9c58f312f8c…), whitespace-normalised; multi-part quote joined by ' … ', each part checked" }, "F18": { "source": "B1", "origin": "card", "locus": "'How we score' (p. 10, right column)", "quote": "Failing to achieve a point does not necessarily … mean that a platform does not comply with the principle … in question; it simply means that the research team did … not find any evidence and/or they were unable to prove … its compliance.", "claim": "the governing limit: a missing point is not a finding of non-compliance, only that no evidence was found or compliance could not be proved", "modality": "self-description", "kind": "definition", "kernel": true, "const": true, "lineage": "the stated limits: a missing point is no finding of non-compliance; the survey is not representative", "date": "2025-05", "quote_ok": true, "checked_against": "saved text B1.txt (sha256 51f7f9c58f312f8c…), whitespace-normalised; multi-part quote joined by ' … ', each part checked" }, "F19": { "source": "B1", "origin": "card", "locus": "'Worker surveys' (p. 9, right column)", "quote": "These surveys do not aim to build a representative set … of experiences but instead seek to understand the work … processes and how they are carried out and managed,", "claim": "the survey's limit: not a representative set, an inquiry into work processes and their management", "modality": "self-description", "kind": "definition", "kernel": true, "const": false, "lineage": "the stated limits: a missing point is no finding of non-compliance; the survey is not representative", "date": "2025-05", "quote_ok": true, "checked_against": "saved text B1.txt (sha256 51f7f9c58f312f8c…), whitespace-normalised; multi-part quote joined by ' … ', each part checked" }, "F20": { "source": "B1", "origin": "card", "locus": "'Worker surveys' (p. 9, left column)", "quote": "For this third report, we present data … collected between February 2024 and January 2025. … After cleaning the data, we were left with responses from 776 workers in 100 countries.", "claim": "the third report's survey: February 2024 to January 2025, 776 workers in 100 countries", "modality": "documented", "kind": "fact", "kernel": false, "const": false, "lineage": "the worker survey: payment, security, discrimination, priorities", "date": "2025-05", "quote_ok": true, "checked_against": "saved text B1.txt (sha256 51f7f9c58f312f8c…), whitespace-normalised; multi-part quote joined by ' … ', each part checked" }, "F21": { "source": "B1", "origin": "card", "locus": "Theme in Focus (p. 20, right column)", "quote": "Of the pool of survey respondents, 31.2% reported … experiencing non-payment situations and 38% reported … experiencing late-payment situations,", "claim": "31.2% of respondents reported non-payment and 38% late payment", "modality": "documented", "kind": "fact", "kernel": false, "const": false, "lineage": "the worker survey: payment, security, discrimination, priorities", "date": "2025-05", "quote_ok": true, "checked_against": "saved text B1.txt (sha256 51f7f9c58f312f8c…), whitespace-normalised; multi-part quote joined by ' … ', each part checked" }, "F22": { "source": "B1", "origin": "card", "locus": "Theme in Focus (p. 20, right column)", "quote": "Workers from the Global South also experience … discrimination and distrust when competing with … workers from other regions.", "claim": "Global South workers experience discrimination and distrust when competing with workers from other regions", "modality": "documented", "kind": "fact", "kernel": false, "const": false, "lineage": "the worker survey: payment, security, discrimination, priorities", "date": "2025-05", "quote_ok": true, "checked_against": "saved text B1.txt (sha256 51f7f9c58f312f8c…), whitespace-normalised; multi-part quote joined by ' … ', each part checked" }, "F23": { "source": "B1", "origin": "card", "locus": "Theme in Focus (p. 23, left column)", "quote": "Among the 448 respondents, the top priorities were: … receiving at least the local minimum wage (33.3%), … ensuring payment for all completed work (18.3%),", "claim": "asked which rights matter most, 448 respondents put the local minimum wage first (33.3%), payment for all completed work second (18.3%)", "modality": "documented", "kind": "fact", "kernel": false, "const": false, "lineage": "the worker survey: payment, security, discrimination, priorities", "date": "2025-05", "quote_ok": true, "checked_against": "saved text B1.txt (sha256 51f7f9c58f312f8c…), whitespace-normalised; multi-part quote joined by ' … ', each part checked" }, "F24": { "source": "B1", "origin": "card", "locus": "Introduction, 'Defining cloudwork' (p. 7)", "quote": "We call this category of location-specific platform work “geographically tethered work”. By contrast, work that can be performed remotely through a digital labour platform, we call cloudwork", "claim": "cloudwork defined against geographically tethered work: work performed remotely through a digital labour platform", "modality": "stipulation", "kind": "definition", "kernel": true, "const": true, "lineage": "cloudwork defined: platform work performed remotely", "date": "2025-05", "quote_ok": true, "checked_against": "saved text B1.txt (sha256 51f7f9c58f312f8c…), whitespace-normalised" }, "F25": { "source": "B1", "origin": "card", "locus": "Introduction (p. 7, right column)", "quote": "Some cloudwork platforms facilitate work, such as … data labelling and processing, AI training, and image … categorisation.", "claim": "microwork on cloudwork platforms includes data labelling and processing, AI training and image categorisation", "modality": "stipulation", "kind": "definition", "kernel": false, "const": false, "lineage": "cloudwork defined: platform work performed remotely", "date": "2025-05", "quote_ok": true, "checked_against": "saved text B1.txt (sha256 51f7f9c58f312f8c…), whitespace-normalised; multi-part quote joined by ' … ', each part checked" }, "F26": { "source": "B1", "origin": "card", "locus": "Introduction (p. 7, right column)", "quote": "an internet connection, and cloudworkers are generally … classified as self-employed or independent workers on … paid piece rates.", "claim": "cloudworkers are generally classified as self-employed or independent and paid piece rates", "modality": "documented", "kind": "fact", "kernel": false, "const": false, "lineage": "cloudwork defined: platform work performed remotely", "date": "2025-05", "quote_ok": true, "checked_against": "saved text B1.txt (sha256 51f7f9c58f312f8c…), whitespace-normalised; multi-part quote joined by ' … ', each part checked" }, "F27": { "source": "B1", "origin": "card", "locus": "Theme in Focus, 'Data work' (p. 21, left column)", "quote": "One growing and increasingly notable sector of … cloudwork is data services for artificial intelligence … development in international supply chains.", "claim": "a growing sector of cloudwork is data services for AI development in international supply chains", "modality": "documented", "kind": "fact", "kernel": true, "const": false, "lineage": "AI data work: the labour behind AI and its clients", "date": "2025-05", "quote_ok": true, "checked_against": "saved text B1.txt (sha256 51f7f9c58f312f8c…), whitespace-normalised; multi-part quote joined by ' … ', each part checked" }, "F28": { "source": "B1", "origin": "card", "locus": "Theme in Focus, 'Data work' (p. 21, left column)", "quote": "the clients requesting this work are the world’s leading … AI companies, such as Amazon, Google, Microsoft, and … Nvidia.", "claim": "the clients of AI data work include the leading AI companies, Amazon, Google, Microsoft and Nvidia", "modality": "documented", "kind": "fact", "kernel": false, "const": false, "lineage": "AI data work: the labour behind AI and its clients", "date": "2025-05", "quote_ok": true, "checked_against": "saved text B1.txt (sha256 51f7f9c58f312f8c…), whitespace-normalised; multi-part quote joined by ' … ', each part checked" }, "F29": { "source": "B1", "origin": "card", "locus": "Theme in Focus (p. 21, left column)", "quote": "Platform work … studies have highlighted how algorithmic management … accentuates opacity in decisions affecting workers.", "claim": "algorithmic management accentuates opacity in decisions affecting workers, as platform work studies have shown", "modality": "attributed", "kind": "interpretation", "kernel": false, "const": false, "lineage": "algorithmic management", "date": "2025-05", "quote_ok": true, "checked_against": "saved text B1.txt (sha256 51f7f9c58f312f8c…), whitespace-normalised; multi-part quote joined by ' … ', each part checked" }, "F30": { "source": "B1", "origin": "card", "locus": "Theme in Focus (p. 20, right column)", "quote": "of how governance initiatives adopted by platforms … themselves are insufficient in most cases to ensure basic … compensation rights to those workers.", "claim": "platforms' own governance initiatives are in most cases insufficient to ensure basic compensation rights", "modality": "interpretation", "kind": "interpretation", "kernel": false, "const": false, "lineage": "governance: internal rules insufficient, external regulation called for", "date": "2025-05", "quote_ok": true, "checked_against": "saved text B1.txt (sha256 51f7f9c58f312f8c…), whitespace-normalised; multi-part quote joined by ' … ', each part checked" }, "F31": { "source": "B1", "origin": "card", "locus": "Theme in Focus (p. 20, left column)", "quote": "score of 10 out of 10, but none of the assessed platforms … achieved this score this year. Only one platform has ever … achieved this score (once)—Creative Words in 2023.", "claim": "no platform scored 10 in 2025; only Creative Words ever has, once, in 2023", "modality": "documented", "kind": "fact", "kernel": false, "const": false, "lineage": "the 2025 scores: the league table", "date": "2025-05", "quote_ok": true, "checked_against": "saved text B1.txt (sha256 51f7f9c58f312f8c…), whitespace-normalised; multi-part quote joined by ' … ', each part checked" }, "F32": { "source": "B1", "origin": "card", "locus": "'The Fairwork Project' (p. 8, left column)", "quote": "The project is based at the Oxford Internet Institute, … University of Oxford in the United Kingdom, and at the … WZB Berlin Social Science Center in Germany, and … is financed by, among others, the German Federal … Ministry for Economic Cooperation and Development … (BMZ), commissioned by the Deutsche Gesellschaft für … Internationale Zusammenarbeit (GIZ).", "claim": "the operator: based at the OII (Oxford) and the WZB (Berlin), financed among others by the BMZ, commissioned by GIZ", "modality": "documented", "kind": "attribution", "kernel": true, "const": false, "lineage": "the operator, its funders and its origin", "date": "2025-05", "quote_ok": true, "checked_against": "saved text B1.txt (sha256 51f7f9c58f312f8c…), whitespace-normalised; multi-part quote joined by ' … ', each part checked" }, "F33": { "source": "B1", "origin": "card", "locus": "'The Fairwork Project' (p. 8, left column)", "quote": "The five principles were initially … developed in 2018 at a multi-stakeholder workshop at … the International Labour Organisation. … The cloudwork principles were … developed in 2020", "claim": "the five principles developed in 2018 at a multi-stakeholder workshop at the ILO; the cloudwork principles in 2020", "modality": "documented", "kind": "genealogy", "kernel": false, "const": false, "lineage": "the operator, its funders and its origin", "date": "2025-05", "quote_ok": true, "checked_against": "saved text B1.txt (sha256 51f7f9c58f312f8c…), whitespace-normalised; multi-part quote joined by ' … ', each part checked" }, "F34": { "source": "B1", "origin": "card", "locus": "'Certification' (p. 37, left column)", "quote": "In addition to the Pledge, Fairwork is encouraging … AI lead firms to embed Fairwork standards into their … supplier agreements and procurement policies, and … is offering a certification scheme.", "claim": "the report announces a certification scheme for AI lead firms, beside the Pledge", "modality": "documented", "kind": "fact", "kernel": false, "const": false, "lineage": "the AI supply chain certification (a separate strand)", "date": "2025-05", "quote_ok": true, "checked_against": "saved text B1.txt (sha256 51f7f9c58f312f8c…), whitespace-normalised; multi-part quote joined by ' … ', each part checked" }, "F35": { "source": "B1", "origin": "card", "locus": "Credits (p. 46, right column)", "quote": "Conflict of interest statement: None of … the researchers have any connection with any of the … platforms and the work undertaken received no funding … or support in kind from