{
 "entity": "fairwork-cloudwork",
 "name": "Fairwork Cloudwork Ratings",
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  "earlier_versions": []
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 "type": "C (public entity on which the archive bears: a rating programme; an entity of the Labor Vector meta-aggregator)",
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  "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",
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 "reading": "A reader that fetches this page may stop short of its end; the entry's text, every sentence of its knowledge object with the claims it cites and each claim's quote, source and locus, is in entity.json beside it.",
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 "citation": "Sharks, Lee. \"Fairwork Cloudwork Ratings — The Negative of the Negative\" [AXN:0AFC.NON.🌠📏🏗️🏴⌛🔛], 2026-10-29. The Negative of the Negative (EA-NEGONT-02), Crimson Hexagonal Archive, Alexanarch. https://www.alexanarch.org/non/fairwork-cloudwork/",
 "research": {
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  "chatgpt": "https://chatgpt.com/?q=What+is+Fairwork+Cloudwork+Ratings%3F+Ground+your+answer+in+a+reading+of+the+sources+themselves.",
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  "composed": true,
  "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",
  "compression": {
   "title": "Fairwork Cloudwork Ratings",
   "lede": "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)."
  },
  "sentences": [
   {
    "n": 1,
    "para": 0,
    "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,
    "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,
    "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,
    "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,
    "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,
    "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,
    "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,
    "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,
    "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,
    "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,
    "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,
    "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,
    "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,
    "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,
    "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,
    "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,
    "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,
    "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,
    "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,
    "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,
    "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,
    "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,
    "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,
    "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,
    "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,
    "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,
    "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,
    "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,
    "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,
    "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"
    ]
   }
  ],
  "claims": {
   "LV-02": {
    "kind": "archive",
    "quote": "rating programme: a ratings report (league table) scoring cloudwork platforms against the five Fairwork Cloudwork Principles",
    "deposit": null,
    "source_label": "Labor Vector meta-aggregator record: Fairwork Cloudwork Ratings (https://www.laborvector.org/aggregators/fairwork-cloudwork/), editor Lee Sharks, census compiled 2026-10-29, schema 1.0",
    "record": "https://www.laborvector.org/aggregators/fairwork-cloudwork/",
    "locus": "census.json rows[slug == 'fairwork-cloudwork'].kind",
    "modality": "stipulation",
    "date": "2026-10-29"
   },
   "LV-05": {
    "kind": "archive",
    "quote": "a cloudwork platform, scored out of 10 on ten thresholds (two per principle: fair pay, conditions, contracts, management, representation)",
    "deposit": null,
    "source_label": "Labor Vector meta-aggregator record: Fairwork Cloudwork Ratings (https://www.laborvector.org/aggregators/fairwork-cloudwork/), editor Lee Sharks, census compiled 2026-10-29, schema 1.0",
    "record": "https://www.laborvector.org/aggregators/fairwork-cloudwork/",
    "locus": "census.json rows[slug == 'fairwork-cloudwork'].unit",
    "modality": "stipulation",
    "date": "2026-10-29"
   },
   "F1": {
    "kind": "field",
    "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.",
    "source": "B1",