any platform or any other … company, and we declare that there is no conflict of … interest.", "claim": "the authors declare no connection with any platform, no platform funding and no conflict of interest", "modality": "self-description", "kind": "fact", "kernel": false, "const": false, "lineage": "the report's statements of its own standing: no conflict of interest, sections in common", "date": "2025-05", "quote_ok": true, "checked_against": "saved text B1.txt (sha256 51f7f9c58f312f8c…), whitespace-normalised; multi-part quote joined by ' … ', each part checked" }, "F36": { "source": "B1", "origin": "card", "locus": "Credits (p. 46)", "quote": "Please note that this report contains sections in common with other Fairwork reports, notably the Fairwork Framework, parts of the Impact and Pathway to Change section, and the Appendix.", "claim": "the report shares sections with other Fairwork reports (the framework, parts of the impact section, the appendix)", "modality": "self-description", "kind": "fact", "kernel": false, "const": false, "lineage": "the report's statements of its own standing: no conflict of interest, sections in common", "date": "2025-05", "quote_ok": true, "checked_against": "saved text B1.txt (sha256 51f7f9c58f312f8c…), whitespace-normalised" }, "F37": { "source": "B1", "origin": "card", "locus": "Appendix II, Platform comments, Scale/Remotasks (p. 43, left column)", "quote": "At Scale, we deeply value the global community of … these improvements, we believe the evaluation remains … overly subjective in key areas.", "claim": "Scale/Remotasks, in its comment, holds the evaluation overly subjective in key areas", "modality": "attributed", "kind": "interpretation", "kernel": false, "const": false, "lineage": "platform responses to the ratings", "date": "2025-05", "quote_ok": true, "checked_against": "saved text B1.txt (sha256 51f7f9c58f312f8c…), whitespace-normalised; multi-part quote joined by ' … ', each part checked" }, "F38": { "source": "B2", "origin": "card", "locus": "news item 'New Fairwork Cloudwork Rating' ¶1–2 (25.8.2022)", "quote": "The Fairwork Project has published a new report evaluating employment relationships on international cloudwork platforms. … One platform scored seven out of ten, one scored five, and one scored four. The other twelve platforms were unable to meet more than three of the ten thresholds.", "claim": "the 2022 report, at the WZB: 15 platforms, the top at seven of ten, twelve at three or fewer", "modality": "documented", "kind": "fact", "kernel": true, "const": false, "lineage": "earlier cloudwork reports: 2021, 2022, 2023", "date": "2022-08-25", "quote_ok": true, "checked_against": "saved text B2.txt (sha256 4984d49880d665bb…), whitespace-normalised; multi-part quote joined by ' … ', each part checked" }, "F39": { "source": "B2", "origin": "card", "locus": "news item ¶3", "quote": "Fairwork is a joint project of the WZB with the Oxford Internet Institute that investigates working conditions on online platforms and uses the results to monitor and benchmark the platforms.", "claim": "the WZB gives Fairwork as its joint project with the OII, monitoring and benchmarking platforms", "modality": "stipulation", "kind": "attribution", "kernel": false, "const": false, "lineage": "the operator, its funders and its origin", "date": "2022-08-25", "quote_ok": true, "checked_against": "saved text B2.txt (sha256 4984d49880d665bb…), whitespace-normalised" }, "F40": { "source": "B3", "origin": "card", "locus": "Research portal record, Abstract", "quote": "The Fairwork Cloudwork Report 2022 assesses and scores basic standards of fairness in working arrangements on 15 online remote digital labour platforms, according to our five Fairwork principles — pay, conditions, contracts, management, and representation.", "claim": "the 2022 report's abstract: 15 online remote platforms scored against the five principles", "modality": "stipulation", "kind": "definition", "kernel": true, "const": false, "lineage": "earlier cloudwork reports: 2021, 2022, 2023", "date": "2022", "quote_ok": true, "checked_against": "saved text B3.txt (sha256 92d8199d0b634ef1…), whitespace-normalised" }, "F41": { "source": "B3", "origin": "card", "locus": "Research portal record, title and authors", "quote": "Fairwork Cloudwork Ratings 2022: Work in the Plenatary Labour Market … Kelle Howson … Mark Graham … Number of pages … 34", "claim": "King's College London's portal lists the 2022 report under the title 'Work in the Plenatary Labour Market', twelve authors from Kelle Howson to Mark Graham, 34 pages", "modality": "documented", "kind": "attribution", "kernel": false, "const": false, "lineage": "earlier cloudwork reports: 2021, 2022, 2023", "date": "2022", "quote_ok": true, "checked_against": "saved text B3.txt (sha256 92d8199d0b634ef1…), whitespace-normalised; multi-part quote joined by ' … ', each part checked" }, "F42": { "source": "B4", "origin": "card", "locus": "Cloudwork ratings page, 2025 score list", "quote": "ComeUp 8 Elharefa 8 Translated 8 Terawork 7 Prolific 5", "claim": "the operator's cloudwork page lists the 2025 scores with Terawork the only platform at 7 (Creative Words is not in its list)", "modality": "documented", "kind": "fact", "kernel": true, "const": false, "lineage": "the 2025 scores: the league table", "date": "undated page (fetched 2026-10-29)", "quote_ok": true, "checked_against": "saved text B4.txt (sha256 431786027807d3e3…), whitespace-normalised", "mark": "internally_inconsistent", "mark_note": "internally_inconsistent across the operator's pages: the cloudwork page's 2025 list omits Creative Words, which the report scores 7 (F6); the page has one platform at 7 and fifteen rows" }, "F43": { "source": "B4", "origin": "card", "locus": "Cloudwork ratings page, report text", "quote": "The Fairwork Cloudwork Ratings 2023 assesses and scores basic standards of fairness in working arrangements on 15 web-based digital labour platforms according to the five Fairwork principles: fair pay, conditions, contracts, management, and representation.", "claim": "the page's text is the 2023 report's: 15 web-based platforms scored against the five principles", "modality": "stipulation", "kind": "definition", "kernel": false, "const": false, "lineage": "earlier cloudwork reports: 2021, 2022, 2023", "date": "2023-07 (the 2023 report; page undated)", "quote_ok": true, "checked_against": "saved text B4.txt (sha256 431786027807d3e3…), whitespace-normalised" }, "F44": { "source": "B4", "origin": "card", "locus": "Cloudwork ratings page, report text ¶3", "quote": "However, some platforms have chosen to incorporate standards of fairness into their design and operations—including as a result of engagement with Fairwork researchers.", "claim": "some platforms have incorporated standards of fairness, in part as a result of engagement with Fairwork researchers (2023)", "modality": "interpretation", "kind": "interpretation", "kernel": false, "const": false, "lineage": "changes adopted through engagement", "date": "2023-07", "quote_ok": true, "checked_against": "saved text B4.txt (sha256 431786027807d3e3…), whitespace-normalised" }, "F45": { "source": "B5", "origin": "card", "locus": "video card title (YouTube · Fairwork, 01:31:20)", "quote": "Report Launch: Fairwork Cloudwork Ratings 2023", "claim": "Fairwork's recorded launch of the 2023 cloudwork ratings (title only)", "modality": "documented", "kind": "fact", "kernel": true, "const": false, "lineage": "earlier cloudwork reports: 2021, 2022, 2023", "date": "2023 (title)", "quote_ok": true, "checked_against": "the card's title (the card has no snippet; the video was unreachable)" }, "F46": { "source": "B7", "origin": "card", "locus": "video card title (YouTube · Fairwork, 2:20)", "quote": "How fair are freelance and remote work platforms?", "claim": "Fairwork's short video on the fairness of freelance and remote work platforms (title only)", "modality": "documented", "kind": "fact", "kernel": true, "const": false, "lineage": "what it is: rating cloudwork platforms against five principles of fair work", "date": "undated (title)", "quote_ok": true, "checked_against": "the card's title (the card has no snippet; the video was unreachable)" }, "F47": { "source": "B6", "origin": "card", "locus": "news item ¶1 (2025-05-22)", "quote": "The Fairwork Cloudwork Ratings 2025, assesses 16 of the world’s most widely used cloudwork platforms on five core principles: fair pay, conditions, contracts, management, and representation.", "claim": "the trade press gives the 2025 ratings as an assessment of 16 widely used platforms on five core principles", "modality": "attributed", "kind": "definition", "kernel": true, "const": false, "lineage": "what it is: rating cloudwork platforms against five principles of fair work", "date": "2025-05-22", "quote_ok": true, "checked_against": "saved text B6.txt (sha256 71d612ef2083744d…), whitespace-normalised" }, "F48": { "source": "B6", "origin": "card", "locus": "news item ¶2", "quote": "Online gig economy work, also known as cloudwork, typically involves remote, task-based jobs like data labelling, transcription, software development, and design. Many of these tasks are fundamental for developing AI systems", "claim": "cloudwork as online gig work, many of its tasks fundamental for developing AI systems", "modality": "attributed", "kind": "definition", "kernel": false, "const": false, "lineage": "AI data work: the labour behind AI and its clients", "date": "2025-05-22", "quote_ok": true, "checked_against": "saved text B6.txt (sha256 71d612ef2083744d…), whitespace-normalised" }, "F49": { "source": "B6", "origin": "card", "locus": "news item ¶3", "quote": "Only 4 out of 16 platforms (25 per cent) could show that workers consistently earn at least the local minimum wage after costs.", "claim": "four of 16 platforms showed that workers earn at least the local minimum wage after costs", "modality": "attributed", "kind": "fact", "kernel": false, "const": false, "lineage": "fair pay: payment for completed work and the minimum wage", "date": "2025-05-22", "quote_ok": true, "checked_against": "saved text B6.txt (sha256 71d612ef2083744d…), whitespace-normalised" }, "F50": { "source": "B6", "origin": "card", "locus": "news item ¶5", "quote": "Over half of platforms include contract clauses that actively weaken workers’ rights such as vague job descriptions, blanket liability clauses, and with lack of transparency.", "claim": "over half the platforms carry contract clauses that weaken workers' rights (vague job descriptions, blanket liability clauses)", "modality": "attributed", "kind": "fact", "kernel": false, "const": false, "lineage": "fair conditions and contracts: risks, terms, clauses", "date": "2025-05-22", "quote_ok": true, "checked_against": "saved text B6.txt (sha256 71d612ef2083744d…), whitespace-normalised" }, "F51": { "source": "B6", "origin": "card", "locus": "news item ¶6–7", "quote": "while 6 platforms (38 per cent) now formally recognise the right to organise – up from just 2 last year – some allow collective bargaining or shared governance but none could show they are actively engaging in these processes. … only 7 out of 16 have policies to guard against health and safety risks such as burnout or back pain.", "claim": "six platforms now formally recognise the right to organise, up from two, none actively bargaining; seven of 16 guard against risks such as burnout or back pain", "modality": "attributed", "kind": "fact", "kernel": false, "const": false, "lineage": "fair representation: association recognised, no bargaining", "date": "2025-05-22", "quote_ok": true, "checked_against": "saved text B6.txt (sha256 71d612ef2083744d…), whitespace-normalised; multi-part quote joined by ' … ', each part checked" }, "F52": { "source": "B6", "origin": "card", "locus": "news item ¶8", "quote": "Through direct engagement, Fairwork has helped eight platforms make 56 changes since 2023, from updating contracts to improving dispute resolution and pay transparency. These changes could benefit as many as two million workers.", "claim": "the trade press reports the 56 changes as made through Fairwork's direct engagement, benefiting up to two million workers", "modality": "attributed", "kind": "fact", "kernel": false, "const": false, "lineage": "changes adopted through engagement", "date": "2025-05-22", "quote_ok": true, "checked_against": "saved text B6.txt (sha256 71d612ef2083744d…), whitespace-normalised" }, "F53": { "source": "B6", "origin": "card", "locus": "news item ¶10 (Valente)", "quote": "Voluntary improvements have happened but have proved insufficient and will never be enough.", "claim": "the report's co-lead: voluntary improvements are insufficient and will never be enough", "modality": "attributed", "kind": "interpretation", "kernel": false, "const": false, "lineage": "governance: internal rules insufficient, external regulation called for", "date": "2025-05-22", "quote_ok": true, "checked_against": "saved text B6.txt (sha256 71d612ef2083744d…), whitespace-normalised" }, "F54": { "source": "B8", "origin": "card", "locus": "fair.work home, hero", "quote": "Fairwork independently certifies the firms that commission this work, based on evidence including the voices of the workers themselves.", "claim": "Fairwork's certification: it certifies the firms that commission AI data work, on evidence including workers' voices", "modality": "stipulation", "kind": "definition", "kernel": true, "const": false, "lineage": "the AI supply chain certification (a separate strand)", "date": "undated page (fetched 2026-10-29)", "quote_ok": true, "checked_against": "saved text B8.txt (sha256 85f1e6f7fcbd7dea…), whitespace-normalised" }, "F55": { "source": "B8", "origin": "card", "locus": "fair.work home, hero", "quote": "A non-profit spun out of the Oxford Internet Institute (OII) & Berlin Social Science Center (WZB).", "claim": "the certification site gives Fairwork as a non-profit spun out of the OII and the WZB", "modality": "stipulation", "kind": "attribution", "kernel": false, "const": false, "lineage": "the operator, its funders and its origin", "date": "undated page (fetched 2026-10-29)", "quote_ok": true, "checked_against": "saved text B8.txt (sha256 85f1e6f7fcbd7dea…), whitespace-normalised" }, "F56": { "source": "B8", "origin": "card", "locus": "fair.work home, 'Five principles', 01", "quote": "Fair Pay … Workers earn at least the local living wage after work-related costs.", "claim": "the certification's Fair Pay principle: at least the local living wage after work-related costs", "modality": "stipulation", "kind": "definition", "kernel": false, "const": false, "lineage": "the AI supply chain certification (a separate strand)", "date": "undated page (fetched 2026-10-29)", "quote_ok": true, "checked_against": "saved text B8.txt (sha256 85f1e6f7fcbd7dea…), whitespace-normalised; multi-part quote joined by ' … ', each part checked" }, "F57": { "source": "B9", "origin": "own_page", "locus": "Fairwork AI, 'Understanding the Labour Behind AI' ¶1", "quote": "There is nothing “artificial” about the immense amount of human labour that builds, supports, and maintains AI systems.", "claim": "Fairwork AI's premise: AI systems are built, supported and maintained by an immense amount of human labour", "modality": "stipulation", "kind": "definition", "kernel": true, "const": false, "lineage": "AI data work: the labour behind AI and its clients", "date": "undated page (read 2026-10-29)", "quote_ok": true, "checked_against": "saved text B9.txt (sha256 01bdd320b1fb3a78…), whitespace-normalised" }, "F58": { "source": "B10", "origin": "own_page", "locus": "home, 'Cloudwork'", "quote": "This includes small tasks like filling in surveys and training AI systems, to freelance services like translation, web development or design. We rate the working conditions on major cloudwork platforms in line with five principles of fair online work .", "claim": "the home page's cloudwork strand: tasks from surveys and AI training to freelance services, rated against five principles", "modality": "stipulation", "kind": "definition", "kernel": true, "const": false, "lineage": "cloudwork defined: platform work performed remotely", "date": "undated page (read 2026-10-29)", "quote_ok": true, "checked_against": "saved text B10.txt (sha256 bd3df05c86111afa…), whitespace-normalised" }, "F59": { "source": "B10", "origin": "own_page", "locus": "home, search tool note", "quote": "They are given a chance to respond and provide evidence, earning points only if they meet the criteria for each principle.", "claim": "companies are given a chance to respond and provide evidence and earn points only on meeting each principle's criteria", "modality": "stipulation", "kind": "function", "kernel": false, "const": false, "lineage": "method: desk research, platform managers, worker surveys; scoring", "date": "undated page (read 2026-10-29)", "quote_ok": true, "checked_against": "saved text B10.txt (sha256 bd3df05c86111afa…), whitespace-normalised" }, "F60": { "source": "B10", "origin": "own_page", "locus": "home, 'Fairwork Principles', Fair Representation", "quote": "Platforms should provide a documented process through which worker voice can be expressed. Workers have the right to organise in collective bodies, and platforms should be prepared to cooperate and negotiate with them.", "claim": "the Fair Representation principle: a documented process for worker voice; the right to organise; platforms prepared to negotiate", "modality": "stipulation", "kind": "definition", "kernel": false, "const": false, "lineage": "fair representation: association recognised, no bargaining", "date": "undated page (read 2026-10-29)", "quote_ok": true, "checked_against": "saved text B10.txt (sha256 bd3df05c86111afa…), whitespace-normalised" }, "F61": { "source": "B10", "origin": "own_page", "locus": "home, 'Location-based platform work' and 'Artificial intelligence (AI)'", "quote": "We have produced national rankings in 38 countries across 5 continents. … Fairwork has developed a set of principles to guide the fair use of AI systems in the workplace.", "claim": "Fairwork's other strands: national location-based rankings in 38 countries; principles for the fair use of AI in the workplace", "modality": "documented", "kind": "fact", "kernel": false, "const": false, "lineage": "Fairwork's other strands: location-based ratings, workplace AI principles", "date": "undated page (read 2026-10-29)", "quote_ok": true, "checked_against": "saved text B10.txt (sha256 bd3df05c86111afa…), whitespace-normalised; multi-part quote joined by ' … ', each part checked" }, "F62": { "source": "B11", "origin": "wikipedia", "locus": "Wikipedia: titles 'Fairwork Cloudwork Ratings' and 'Fairwork'; article-space search", "quote": "HTTP 404 … Wikipedia does not have an article with this exact name. … There were no results matching the query.", "claim": "Wikipedia has no article on the Fairwork Cloudwork Ratings or on Fairwork; a search for 'Fairwork Cloudwork' in article space returns nothing", "modality": "documented", "kind": "fact", "kernel": true, "const": false, "lineage": "reception: the encyclopedia", "date": "2026-10-29 (as fetched)", "quote_ok": true, "checked_against": "saved text B11.txt (sha256 b483e7452d17a86a…), whitespace-normalised; multi-part quote joined by ' … ', each part checked" }, "F63": { "source": "B1", "origin": "card", "locus": "'Desk research' (p. 9, left column)", "quote": "While we have not included every prominent … cloudwork platform in this second cloudwork league … table, we intend to expand our selection further in the", "claim": "the report's desk-research section calls its table 'this second cloudwork league table' (its survey section calls the report 'this third report')", "modality": "documented", "kind": "fact", "kernel": false, "const": false, "lineage": "earlier cloudwork reports: 2021, 2022, 2023", "date": "2025-05", "quote_ok": true, "checked_against": "saved text B1.txt (sha256 51f7f9c58f312f8c…), whitespace-normalised; multi-part quote joined by ' … ', each part checked", "mark": "internally_inconsistent", "mark_note": "internally_inconsistent (§4.3): 'this second cloudwork league table' (desk research) against 'this third report' (worker surveys, F20); the operator's page carries four editions (F64)" }, "F64": { "source": "B4", "origin": "card", "locus": "Cloudwork ratings page, edition tabs", "quote": "Cloudwork 2025 2023 2022 2021", "claim": "the operator's cloudwork page carries four editions of the ratings: 2025, 2023, 2022, 2021", "modality": "documented", "kind": "fact", "kernel": false, "const": false, "lineage": "earlier cloudwork reports: 2021, 2022, 2023", "date": "undated page (fetched 2026-10-29)", "quote_ok": true, "checked_against": "saved text B4.txt (sha256 431786027807d3e3…), whitespace-normalised" } }, "field_sources": { "B1": "University of Oxford — Fairwork Cloudwork Ratings 2025", "B2": "Wissenschaftszentrum Berlin für Sozialforschung | WZB — New Fairwork Cloudwork Rating | WZB", "B3": "King's College London — Fairwork Cloudwork Ratings 2022: Work in the Plenatary Labour Market - King's College London", "B4": "University of Oxford — Cloudwork - Fairwork - University of Oxford", "B5": "YouTube·Fairwork — Report Launch: Fairwork Cloudwork Ratings 2023", "B6": "The Global Recruiter — Cloudwork fails to meet standards", "B7": "YouTube·Fairwork — How fair are freelance and remote work platforms?", "B8": "fair.work — Fairwork Certification | Independent certification for the labour behind AI", "B9": "Fairwork — Fairwork AI", "B10": "Fairwork — home page", "B11": "Wikipedia — Fairwork Cloudwork Ratings (no article)" }, "delta": { "T_vs_LB": "At 'Fairwork Cloudwork Ratings' (T1, eight cards: B1–B8, B5 and B7 videos unreachable, titles only; 244 words) the composition gives the programme by its publisher and its five principles. Composed from its cards: the definition at the report's and the trade press's grain (B1 F1, B6 F47: an evaluation of cloudwork platforms against five principles; B1 F2 'rates individual platforms'), cloudwork as online remote platform work (B1 F24), the 2025 assessment of 16 platforms (B1 F1; B6 F47), the operator as 'spun out of the Oxford Internet Institute and the Berlin Social Science Center WZB' (B8 F55, the certification site's own words, 'A non-profit spun out of the Oxford Internet Institute (OII) & Berlin Social Science Center (WZB)', with B1 F32's 'based at' coarsened), the general verdict (B4 F43, the 2023 text: 'most cloudwork platforms are not meeting minimum standards'), the 'formal recognition of the right to organize' (B6 F51, six up from two; B1 F12), the Global South (B1 F22: 'discrimination and distrust'). Substituted reading: the principles are composed with the trade press's findings about platforms as their content. B6 reports that only four of 16 show the local minimum wage 'after costs' (F49), that over half carry 'vague job descriptions, blanket liability clauses' (F50), that only seven guard against 'burnout or back pain' (F51); T composes Fair Pay as a wage 'proportional to local or national minimum standards after costs', Fair Conditions as protection from 'burnout, back pain', Fair Contracts as terms 'without blanket liability clauses or vague job descriptions'. Findings of absence become definitions of the standard. Limit dropped: the authors' governing limit, that a missing point is not a finding of non-compliance (B1 F18), and the survey limit (B1 F19): neither is composed, and 'struggle to meet basic fairness standards' stands at the force of the 2023 page (F43) and the trade press without them (the capture finds the same: CAP-1-06). Available, not composed: the scores themselves (B1 F4, F6, F7; B4 F42), the threshold counts (F8, F9, F10), the second representation point awarded to none (F12, in part), the 56 changes and their cause (F13, F14, F52, F44; CAP-1-05: 'without its cause'), no platform at 10 (F31), the survey and its findings (F20, F21, F23), the method (F15–F17), AI data work and its clients (B1 F27, F28; B6 F48): T names no AI at all, though the report's title names 'AI Supply Chain Governance' and card 8 is Fairwork's certification of 'the human labour behind AI' (F54), from which T takes only the operator's origin; the goal (F3; the registry's PER reading: purpose absent, CAP-1-12); piece rates (F26); the editions (B2, B3, B4, B5: F38, F40, F41, F45, F64). Outside the cards: 'digital hazards'; 'grievance channels'; 'lower effective compensation relative to local costs of living' and 'higher rates of unaddressed discrimination' (no field source gives a rate; force raised against F22's 'discrimination and distrust'). T1-8's 'based on concrete evidence provided for each threshold' stands at the grain of B1's scoring rule ('Points are only awarded if clear evidence exists for each threshold examined'), a sentence of the report not ledgered as a claim. Composed without attribution: everything, at the coarse grain of a programme description (recorded, not a breach), except the principles' wording, composed at the trade press's resolution from its findings (recorded as substituted reading). Content replaced