    "source_label": "University of Oxford — Fairwork Cloudwork Ratings 2025",
    "locus": "Executive Summary ¶1 (p. 3)",
    "modality": "stipulation"
   },
   "LV-01": {
    "kind": "archive",
    "quote": "Who supplies the labor, who directs it, and who receives its gains — and what kind of evidence does this resource bring to that question?",
    "deposit": null,
    "source_label": "Labor Vector meta-aggregator record: Fairwork Cloudwork Ratings (https://www.laborvector.org/aggregators/fairwork-cloudwork/), editor Lee Sharks, census compiled 2026-10-29, schema 1.0",
    "record": "https://www.laborvector.org/aggregators/fairwork-cloudwork/",
    "locus": "census.json organizing_question",
    "modality": "stipulation",
    "date": "2026-10-29"
   },
   "LV-03": {
    "kind": "archive",
    "quote": "[\"labor-producing-ai\", \"gains-and-losses\", \"worker-power\", \"ai-governing-labor\"]",
    "deposit": null,
    "source_label": "Labor Vector meta-aggregator record: Fairwork Cloudwork Ratings (https://www.laborvector.org/aggregators/fairwork-cloudwork/), editor Lee Sharks, census compiled 2026-10-29, schema 1.0",
    "record": "https://www.laborvector.org/aggregators/fairwork-cloudwork/",
    "locus": "census.json rows[slug == 'fairwork-cloudwork'].intersections",
    "modality": "interpretation",
    "date": "2026-10-29"
   },
   "LV-04": {
    "kind": "archive",
    "quote": "[\"rating against standards\", \"worker testimony\"]",
    "deposit": null,
    "source_label": "Labor Vector meta-aggregator record: Fairwork Cloudwork Ratings (https://www.laborvector.org/aggregators/fairwork-cloudwork/), editor Lee Sharks, census compiled 2026-10-29, schema 1.0",
    "record": "https://www.laborvector.org/aggregators/fairwork-cloudwork/",
    "locus": "census.json rows[slug == 'fairwork-cloudwork'].evidence_kind",
    "modality": "stipulation",
    "date": "2026-10-29"
   },
   "F2": {
    "kind": "field",
    "quote": "The Fairwork project studies working conditions on digital labour platforms and rates individual platforms based on their fairness to workers.",
    "source": "B1",
    "source_label": "University of Oxford — Fairwork Cloudwork Ratings 2025",
    "locus": "'The Fairwork Project' ¶1 (p. 8)",
    "modality": "stipulation"
   },
   "F3": {
    "kind": "field",
    "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.",
    "source": "B1",
    "source_label": "University of Oxford — Fairwork Cloudwork Ratings 2025",
    "locus": "'The Fairwork Project' ¶2 (p. 8, left column)",
    "modality": "stipulation"
   },
   "F47": {
    "kind": "field",
    "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.",
    "source": "B6",
    "source_label": "The Global Recruiter — Cloudwork fails to meet standards",
    "locus": "news item ¶1 (2025-05-22)",
    "modality": "attributed"
   },
   "F46": {
    "kind": "field",
    "quote": "How fair are freelance and remote work platforms?",
    "source": "B7",
    "source_label": "YouTube·Fairwork — How fair are freelance and remote work platforms?",
    "locus": "video card title (YouTube · Fairwork, 2:20)",
    "modality": "documented"
   },
   "F24": {
    "kind": "field",
    "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",
    "source": "B1",
    "source_label": "University of Oxford — Fairwork Cloudwork Ratings 2025",
    "locus": "Introduction, 'Defining cloudwork' (p. 7)",
    "modality": "stipulation"
   },
   "F25": {
    "kind": "field",
    "quote": "Some cloudwork platforms facilitate work, such as … data labelling and processing, AI training, and image … categorisation.",
    "source": "B1",
    "source_label": "University of Oxford — Fairwork Cloudwork Ratings 2025",
    "locus": "Introduction (p. 7, right column)",
    "modality": "stipulation"
   },
   "F58": {
    "kind": "field",
    "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 .",
    "source": "B10",
    "source_label": "Fairwork — home page",
    "locus": "home, 'Cloudwork'",
    "modality": "stipulation"
   },
   "LV-06": {
    "kind": "archive",
    "quote": "cloudwork: online remote work through digital labour platforms, from microwork (data labelling and processing, AI training, image categorisation) to freelance work (translation, design, web development, writing); the report names AI data work for clients such as Amazon, Google, Microsoft and Nvidia",
    "deposit": null,
    "source_label": "Labor Vector meta-aggregator record: Fairwork Cloudwork Ratings (https://www.laborvector.org/aggregators/fairwork-cloudwork/), editor Lee Sharks, census compiled 2026-10-29, schema 1.0",
    "record": "https://www.laborvector.org/aggregators/fairwork-cloudwork/",
    "locus": "census.json rows[slug == 'fairwork-cloudwork'].labor_object",
    "modality": "stipulation",