by use: the pointer to 'platform scorecards' (T1-11) and the closer offering 'a specific platform's score' (T1-12), the scores the body does not give (CAP-1-04).", "T_vs_LB_reading": "v0.9 §0.5: the first diff is ontological. T and the field agree on the entity (Fairwork's ratings of cloudwork platforms against five principles). T composes the standard and leaves out its application: the platforms, the scores, the counts and the limit that keeps a missing point from a verdict. It also leaves out the labour object the report's title and two of its own cards name, AI data work. What the field records as findings about platforms (wages after costs, liability clauses, burnout) T composes as the definition of the principles.", "LB_vs_LBA": "Admission adds, in one claim space with the field's: the census's question and its answer for the entity (LV-01, LV-03, LV-04; who supplies, who directs, who gains: LV-07, LV-08, LV-09), the census's reading of the ratings as scoring the intermediary that directs cloudwork, thresholds 1.1 and 2.1 the report's own measures of unpaid labour (LV-26), what this evidence can and cannot settle (LV-24, LV-25, LV-37, LV-38), the record's negative tags (LV-30–LV-33) and its fields restating the report (LV-02, LV-05, LV-06, LV-10–LV-23, LV-27–LV-29, LV-34–LV-36), the record's 'third report' held against the four editions the field shows (LV-28 against F64, F38, F40) and its 'based at' against fair.work's 'spun out of' (LV-34 against F55); on the class of AI data work, which the field names (F27, F28, F48, F57), the archive's readings: semantic labor at bodily cost (O18-01), extraction and material non-compensation (O623-01), ground-truth labor against variance-generative labor, scaled and badly paid (O163-01, O163-02), annotators as bearing-cost sources whose concealment marks extraction (O533-01), the hidden-labour literature stopping short of the provenance of meaning (O144-01), and the semantic proletariat derived through, and not identical with, annotators and gig workers (O1545-01, O1545-02); and the Capture Registry's account of the composition at the name (CAP-1-01–CAP-1-12). Not surfaced: every archive source; no card cites the census record (CAP-1-11).", "alignment": { "T1_cards_claims": [ "F1", "F2", "F3", "F4", "F5", "F6", "F7", "F8", "F9", "F10", "F11", "F12", "F13", "F14", "F15", "F16", "F17", "F18", "F19", "F20", "F21", "F22", "F23", "F24", "F25", "F26", "F27", "F28", "F29", "F30", "F31", "F32", "F33", "F34", "F35", "F36", "F37", "F38", "F39", "F40", "F41", "F42", "F43", "F44", "F45", "F46", "F47", "F48", "F49", "F50", "F51", "F52", "F53", "F54", "F55", "F56", "F63", "F64" ], "T1_composed": [ "F1", "F2", "F24", "F47", "F55", "F32", "F49", "F51", "F50", "F12", "F43", "F22" ], "T1_outside_cards": [ "'digital hazards' (no field source)", "'grievance channels' (no field source)", "'lower effective compensation relative to local costs of living' (no field source)", "'higher rates of unaddressed discrimination' (no field source gives a rate)" ], "rule": "a field claim counts as composed when T states it at its source's grain or coarser; the typology of what is not is in T_vs_LB (§6.2)" } }, "kernel": [ { "K": "K1", "claim": "`LV-02`", "source": "Labor Vector census record, 2026-10-29", "M_src": "stipulation", "sense": "what it is: rating cloudwork platforms against five principles of fair work", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "none (one lineage with F1, F2, F3, F46, the record restating the field)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K2", "claim": "`LV-05`", "source": "Labor Vector census record, 2026-10-29", "M_src": "stipulation", "sense": "what it is: rating cloudwork platforms against five principles of fair work", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "none (one lineage with F1, F2, F3, F46, the record restating the field)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K3", "claim": "`LV-01`", "source": "Labor Vector census record, 2026-10-29", "M_src": "stipulation", "sense": "what the record's schema asks: who supplies, who directs, who gains", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "missing distinction (the field has no claim on the point: the census's question)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K4", "claim": "`LV-03`", "source": "Labor Vector census record, 2026-10-29", "M_src": "interpretation", "sense": "what the record's schema asks: who supplies, who directs, who gains", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "missing distinction (the field states no intersection)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K5", "claim": "`LV-04`", "source": "Labor Vector census record, 2026-10-29", "M_src": "stipulation", "sense": "what this evidence can and cannot settle", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "none (the field's own method, F15, in the census's kinds)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K6", "claim": "`LV-06`", "source": "Labor Vector census record, 2026-10-29", "M_src": "stipulation", "sense": "cloudwork defined: platform work performed remotely", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "none (one lineage with F24, F25, F26, F58, the record restating the field)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K7", "claim": "`LV-07`", "source": "Labor Vector census record, 2026-10-29", "M_src": "documented", "sense": "direction: who supplies the labor, who directs it, who gains", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "missing distinction (the field has no claim on the point)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K8", "claim": "`LV-08`", "source": "Labor Vector census record, 2026-10-29", "M_src": "interpretation", "sense": "direction: who supplies the labor, who directs it, who gains", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "missing distinction (the field does not state who directs the labour as a role)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K9", "claim": "`O18-01`", "source": "#18", "M_src": "interpretation", "sense": "AI data work as semantic labor, its cost borne by bodies", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "missing distinction (the field has no claim on the point)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K10", "claim": "`O623-01`", "source": "#623", "M_src": "interpretation", "sense": "the labor of data workers extracted, its non-compensation material", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "missing distinction (the field has no claim on the point)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K11", "claim": "`O163-01`", "source": "#163", "M_src": "stipulation", "sense": "ghost work as ground-truth labor, against variance-generative labor", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "missing distinction (the field has no claim on the point)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K12", "claim": "`O163-02`", "source": "#163", "M_src": "interpretation", "sense": "ghost work as ground-truth labor, against variance-generative labor", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "missing distinction (the field has no claim on the point)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K13", "claim": "`O533-01`", "source": "#533", "M_src": "interpretation", "sense": "annotators as bearing-cost sources; concealed bearing-cost marks extraction", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "missing distinction (the field has no claim on the point)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K14", "claim": "`O144-01`", "source": "#144", "M_src": "interpretation", "sense": "where the ghost-work literature stops: task-labor, not the provenance of meaning", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "missing distinction (the field has no claim on the point)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K15", "claim": "`O1545-02`", "source": "#1545", "M_src": "interpretation", "sense": "annotators and moderators in the semantic proletariat's derivation, the class not identical with them", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "missing distinction (the field has no claim on the point)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K16", "claim": "`O1545-01`", "source": "#1545", "M_src": "stipulation", "sense": "annotators and moderators in the semantic proletariat's derivation, the class not identical with them", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "missing distinction (the field has no claim on the point)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K17", "claim": "`LV-20`", "source": "Labor Vector census record, 2026-10-29", "M_src": "self-description", "sense": "method: desk research, platform managers, worker surveys; scoring", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "none (one lineage with F15, F16, F17, F59, the record restating the field)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K18", "claim": "`LV-10`", "source": "Labor Vector census record, 2026-10-29", "M_src": "stipulation", "sense": "method: desk research, platform managers, worker surveys; scoring", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "none (one lineage with F15, F16, F17, F59, the record restating the field)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K19", "claim": "`LV-27`", "source": "Labor Vector census record, 2026-10-29", "M_src": "documented", "sense": "method: desk research, platform managers, worker surveys; scoring", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "none (one lineage with F15, F16, F17, F59, the record restating the field)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K20", "claim": "`LV-11`", "source": "Labor Vector census record, 2026-10-29", "M_src": "documented", "sense": "the worker survey: payment, security, discrimination, priorities", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "none (one lineage with F20, F21, F22, F23, the record restating the field)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K21", "claim": "`LV-12`", "source": "Labor Vector census record, 2026-10-29", "M_src": "documented", "sense": "the worker survey: payment, security, discrimination, priorities", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "none (one lineage with F20, F21, F22, F23, the record restating the field)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K22", "claim": "`LV-19`", "source": "Labor Vector census record, 2026-10-29", "M_src": "self-description", "sense": "the stated limits: a missing point is no finding of non-compliance; the survey is not representative", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "none (one lineage with F18, F19, the record restating the field)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K23", "claim": "`LV-31`", "source": "Labor Vector census record, 2026-10-29", "M_src": "stipulation", "sense": "what the ratings are not: the record's negative tags", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "missing distinction (the field has no claim on the point)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K24", "claim": "`LV-18`", "source": "Labor Vector census record, 2026-10-29", "M_src": "self-description", "sense": "the stated limits: a missing point is no finding of non-compliance; the survey is not representative", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "none (one lineage with F18, F19, the record restating the field)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K25", "claim": "`LV-30`", "source": "Labor Vector census record, 2026-10-29", "M_src": "stipulation", "sense": "what the ratings are not: the record's negative tags", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "missing distinction (the field has no claim on the point)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K26", "claim": "`LV-13`", "source": "Labor Vector census record, 2026-10-29", "M_src": "documented", "sense": "the 2025 scores: the league table", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "none (one lineage with F4, F5, F6, F7, the record restating the field)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K27", "claim": "`LV-35`", "source": "Labor Vector census record, 2026-10-29", "M_src": "documented", "sense": "the 2025 scores: the league table", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "none (one lineage with F4, F5, F6, F7, the record restating the field)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K28", "claim": "`LV-23`", "source": "Labor Vector census record, 2026-10-29", "M_src": "documented", "sense": "the 2025 scores: the league table", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "qualified claim: F5 (the executive summary's nine)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K29", "claim": "`LV-14`", "source": "Labor Vector census record, 2026-10-29", "M_src": "documented", "sense": "fair pay: payment for completed work and the minimum wage", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "none (one lineage with F8, F9, F49, the record restating the field)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K30", "claim": "`LV-15`", "source": "Labor Vector census record, 2026-10-29", "M_src": "documented", "sense": "fair representation: association recognised, no bargaining", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "none (one lineage with F12, F13, F51, F60, the record restating the field)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K31", "claim": "`LV-26`", "source": "Labor Vector census record, 2026-10-29", "M_src": "interpretation", "sense": "the archive's reading: the ratings score the intermediary that directs cloudwork", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "missing distinction (the field states no intersection with Labor Vector's instruments)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K32", "claim": "`LV-16`", "source": "Labor Vector census record, 2026-10-29", "M_src": "documented", "sense": "changes adopted through engagement", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "none (one lineage with F14, F44, F52, the record restating the field)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K33", "claim": "`CAP-1-03`", "source": "Capture Registry, 2026-10-29", "M_src": "documented", "sense": "the worker survey: payment, security, discrimination, priorities", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "none (one lineage with F22)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K34", "claim": "`LV-17`", "source": "Labor Vector census record, 2026-10-29", "M_src": "documented", "sense": "the worker survey: payment, security, discrimination, priorities", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "none (one lineage with F20, F21, F22, F23, the record restating the field)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K35", "claim": "`LV-24`", "source": "Labor Vector census record, 2026-10-29", "M_src": "interpretation", "sense": "what this evidence can and cannot settle", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "qualified claim: F43 (the 2023 page: most platforms not meeting minimum standards)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K36", "claim": "`LV-25`", "source": "Labor Vector census record, 2026-10-29", "M_src": "interpretation", "sense": "what this evidence can and cannot settle", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "qualified claim: F43, F49 (platforms said to fail standards or wages, where a missing point is no finding of non-compliance, F18)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K37", "claim": "`LV-09`", "source": "Labor Vector census record, 2026-10-29", "M_src": "interpretation", "sense": "direction: who supplies the labor, who directs it, who gains", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "missing distinction (the field records thresholds, not gains)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K38", "claim": "`LV-38`", "source": "Labor Vector census record, 2026-10-29", "M_src": "interpretation", "sense": "direction: who supplies the labor, who directs it, who gains", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "missing distinction (the field measures no distribution of gains)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K39", "claim": "`LV-37`", "source": "Labor Vector census record, 2026-10-29", "M_src": "interpretation", "sense": "AI data work: the labour behind AI and its clients", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "missing distinction (the field holds no industry-scale measure)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K40", "claim": "`LV-34`", "source": "Labor Vector census record, 2026-10-29", "M_src": "documented", "sense": "the operator, its funders and its origin", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "rival claim: F55 (fair.work: a non-profit spun out of the OII and the WZB)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K41", "claim": "`LV-29`", "source": "Labor Vector census record, 2026-10-29", "M_src": "documented", "sense": "the operator, its funders and its origin", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "none (one lineage with F32, F33, F39, F55, the record restating the field)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K42", "claim": "`LV-28`", "source": "Labor Vector census record, 2026-10-29", "M_src": "documented", "sense": "earlier cloudwork reports: 2021, 2022, 2023", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "rival claim: F64, F38, F40 (four editions, a 2022 report the record does not name)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K43", "claim": "`LV-32`", "source": "Labor Vector census record, 2026-10-29", "M_src": "stipulation", "sense": "what the ratings are not: the record's negative tags", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "missing distinction (the field has no claim on the point)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K44", "claim": "`LV-33`", "source": "Labor Vector census record, 2026-10-29", "M_src": "stipulation", "sense": "what the ratings are not: the record's negative tags", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "missing distinction (the field has no claim on the point)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K45", "claim": "`LV-21`", "source": "Labor Vector census record, 2026-10-29", "M_src": "self-description", "sense": "the report's statements of its own standing: no conflict of interest, sections in common", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "none (one lineage with F35, F36, the record restating the field)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K46", "claim": "`LV-22`", "source": "Labor Vector census record, 2026-10-29", "M_src": "attributed", "sense": "platform responses to the ratings", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "none (one lineage with F37, the record restating the field)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K47", "claim": "`CAP-1-01`", "source": "Capture Registry, 2026-10-29", "M_src": "interpretation", "sense": "the composition at the name: the standard kept, the platforms dropped", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "missing distinction", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K48", "claim": "`CAP-1-02`", "source": "Capture Registry, 2026-10-29", "M_src": "interpretation", "sense": "the operator, its funders and its origin", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "rival claim: F55 (the certification site's own words, 'spun out of', on card 8)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K49", "claim": "`CAP-1-08`", "source": "Capture Registry, 2026-10-29", "M_src": "interpretation", "sense": "the composition at the name: the standard kept, the platforms dropped", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "missing distinction", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K50", "claim": "`CAP-1-04`", "source": "Capture Registry, 2026-10-29", "M_src": "interpretation", "sense": "the composition at the name: the standard kept, the platforms dropped", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "missing distinction (the field has no claim on the composition)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K51", "claim": "`CAP-1-09`", "source": "Capture Registry, 2026-10-29", "M_src": "interpretation", "sense": "the composition at the name: the standard kept, the platforms dropped", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "missing distinction", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K52", "claim": "`CAP-1-10`", "source": "Capture Registry, 2026-10-29", "M_src": "interpretation", "sense": "the composition at the name: the standard kept, the platforms dropped", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "missing distinction", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K53", "claim": "`CAP-1-05`", "source": "Capture Registry, 2026-10-29", "M_src": "interpretation", "sense": "changes adopted through engagement", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "missing distinction", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K54", "claim": "`CAP-1-06`", "source": "Capture Registry, 2026-10-29", "M_src": "interpretation", "sense": "the stated limits: a missing point is no finding of non-compliance; the survey is not representative", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "missing distinction", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K55", "claim": "`CAP-1-12`", "source": "Capture Registry, 2026-10-29", "M_src": "interpretation", "sense": "what it is: rating cloudwork platforms against five principles of fair work", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "missing distinction", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K56", "claim": "`CAP-1-07`", "source": "Capture Registry, 2026-10-29", "M_src": "interpretation", "sense": "the AI supply chain certification (a separate strand)", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "missing distinction", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K57", "claim": "`CAP-1-11`", "source": "Capture Registry, 2026-10-29", "M_src": "documented", "sense": "the composition at the name: the standard kept, the platforms dropped", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "missing distinction", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" }, { "K": "K58", "claim": "`LV-36`", "source": "Labor Vector census record, 2026-10-29", "M_src": "self-description", "sense": "what this evidence can and cannot settle", "qualifiers carried": "—", "f (source's own falsifiers)": "— (none stated; watch: a later composition at the address that states or drops the claim, attributed or not, uptake §8.3)", "contrast": "missing distinction (what the record did not read)", "resolver": "a later capture at 'Fairwork Cloudwork Ratings' (ADDR-72545b320935) on Google AI Overview, seated in the Capture Registry (§8.3)" } ], "kernel_T": [ { "claim": "F4", "note": "the distribution of scores, absent" }, { "claim": "F6", "note": "the platforms named at the top, absent" }, { "claim": "F7", "note": "the platforms at 0, absent (offered in the closer, not given)" }, { "claim": "F9", "note": "the minimum-wage threshold count, absent" }, { "claim": "F12", "note": "the second representation point awarded to none, absent" }, { "claim": "F13", "note": "the cause of the improvement, absent" }, { "claim": "F14", "note": "the 56 changes, absent" }, { "claim": "F18", "note": "the authors' limit on a missing point, absent" }, { "claim": "F19", "note": "the survey limit, absent" }, { "claim": "F20", "note": "the survey, absent" }, { "claim": "F21", "note": "non-payment and late payment, absent" }, { "claim": "F27", "note": "AI data work, absent (T names no AI)" }, { "claim": "F28", "note": "the AI companies among the clients, absent" }, { "claim": "F31", "note": "no platform at 10, absent" }, { "claim": "F54", "note": "the certification card composed only for the operator's origin" }, { "claim": "F5", "note": "the inconsistency in the counts, absent" }, { "claim": "F3", "note": "the goal, absent (the PER reading: purpose absent)" }, { "claim": "F26", "note": "piece rates and self-employment, absent" } ], "ledger": { "archive": "datasets/negative-of-the-negative/v2/ledgers/fairwork-cloudwork/ledger-archive.json", "field": "datasets/negative-of-the-negative/v2/ledgers/fairwork-cloudwork/field.json", "selection": "datasets/negative-of-the-negative/v2/traversal/fairwork-cloudwork/", "config": "datasets/negative-of-the-negative/v2/panel/configs/fairwork-cloudwork.json", "intake": "datasets/negative-of-the-negative/v2/intake/fairwork-cloudwork-20261029/", "audit": null }, "ontology": { "composition": "equal", "composition_note": "equal-terms case (v0.9 §0.9, §4.1): one claim space; the field's and the archive's claims ordered together by the entity's dependency and by genealogy within each sense; nothing translated; LV-34/CAP-1-02 against F55, LV-28 against F64/F38/F40, and F5 against F4 held under P_coh", "case": { "value": "equal", "statement": "The archive reads the field's entity as the entity. The Labor Vector census record describes the ratings from the operator's own