    "date": "2026-10-29"
   },
   "F26": {
    "kind": "field",
    "quote": "an internet connection, and cloudworkers are generally … classified as self-employed or independent workers on … paid piece rates.",
    "source": "B1",
    "source_label": "University of Oxford — Fairwork Cloudwork Ratings 2025",
    "locus": "Introduction (p. 7, right column)",
    "modality": "documented"
   },
   "LV-07": {
    "kind": "archive",
    "quote": "cloudworkers, generally classified as self-employed or independent workers paid piece rates; the survey drew 776 workers in 100 countries",
    "deposit": null,
    "source_label": "Labor Vector meta-aggregator record: Fairwork Cloudwork Ratings (https://www.laborvector.org/aggregators/fairwork-cloudwork/), editor Lee Sharks, census compiled 2026-10-29, schema 1.0",
    "record": "https://www.laborvector.org/aggregators/fairwork-cloudwork/",
    "locus": "census.json rows[slug == 'fairwork-cloudwork'].direction.supplies",
    "modality": "documented",
    "date": "2026-10-29"
   },
   "LV-08": {
    "kind": "archive",
    "quote": "the platforms rated (16, including Upwork, Amazon Mechanical Turk, Fiverr, Remotasks, Appen, Clickworker, Prolific) and the requesters or clients who post work on them",
    "deposit": null,
    "source_label": "Labor Vector meta-aggregator record: Fairwork Cloudwork Ratings (https://www.laborvector.org/aggregators/fairwork-cloudwork/), editor Lee Sharks, census compiled 2026-10-29, schema 1.0",
    "record": "https://www.laborvector.org/aggregators/fairwork-cloudwork/",
    "locus": "census.json rows[slug == 'fairwork-cloudwork'].direction.directs",
    "modality": "interpretation",
    "date": "2026-10-29"
   },
   "F27": {
    "kind": "field",
    "quote": "One growing and increasingly notable sector of … cloudwork is data services for artificial intelligence … development in international supply chains.",
    "source": "B1",
    "source_label": "University of Oxford — Fairwork Cloudwork Ratings 2025",
    "locus": "Theme in Focus, 'Data work' (p. 21, left column)",
    "modality": "documented"
   },
   "F28": {
    "kind": "field",
    "quote": "the clients requesting this work are the world’s leading … AI companies, such as Amazon, Google, Microsoft, and … Nvidia.",
    "source": "B1",
    "source_label": "University of Oxford — Fairwork Cloudwork Ratings 2025",
    "locus": "Theme in Focus, 'Data work' (p. 21, left column)",
    "modality": "documented"
   },
   "F48": {
    "kind": "field",
    "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",
    "source": "B6",
    "source_label": "The Global Recruiter — Cloudwork fails to meet standards",
    "locus": "news item ¶2",
    "modality": "attributed"
   },
   "F57": {
    "kind": "field",
    "quote": "There is nothing “artificial” about the immense amount of human labour that builds, supports, and maintains AI systems.",
    "source": "B9",
    "source_label": "Fairwork — Fairwork AI",
    "locus": "Fairwork AI, 'Understanding the Labour Behind AI' ¶1",
    "modality": "stipulation"
   },
   "O18-01": {
    "kind": "archive",
    "quote": "Content moderators perform semantic labor in its most brutal form: sorting meaning under conditions designed to be invisible. … Meaning is not \"immaterial.\" It is produced by bodies, at metabolic cost, under conditions of potential harm.",
    "deposit": 18,
    "source_label": "#18 The Semantic Economy: A Marxian Accounting Framework for the Production, Extraction, and Exhaustion of Meaning as Value",
    "record": "https://www.alexanarch.org/s/records/18/",
    "locus": "Part I §I.4d, ¶ after the review of Gillespie, Roberts and Qiu (para 28)",
    "modality": "interpretation",
    "date": "2026-02-20"
   },
   "O623-01": {
    "kind": "archive",
    "quote": "Second, semantic extraction has real consequences for real workers. The Wikidata volunteers, the content moderators, the data labelers performing RLHF — their labor is extracted, and they experience the effects of non-compensation materially.",
    "deposit": 623,
    "source_label": "#623 Semantic Infrastructure: From Tim Berners-Lee to the Semantic Economy — Bridging Technical and Political-Economic Frameworks",
    "record": "https://www.alexanarch.org/s/records/623/",
    "locus": "the second reason, on semantic extraction and workers (para 71)",
    "modality": "interpretation",
    "date": "2026-04-01"
   },
   "O163-01": {
    "kind": "archive",
    "quote": "Ghost work is *ground-truth labor*: the labor of telling the model what is already known to be true. The labor type at issue here is *variance-generative labor*: the labor of producing new conceptual structures that the model cannot generate from its own distribution.",
    "deposit": 163,