pages, each field with its basis ('operator'), keeps the resource's own terms and sets its own reading apart as lv_intersection, which records 'none stated' and reads the ratings as scoring the intermediary that directs cloudwork, the report's unpaid-labour thresholds staying 'in its terms'. No deposit names the ratings or Fairwork. The deposits bear on the class of AI data work the field names (the report's 'Data work'; Fairwork AI; fair.work) and add senses on the field's own object: semantic labor and its bodily cost (#18), extraction (#623), ground-truth against variance-generative labor (#163), concealed bearing-cost (#533), the limit of the hidden-labour literature (#144), the semantic proletariat as a class relation (#1545). None contests the field's ontology of the programme or supplies one the field lacks: ρ = extends, the equal-terms case (§0.9, §1.2a). The capture's reading (the standard kept, the platforms dropped) takes the report's unit, the platform score, as given.", "loci": [ { "dep": "LV", "locus": "census.json rows[slug == 'fairwork-cloudwork'].lv_intersection", "quote": "none stated. The archive reads the ratings as scoring the intermediary that directs cloudwork (allocation, rejection, deactivation, contract terms); thresholds 1.1 and 2.1 (payment for all completed work; compensating loading and reviewing time) are the report's own measures of unpaid labor and stay in its terms." }, { "dep": "LV", "locus": "census.json schema_note", "quote": "lv_intersection (where it meets DSL, task-origin and user labor drag: the archive's reading, kept apart from the resource's own terms)" }, { "dep": 18, "locus": "Part I §I.4d, ¶ after the review of Gillespie, Roberts and Qiu (para 28)", "quote": "Content moderators perform semantic labor in its most brutal form: sorting meaning under conditions designed to be invisible." }, { "dep": 163, "locus": "§ on the labor architecture of AI (para 40)", "quote": "This literature names *AI's labor architecture*. What it does not address is the specific labor type relevant to the present argument." }, { "dep": 144, "locus": "node on Gray & Suri, Ghost Work, and Rahman & Sultana (para 27)", "quote": "It names the erased worker; it cannot name that the erased thing is the provenance of meaning." }, { "dep": "capture-registry", "locus": "fairwork-cloudwork-ratings-aio-20261029, analysis s2", "quote": "The record's unit is the platform score, and the scores are what name who directs the labour and on what terms; the composition keeps the standard and drops the platforms it was applied to." } ] }, "E_F": { "type": "C (public entity: a rating programme and its reports)", "definition": "the ratings of the Fairwork project, based at the Oxford Internet Institute, University of Oxford, and the WZB Berlin Social Science Center and financed among others by the BMZ, commissioned by GIZ, that assess and score basic standards of fairness on cloudwork digital labour platforms (work performed remotely through a platform, from microwork such as data labelling and AI training to freelance work; workers generally self-employed on piece rates) against the five Fairwork Cloudwork Principles, fair pay, conditions, contracts, management and representation, each platform out of 10 on ten thresholds, by desk research, platform manager evidence and worker surveys, a point awarded only on evidence; the 2025 report (16 platforms; 776 workers in 100 countries): three platforms at 8, two at 7, eight at 2 or less, Amazon Mechanical Turk, Freelancer and Microworkers at 0, four meeting the minimum wage, none the bargaining point, 56 changes through Fairwork's engagement; its stated limits that a missing point is not a finding of non-compliance and that the survey is not representative; AI data work for leading AI companies a growing sector of the work rated; earlier editions 2021, 2022, 2023; beside it the location-based ratings, the workplace AI principles and a certification of the firms that commission AI data work (fair.work, 'a non-profit spun out of' the OII and the WZB); no Wikipedia article", "claims": [ "F1", "F2", "F32", "F24", "F25", "F26", "F15", "F4", "F7", "F9", "F12", "F14", "F13", "F18", "F19", "F27", "F28", "F64", "F61", "F54", "F55", "F62" ] }, "E_A": { "definition": "the same ratings, in the Labor Vector census record and the archive's deposits: a rating programme scoring cloudwork platforms against the five principles, placed on four intersections of the census's question (labour producing AI, gains and losses, worker power, AI governing labour), whose evidence (rating against standards, worker testimony) records who supplies the labour (cloudworkers on piece rates) and who directs it (the platforms and the requesters) and does not record who gains as a quantity; read by the archive as scoring the intermediary that directs cloudwork, its thresholds on payment for all completed work and paid loading time the report's own measures of unpaid labour; answering whether a named platform evidences each threshold and not whether a platform with no point violates it; whose AI data workers perform semantic labor at bodily cost (#18), have their labour extracted (#623), are ground-truth labourers, scaled and badly paid (#163), bearing-cost sources whose concealment marks extraction (#533), named by a literature that stops short of the provenance of meaning (#144), and pass through semantic labour toward, without being, the semantic proletariat (#1545); composed at its name by its principles and verdict without its ratings (Capture Registry, 2026-10-29)", "claims": [ "LV-02", "LV-01", "LV-03", "LV-04", "LV-07", "LV-08", "LV-09", "LV-26", "LV-24", "LV-25", "O18-01", "O623-01", "O163-01", "O533-01", "O144-01", "O1545-01", "CAP-1-09", "CAP-1-10" ], "defining_papers": [ 18, 623, 163, 533, 144, 1545 ], "defining_records": [ "Labor Vector census record (census.json rows[slug == 'fairwork-cloudwork'] and organizing_question, intersections, schema_note; questions.json 'who-makes-ai', 'who-gains'; rendered aggregators/fairwork-cloudwork/index.html; editor Lee Sharks, compiled 2026-10-29, schema 1.0)", "Capture Registry fairwork-cloudwork-ratings-aio-20261029 (OBS-65077a500a26)" ] }, "rho": { "value": "extends", "status": "read from the Labor Vector census record, the capture record and the deposits that bear on the class of AI data work (§1.2a); no deposit names the ratings; the census keeps its reading (lv_intersection) apart from the resource's own terms", "statement": "The archive reads the Fairwork Cloudwork Ratings as their operator presents them and adds, on the field's own object: the census's question of who supplies, directs and gains, answered field by field, with gains not recorded; the reading of the ratings as scoring the intermediary that directs cloudwork; what this kind of evidence can and cannot settle; and, on the AI data work the report names as a growing sector of the work rated, its readings of that labour as semantic labor, extracted, ground-truth and badly paid, a concealed bearing-cost, and a class position distinct from the semantic proletariat; and the composition layer's keeping of the standard without its application at the name.", "claims": [ "LV-01", "LV-07", "LV-08", "LV-09", "LV-26", "LV-24", "LV-25", "O18-01", "O623-01", "O163-01", "O163-02", "O533-01", "O144-01", "O1545-01", "O1545-02", "CAP-1-09", "CAP-1-10" ], "guard": "ρ = extends claims an addition and no more (§1.2a). It does not make the field's sources wrong at their dates. Where an archive claim stands against a field claim (LV-28's 'third report' with earlier reports 2021 and 2023 against the four editions F64, F38, F40; LV-34's 'based at' and CAP-1-02's reading of 'spun out of' against fair.work's own 'spun out of', F55), both are composed under P_coh within the one ontology. The archive's class readings concern the AI data workers the field names, not the platforms' scores, and are composed beside the report's findings, not in their place.", "considered": [ { "value": "constructs", "rejected": "the archive does not read the ratings as made by reception; its records take the operator's pages as the entity's own account" }, { "value": "revises", "rejected": "the ratings are not the archive's own entity; the archive has no earlier statement of them to keep, narrow or withdraw" } ] }, "receiving_texts": "equal-terms case: every field claim composed as received, beside the archive claims it stands with", "translation": [ { "lineage": "what it is: rating cloudwork platforms against five principles of fair work", "field_claims": [ "F1", "F2", "F3", "F46", "F47" ], "received": "F1 (B1, Executive Summary ¶1 (p. 3)): \"The Fairwork Cloudwork Ratings 2025 assesses and scores basic standards of fairness in working arrangements on 16 cloudwork digital labour platforms according to the five Fairwork Cloudwork Principles: fair pay, conditions, contracts, management, and representation.\"; F2 (B1, 'The Fairwork Project' ¶1 (p. 8)): \"The Fairwork project studies working conditions on digital labour platforms and rates individual platforms based on their fairness to workers.\"; F3 (B1, 'The Fairwork Project' ¶2 (p. 8, left column)): \"Its goal is to highlight the best and worst practices in … the platform economy and to show that better and fairer … platform jobs are possible.\"; F46 (B7, video card title (YouTube · Fairwork, 2:20)): \"How fair are freelance and remote work platforms?\"; F47 (B6, news item ¶1 (2025-05-22)): \"The Fairwork Cloudwork Ratings 2025, assesses 16 of the world’s most widely used cloudwork platforms on five core principles: fair pay, conditions, contracts, management, and representation.\"", "receiving_text": "—", "translation": "untranslated: composed as received beside CAP-1-12, LV-02, LV-05", "archive_claims": [ "CAP-1-12", "LV-02", "LV-05" ] }, { "lineage": "the 2025 scores: the league table", "field_claims": [ "F4", "F5", "F6", "F7", "F31", "F42" ], "received": "F4 (B1, Key findings ¶1 (p. 4)): \"Three platforms scored 8, and two platforms scored 7 out of 10 points. One platform scored 5, one 4, and one 3 out of 10 points. For the remaining eight platforms, the final scores did not surpass 2 out of 10 points. For three platforms, we could not find any evidence that they met any of the ten points.\"; F5 (B1, Executive Summary ¶3 (p. 3, left column)): \"the remaining nine platforms, the final scores did not surpass 2 out of 10 points.\"; F6 (B1, 'How platforms performed on the five principles' ¶1 (p. 12)): \"Three platforms (ComeUp, Elharefa, and Translated) scored 8, two platforms scored 7 (Creative Words and Terawork), one scored 5 (Prolific), one scored 4 (SoyFreelancer), and one scored 3 (Appen).\"; F7 (B1, league table 'Fairwork Cloudwork Ratings 2025' (p. 11)): \"Upwork 1 Amazon Mechanical Turk 0 Freelancer 0 Microworkers 0\"; F31 (B1, Theme in Focus (p. 20, left column)): \"score of 10 out of 10, but none of the assessed platforms … achieved this score this year. Only one platform has ever … achieved this score (once)—Creative Words in 2023.\"; F42 (B4, Cloudwork ratings page, 2025 score list): \"ComeUp 8 Elharefa 8 Translated 8 Terawork 7 Prolific 5\"", "receiving_text": "—", "translation": "untranslated: composed as received beside LV-13, LV-23, LV-35", "archive_claims": [ "LV-13", "LV-23", "LV-35" ] }, { "lineage": "fair pay: payment for completed work and the minimum wage", "field_claims": [ "F8", "F9", "F49" ], "received": "F8 (B1, Key findings, Fair Pay ¶1 (p. 4)): \"For seven platforms (ComeUp, Clickworker, Elharefa, Prolific, SoyFreelancer, Terawork and Translated), we found evidence that they had systems in place to ensure that workers were paid in a timely manner for all the work they completed.\"; F9 (B1, Key findings, Fair Pay ¶2 (p. 4)): \"The point for threshold 1.2, which states that the majority of workers should earn at least the local minimum wage, was awarded to four platforms: ComeUp, Translated, Elharefa, and Terawork.\"; F49 (B6, news item ¶3): \"Only 4 out of 16 platforms (25 per cent) could show that workers consistently earn at least the local minimum wage after costs.\"", "receiving_text": "—", "translation": "untranslated: composed as received beside LV-14", "archive_claims": [ "LV-14" ] }, { "lineage": "fair conditions and contracts: risks, terms, clauses", "field_claims": [ "F10", "F11", "F50" ], "received": "F10 (B1, Threshold 2.1 (p. 13)): \"Nine platforms were awarded points in this threshold concerning measures to avoid unreasonable levels of competition between workers, overwork, and unpaid labour.\"; F11 (B1, Threshold 3.1 ¶2 (p. 14)): \"for the majority of platforms studied, we were unable to get evidence that their terms and conditions are free of wording that requires workers to waive their right to reasonable legal recourse against the platform, such as extensive limitations of the platforms’ liability or class action waivers.\"; F50 (B6, news item ¶5): \"Over half of platforms include contract clauses that actively weaken workers’ rights such as vague job descriptions, blanket liability clauses, and with lack of transparency.\"", "receiving_text": "—", "translation": "untranslated: composed as received (no archive claim in its lineage)", "archive_claims": [] }, { "lineage": "fair representation: association recognised, no bargaining", "field_claims": [ "F12", "F13", "F51", "F60" ], "received": "F12 (B1, Key findings, Fair Representation (p. 5)): \"Six platforms (Appen, ComeUp, Creative Words, Elharefa, Translated and Upwork) were awarded a point for fair representation related to the recognition of and engagement with collective workers’ bodies. We were unable to award the second point (there is collective governance or bargaining) to any of the platforms evaluated this year.\"; F13 (B1, Threshold 5.1 ¶2 (p. 15)): \"The growing number of platforms acknowledging freedom of association was a result of Fairwork’s engagement.\"; F51 (B6, news item ¶6–7): \"while 6 platforms (38 per cent) now formally recognise the right to organise – up from just 2 last year – some allow collective bargaining or shared governance but none could show they are actively engaging in these processes. … only 7 out of 16 have policies to guard against health and safety risks such as burnout or back pain.\"; F60 (B10, home, 'Fairwork Principles', Fair Representation): \"Platforms should provide a documented process through which worker voice can be expressed. Workers have the right to organise in collective bodies, and platforms should be prepared to cooperate and negotiate with them.\"", "receiving_text": "—", "translation": "untranslated: composed as received beside LV-15, LV-16", "archive_claims": [ "LV-15", "LV-16" ] }, { "lineage": "changes adopted through engagement", "field_claims": [ "F14", "F44", "F52" ], "received": "F14 (B1, 'Impact and next steps' (p. 30, left column)): \"In this report, a record number of 56 changes were … implemented by eight platforms; the highest number … for a Fairwork report. … we estimate these … changes to affect over two million workers globally.\"; F44 (B4, Cloudwork ratings page, report text ¶3): \"However, some platforms have chosen to incorporate standards of fairness into their design and operations—including as a result of engagement with Fairwork researchers.\"; F52 (B6, news item ¶8): \"Through direct engagement, Fairwork has helped eight platforms make 56 changes since 2023, from updating contracts to improving dispute resolution and pay transparency. These changes could benefit as many as two million workers.\"", "receiving_text": "—", "translation": "untranslated: composed as received beside CAP-1-05, LV-16", "archive_claims": [ "CAP-1-05", "LV-16" ] }, { "lineage": "method: desk research, platform managers, worker surveys; scoring", "field_claims": [ "F15", "F16", "F17", "F59" ], "received": "F15 (B1, Methods ¶1 (p. 8, right column)): \"The Fairwork project uses three approaches to … effectively measure the fairness of working conditions … at digital labour platforms: desk research, worker … interviews and surveys, and interviews with platform … management.\"; F16 (B1, 'Putting it all together' (p. 10, left column)): \"Final fairness scores were decided collectively by the … core Fairwork team and based on all three forms of … evidence. The scores were then peer-reviewed by three\"; F17 (B1, 'Platform manager evidence' (p. 9, left column)): \"In cases where platform managers … do not agree to engage with Fairwork, scoring is limited … to evidence obtained through desk research and worker … surveys.\"; F59 (B10, home, search tool note): \"They are given a chance to respond and provide evidence, earning points only if they meet the criteria for each principle.\"", "receiving_text": "—", "translation": "untranslated: composed as received beside LV-10, LV-20, LV-27", "archive_claims": [ "LV-10", "LV-20", "LV-27" ] }, { "lineage": "the stated limits: a missing point is no finding of non-compliance; the survey is not representative", "field_claims": [ "F18", "F19" ], "received": "F18 (B1, 'How we score' (p. 10, right column)): \"Failing to achieve a point does not necessarily … mean that a platform does not comply with the principle … in question; it simply means that the research team did … not find any evidence and/or they were unable to prove … its compliance.\"; F19 (B1, 'Worker surveys' (p. 9, right column)): \"These surveys do not aim to build a representative set … of experiences but instead seek to understand the work … processes and how they are carried out and managed,\"", "receiving_text": "—", "translation": "untranslated: composed as received beside CAP-1-06, LV-18, LV-19, LV-30, LV-31", "archive_claims": [ "CAP-1-06", "LV-18", "LV-19", "LV-30", "LV-31" ] }, { "lineage": "the worker survey: payment, security, discrimination, priorities", "field_claims": [ "F20", "F21", "F22", "F23" ], "received": "F20 (B1, 'Worker surveys' (p. 9, left column)): \"For this third report, we present data … collected between February 2024 and January 2025. … After cleaning the data, we were left with responses from 776 workers in 100 countries.\"; F21 (B1, Theme in Focus (p. 20, right column)): \"Of the pool of survey respondents, 31.2% reported … experiencing non-payment situations and 38% reported … experiencing late-payment situations,\"; F22 (B1, Theme in Focus (p. 20, right column)): \"Workers from the Global South also experience … discrimination and distrust when competing with … workers from other regions.\"; F23 (B1, Theme in Focus (p. 23, left column)): \"Among the 448 respondents, the top priorities were: … receiving at least the local minimum wage (33.3%), … ensuring payment for all completed work (18.3%),\"", "receiving_text": "—", "translation": "untranslated: composed as received beside CAP-1-03, LV-11, LV-12, LV-17, LV-28", "archive_claims": [ "CAP-1-03", "LV-11", "LV-12", "LV-17", "LV-28" ] }, { "lineage": "cloudwork defined: platform work performed remotely", "field_claims": [ "F24", "F25", "F26", "F58" ], "received": "F24 (B1, Introduction, 'Defining cloudwork' (p. 7)): \"We call this category of location-specific platform work “geographically tethered work”. By contrast, work that can be performed remotely through a digital labour platform, we call cloudwork\"; F25 (B1, Introduction (p. 7, right column)): \"Some cloudwork platforms facilitate work, such as … data labelling and processing, AI training, and image … categorisation.\"; F26 (B1, Introduction (p. 7, right column)): \"an internet connection, and cloudworkers are generally … classified as self-employed or independent workers on … paid piece rates.\"; F58 (B10, home, 'Cloudwork'): \"This includes small tasks like filling in surveys and training AI systems, to freelance services like translation, web development or design. We rate the working conditions on major cloudwork platforms in line with five principles of fair online work .\"", "receiving_text": "—", "translation": "untranslated: composed as received beside LV-06, LV-07, LV-08", "archive_claims": [ "LV-06", "LV-07", "LV-08" ] }, { "lineage": "AI data work: the labour behind AI and its clients", "field_claims": [ "F27", "F28", "F48", "F57" ], "received": "F27 (B1, Theme in Focus, 'Data work' (p. 21, left column)): \"One growing and increasingly notable sector of … cloudwork is data services for artificial intelligence … development in international supply chains.\"; F28 (B1, Theme in Focus, 'Data work' (p. 21, left column)): \"the clients requesting this work are the world’s leading … AI companies, such as Amazon, Google, Microsoft, and … Nvidia.\"; F48 (B6, news item ¶2): \"Online gig economy work, also known as cloudwork, typically involves remote, task-based jobs like data labelling, transcription, software development, and design. Many of these tasks are fundamental for developing AI systems\"; F57 (B9, Fairwork AI, 'Understanding the Labour Behind AI' ¶1): \"There is nothing “artificial” about the immense amount of human labour that builds, supports, and maintains AI systems.\"", "receiving_text": "—", "translation": "untranslated: composed as received beside LV-37", "archive_claims": [ "LV-37" ] }, { "lineage": "algorithmic management", "field_claims": [ "F29" ], "received": "F29 (B1, Theme in Focus (p. 21, left column)): \"Platform work … studies have highlighted how algorithmic management … accentuates opacity in decisions affecting workers.\"", "receiving_text": "—", "translation": "untranslated: composed as received (no archive claim in its lineage)", "archive_claims": [] }, { "lineage": "governance: internal rules insufficient, external regulation called for", "field_claims": [ "F30", "F53" ], "received": "F30 (B1, Theme in Focus (p. 20, right column)): \"of how governance initiatives adopted by platforms … themselves are insufficient in most cases to ensure basic … compensation rights to those workers.\"; F53 (B6, news item ¶10 (Valente)): \"Voluntary improvements have happened but have proved insufficient and will never be enough.\"", "receiving_text": "—", "translation": "untranslated: composed as received (no archive claim in its lineage)", "archive_claims": [] }, { "lineage": "the operator, its funders and its origin", "field_claims": [ "F32", "F33", "F39", "F55" ], "received": "F32 (B1, 'The Fairwork Project' (p. 8, left column)): \"The project is based at the Oxford Internet Institute, … University of Oxford in the United Kingdom, and at the … WZB Berlin Social Science Center in Germany, and … is financed by, among others, the German Federal … Ministry for Economic Cooperation and Development … (BMZ), commissioned by the Deutsche Gesellschaft für … Internationale Zusammenarbeit (GIZ).\"; F33 (B1, 'The Fairwork Project' (p. 8, left column)): \"The five principles were initially … developed in 2018 at a multi-stakeholder workshop at … the International Labour Organisation. … The cloudwork principles were … developed in 2020\"; F39 (B2, news item ¶3): \"Fairwork is a joint project of the WZB with the Oxford Internet Institute that investigates working conditions on online platforms and uses the results to monitor and benchmark the platforms.\"; F55 (B8, fair.work home, hero): \"A non-profit spun out of the Oxford Internet Institute (OII) & Berlin Social Science Center (WZB).\"", "receiving_text": "—", "translation": "untranslated: composed as received beside CAP-1-02, LV-29, LV-34", "archive_claims": [ "CAP-1-02", "LV-29", "LV-34" ] }, { "lineage": "the AI supply chain certification (a separate strand)", "field_claims": [ "F34", "F54", "F56" ], "received": "F34 (B1, 'Certification' (p. 37, left column)): \"In addition to the Pledge, Fairwork is encouraging … AI lead firms to embed Fairwork standards into their … supplier agreements and procurement policies, and … is offering a certification scheme.\"; F54 (B8, fair.work home, hero): \"Fairwork independently certifies the firms that commission this work, based on evidence including the voices of the workers themselves.\"; F56 (B8, fair.work home, 'Five principles', 01): \"Fair Pay … Workers earn at least the local living wage after work-related costs.\"", "receiving_text": "—", "translation": "untranslated: composed as received beside CAP-1-07, LV-32, LV-33", "archive_claims": [ "CAP-1-07", "LV-32", "LV-33" ] }, { "lineage": "the report's statements of its own standing: no conflict of interest, sections in common", "field_claims": [ "F35", "F36" ], "received": "F35 (B1, Credits (p. 46, right column)): \"Conflict of interest statement: None of … the researchers have any connection with any of the … platforms and the work undertaken received no funding … or support in kind from any platform or any other … company, and we declare that there is no conflict of … interest.\"; F36 (B1, Credits (p. 46)): \"Please note that this report contains sections in common with other Fairwork reports, notably the Fairwork Framework, parts of the Impact and Pathway to Change section, and the Appendix.\"", "receiving_text": "—", "translation": "untranslated: composed as received beside LV-21, LV-22", "archive_claims": [ "LV-21", "LV-22" ] }, { "lineage": "platform responses to the ratings", "field_claims": [ "F37" ], "received": "F37 (B1, Appendix II, Platform comments, Scale/Remotasks (p. 43, left column)): \"At Scale, we deeply value the global community of … these improvements, we believe the evaluation remains … overly subjective in key areas.\"", "receiving_text": "—", "translation": "untranslated: composed as received beside LV-21, LV-22", "archive_claims": [ "LV-21", "LV-22" ] }, { "lineage": "earlier cloudwork reports: 2021, 2022, 2023", "field_claims": [ "F38", "F40", "F41", "F43", "F45", "F63", "F64" ], "received": "F38 (B2, news item 'New Fairwork Cloudwork Rating' ¶1–2 (25.8.2022)): \"The Fairwork Project has published a new report evaluating employment relationships on international cloudwork platforms. … One platform scored seven out of ten, one scored five, and one scored four. The other twelve platforms were unable to meet more than three of the ten thresholds.\"; F40 (B3, Research portal record, Abstract): \"The Fairwork Cloudwork Report 2022 assesses and scores basic standards of fairness in working arrangements on 15 online remote digital labour platforms, according to our five Fairwork principles — pay, conditions, contracts, management, and representation.\"; F41 (B3, Research portal record, title and authors): \"Fairwork Cloudwork Ratings 2022: Work in the Plenatary Labour Market … Kelle Howson … Mark Graham … Number of pages … 34\"; F43 (B4, Cloudwork ratings page, report text): \"The Fairwork Cloudwork Ratings 2023 assesses and scores basic standards of fairness in working arrangements on 15 web-based digital labour platforms according to the five Fairwork principles: fair pay, conditions, contracts, management, and representation.\"; F45 (B5, video card title (YouTube · Fairwork, 01:31:20)): \"Report Launch: Fairwork Cloudwork Ratings 2023\"; F63 (B1, 'Desk research' (p. 9, left column)): \"While we have not included every prominent … cloudwork platform in this second cloudwork league … table, we intend to expand our selection further in the\"; F64 (B4, Cloudwork ratings page, edition tabs): \"Cloudwork 2025 2023 2022 2021\"", "receiving_text": "—", "translation": "untranslated: composed as received beside LV-28", "archive_claims": [ "LV-28" ] }, { "lineage": "Fairwork's other strands: location-based ratings, workplace AI principles", "field_claims": [ "F61" ], "received": "F61 (B10, home, 'Location-based platform work' and 'Artificial intelligence (AI)'): \"We have produced national rankings in 38 countries across 5 continents. … Fairwork has developed a set of principles to guide the fair use of AI systems in the workplace.\"", "receiving_text": "—", "translation": "untranslated: composed as received beside LV-32, LV-33", "archive_claims": [ "LV-32", "LV-33" ] }, { "lineage": "reception: the encyclopedia", "field_claims": [ "F62" ], "received": "F62 (B11, Wikipedia: titles 'Fairwork Cloudwork Ratings' and 'Fairwork'; article-space search): \"HTTP 404 … Wikipedia does not have an article with this exact name. … There were no results matching the query.\"", "receiving_text": "—", "translation": "untranslated: composed as received beside CAP-1-11, LV-36", "archive_claims": [ "CAP-1-11", "LV-36" ] } ] }, "measure": { "rule": "v0.9 §4.10: KO_B sentences surviving in the KO at similarity ≥ 0.95, with positions (computed as apply_v09.py does: difflib.SequenceMatcher ratio, the best KO sentence for each KO_B sentence)", "v0.9": { "surviving": 0, "of": 17, "positions": [ null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null ] }, "opening_run": { "rule": "v0.9 §5.10 (equal-terms case): the field-only KO's sentences as the KO's opening run in their own order", "breach": false }, "blocks": { "rule": "v0.9 §4.1 (equal-terms and mixed cases): the KO does not open with the field as a block or close with the archive as one; sentences typed by the ledgers of the claims they cite (F field-only, A archive-only, M both)", "sequence": "MAFMMFAAAMMMMMMFMAMMFAAMMMMAAM", "field_only_head": 0, "archive_only_tail": 0, "breach": false }, "max_similarity": [ 0.59, 0.527, 0.129, 0.41, 0.199, 0.171, 0.595, 0.498, 0.29, 0.468, 0.185, 0.54, 0.735, 0.441, 0.117, 0.553, 0.538 ], "ko_sentence_1_max_similarity_to_KO_B": 0.59 }, "homonyms": { "names": [ "Fair Work (Australia): the Fair Work Ombudsman, the Fair Work Act 2009, the Fair Work Commission, Fairwork.gov.au (Wikipedia's article-space search for 'Fairwork', B11)" ], "basis": "The census row carries no disambiguation field. No card is a homonym: all eight cards concern Fairwork, though card 8 (fair.work) is Fairwork's certification strand, a distinct entity of the same operator. 'Fairwork', 'Fairwork AI' and 'Fairwork Cloudwork Ratings 2025: Advancing Standards in Digital Labour and AI Supply Chain Governance' are the record's aka. The Australian 'Fair Work' institutions share the string and are homonyms, never senses of the name. The distinct entities below are named by the field or the census beside the ratings.", "distinct_entities": [ "Fairwork Certification (fair.work; card 8): the certification of lead firms that commission AI data work, Onboard and Endorsed (F54, F56; the census's lifecycle; the capture's finding CAP-1-07)", "the Fairwork AI Principles for workplace AI deployment (census negative tag; B10, F61)", "the Fairwork location-based platform ratings, 38 countries (census negative tag; B10, F61)", "the Fairwork Translation and Transcription Platform Ratings (B4 related reports; B1 Introduction: Creative Words and Translated were scored there before)", "the earlier cloudwork editions, 2021, 2022 ('Work in the Planetary Labour Market'; 'Plenatary' on King's College London's portal), 2023 (B2, B3, B4, B5)", "Turkopticon (the census's neighbour; the report rates Amazon Mechanical Turk at 0)", "the platforms rated (ComeUp, Elharefa, Translated, Creative Words, Terawork, Prolific, SoyFreelancer, Appen, Fiverr, Remotasks/Scale, Clickworker, PeoplePerHour, Upwork, Amazon Mechanical Turk, Freelancer, Microworkers)", "Gray and Suri's Ghost Work (2019), the book #163, #623 and #144 read beside the class" ], "substitutes": { "T": [] }, "register": { "address_1": { "slug": "fairwork-cloudwork-ratings-aio-20261029", "obs_id": "OBS-65077a500a26" } } }, "notes": [ "One address, Google AI Overview (expanded), signed out, incognito, 2026-10-29: fairwork-cloudwork-ratings-aio-20261029 (OBS-65077a500a26, ADDR-72545b320935, AXN:0AEC.CAPTURE.📜♣️🪨🧊🌊🔝), eight cards, 244 words in the answer body with its pointer and closer. A NEW address; the census record landed the same day and no card cites it (CAP-1-11).", "Fetching: every card page fetched once with curl and the honest agent string 'Mozilla/5.0 (compatible; Labor-Vector-census)' on 2026-10-29 between 22:32 and 22:34 UTC, raw and text with sha256 in field.json. Card URLs: B1 by a WebSearch on the snippet's words, which returned the report PDF (the card's snippet is the report's Introduction; a refetch was byte-identical to the census copy, so B1 is the census's own page carried once, as a card); B2, B4, B5, B6, B7, B8 by WebSearch on title and site; B3 from King's College London's portal slug pattern (the full-title slug 404, the 65-character slug 200). B9 and B10 copied from the census's saved copies (sha256 match), not refetched.", "Unreachable: B5 and B7, the two YouTube videos: YouTube answered the honest agent with a redirect to google.com/sorry (HTTP 429, a bot check); saved, not retried with another agent string or by another route. A video card is admitted through title and snippet; both cards have no snippet, so their titles are their only text (F45, F46).", "The report PDF's text (B1.txt, the census's extraction) interleaves two columns line by line; every quote from it is a run of one column, multi-part quotes joined by ' … ' and each part checked.", "The archive subset: no archive text names Fairwork, the Cloudwork Ratings, cloudwork or fair.work (D 0, R 0). The O-class string pass returned 40 candidates in 26 deposits; reading admitted #18, #533, #623, #163 and #1545, and #144 was admitted on a class match outside the pass; all on the class of AI data work. The hop (87 candidates) admitted none. #532 (a hop candidate) has no full_text_path in the registry and was not read: S5, reported. The traversal script printed a ValueError on its last line (out.relative_to(ROOT) with a relative --out); its files were written; the second pass was run with an absolute --out. The config's classes_note was revised after the first passes (prose only; patterns unchanged) and the pass rerun with the hop, its candidate files identical (candidates-O sha256 41275ca8…, candidates-H 971d08b7…).", "The archive's instruments of labour direction (DSL #771, its stack and user labor drag; #1392) measure a synthetic system's labour and the user's; no archive text applies them to cloudwork or to the ratings, and the census records lv_intersection 'none stated'. They stand in the config's classes_note with their loci and are not ledgered.", "Census fields a fetched source contradicts or shows out of date (reported, not fixed): (a) lifecycle.detail 'Cloudwork Ratings 2025 is the third cloudwork report (earlier reports 2021 and 2023)': the field shows a 2022 report (WZB, B2 F38: 15 platforms, 25.8.2022; King's College London, B3 F40, F41) and the operator's page carries four editions, 2025, 2023, 2022, 2021 (B4 F64); 'third' is the report's own word (F20), which elsewhere calls its table 'this second cloudwork league table' (F63). The record's unchecked list names 'the 2021 and 2023 cloudwork reports' and not 2022. (b) operator 'based at the Oxford Internet Institute ... and the WZB': the report says so (F32), but the certification site the capture surfaced as card 8 gives Fairwork as 'A non-profit spun out of the Oxford Internet Institute (OII) & Berlin Social Science Center (WZB)' (F55); the record does not carry the non-profit. (c) The operator's cloudwork page (B4) lists 2025 scores for 15 platforms without Creative Words (7 in the report), Terawork its only 7 (F42 against F6): a defect of the operator's page, not of the record, which follows the report. (d) The record's url (sites/17/...) now redirects to sites/11/... (the census manifest's final_url); the document is unchanged (sha256 identical). (e) The census row has no disambiguation field; the Australian 'Fair Work' institutions are homonyms of the name.", "Findings of the capture the field ledger shows wrong (reported, not fixed): findings[0] reads \"'spun out of' is the composition's word for an operator the record gives as based at both\" (CAP-1-02); the field shows it is the word of card 8 itself, fair.work: 'A non-profit spun out of the Oxford Internet Institute (OII) & Berlin Social Science Center (WZB)' (B8 F55). The composition took the operator's origin from the certification site, at that page's grain. The other findings are borne out: the scores absent (F4, F6, F7), the improvement without its cause (F13, F14, F52), both caveats absent (F18, F19), the fair.work card another strand (F54), the Global South line in the report (F22). Not named by the capture: T names no AI at all, though the report's title, its 'Data work' section and two cards (B1, B8) carry the labour behind AI; and T composes the trade press's findings about platforms (wages after costs, liability clauses, burnout or back pain: B6 F49–F51) as the definitions of the principles.", "The executive summary's 'nine' against the key findings' and the table's eight (F5) is recorded by the census itself (LV-23), and is marked internally_inconsistent in the field ledger.", "Related rows: the census's neighbour Turkopticon is an entity of the same meta-aggregator; no /non row for it exists in datasets/negative-of-the-negative/v2/rows/ at the time of writing (none edited)." ], "composition_v09": { "source": "this row (composed directly; no rebuild/negative-of-the-negative/v09/fairwork-cloudwork.json)", "composer": "Claude (Opus 5.5), subagent, 2026-10-29", "defining_material_read": [ { "what": "Labor Vector census record, row", "file": "/home/claude/fleet/laborvector/data/labor-census/census.json (rows[slug == 'fairwork-cloudwork'], organizing_question, intersections, evidence_kinds, schema_note)", "read": "whole" }, { "what": "Labor Vector worked questions", "file": "/home/claude/fleet/laborvector/data/labor-census/questions.json (who-makes-ai, who-gains)", "read": "the two questions naming the entity" }, { "what": "census sources", "file": "/home/claude/fleet/laborvector/data/labor-census/sources/fairwork-cloudwork--oii-cloudwork-report.*, --oii-ai.*, --oii-home.*; 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