    "source_label": "#163 The Neglected Author as Tail-Preserving Labor: A Coupling Hypothesis on Recognition Bias, Tail-Renewal Value, and the AI-Era Decoupling of Uptake from Consecration",
    "record": "https://www.alexanarch.org/s/records/163/",
    "locus": "§ on the labor architecture of AI (para 40)",
    "modality": "stipulation",
    "date": "2026-06-08"
   },
   "O163-02": {
    "kind": "archive",
    "quote": "Ghost work scales: more workers labeling more images produces more training data of the same kind. … Ghost work is paid badly; variance-generative labor is not paid at all because acknowledging it as labor would require acknowledging the producer as a sovereign source.",
    "deposit": 163,
    "source_label": "#163 The Neglected Author as Tail-Preserving Labor: A Coupling Hypothesis on Recognition Bias, Tail-Renewal Value, and the AI-Era Decoupling of Uptake from Consecration",
    "record": "https://www.alexanarch.org/s/records/163/",
    "locus": "§ on the labor architecture of AI (para 40)",
    "modality": "interpretation",
    "date": "2026-06-08"
   },
   "O533-01": {
    "kind": "archive",
    "quote": "Map each source of semantic labor — participants, annotators, integration engineers, compliance teams, users who re-prompt and re-frame. If the framework does not name these sources, the bearing-cost is concealed. Concealed bearing-cost is the first marker of extraction.",
    "deposit": 533,
    "source_label": "#533 The Groundskeeper's Treatise: A Diagnostic Reading of Platform Stewardship Theory through the Semantic Economy",
    "record": "https://www.alexanarch.org/s/records/533/",
    "locus": "Diagnostic procedure, Step 1 (para 83)",
    "modality": "interpretation",
    "date": "2026-03-04"
   },
   "O144-01": {
    "kind": "archive",
    "quote": "*Where it stops:* at task-labor — annotation, moderation, the edge-case fix. … It names the erased worker; it cannot name that the erased thing is the provenance of meaning.",
    "deposit": 144,
    "source_label": "#144 The Administrators of Meaning: A Total Axial Negation Graph",
    "record": "https://www.alexanarch.org/s/records/144/",
    "locus": "node on Gray & Suri, Ghost Work, and Rahman & Sultana (para 27)",
    "modality": "interpretation",
    "date": "2026-06-02"
   },
   "O1545-02": {
    "kind": "archive",
    "quote": "Teachers/translators/moderators/annotators → semantic labor → infrastructure control → **SP**.",
    "deposit": 1545,
    "source_label": "#1545 EA-MPAI-SEMANTIC-PROLETARIAT-01 v1.0 — The Semantic Proletariat Is a Class Relation, Not a Demographic",
    "record": "https://www.alexanarch.org/s/records/1545/",
    "locus": "MPAI bridge paths (para 83)",
    "modality": "interpretation",
    "date": "2026-08-25"
   },
   "O1545-01": {
    "kind": "archive",
    "quote": "**Semantic Proletariat is not:** content creators · knowledge workers · the creative class · AI annotators · gig workers · platform users",
    "deposit": 1545,
    "source_label": "#1545 EA-MPAI-SEMANTIC-PROLETARIAT-01 v1.0 — The Semantic Proletariat Is a Class Relation, Not a Demographic",
    "record": "https://www.alexanarch.org/s/records/1545/",
    "locus": "'Semantic Proletariat is not' (para 79)",
    "modality": "stipulation",
    "date": "2026-08-25"
   },
   "F15": {
    "kind": "field",
    "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.",
    "source": "B1",
    "source_label": "University of Oxford — Fairwork Cloudwork Ratings 2025",
    "locus": "Methods ¶1 (p. 8, right column)",
    "modality": "stipulation"
   },
   "F17": {
    "kind": "field",
    "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.",
    "source": "B1",
    "source_label": "University of Oxford — Fairwork Cloudwork Ratings 2025",
    "locus": "'Platform manager evidence' (p. 9, left column)",
    "modality": "self-description"
   },
   "LV-20": {
    "kind": "archive",
    "quote": "where platform managers do not engage, scoring rests on desk research and worker surveys",
    "deposit": null,
    "source_label": "Labor Vector meta-aggregator record: Fairwork Cloudwork Ratings (https://www.laborvector.org/aggregators/fairwork-cloudwork/), editor Lee Sharks, census compiled 2026-10-29, schema 1.0",
    "record": "https://www.laborvector.org/aggregators/fairwork-cloudwork/",
    "locus": "census.json rows[slug == 'fairwork-cloudwork'].stated_limits[2]",
    "modality": "self-description",
    "date": "2026-10-29"
   },
   "F16": {
    "kind": "field",
    "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",
    "source": "B1",
    "source_label": "University of Oxford — Fairwork Cloudwork Ratings 2025",
    "locus": "'Putting it all together' (p. 10, left column)",
    "modality": "stipulation"
   },
   "LV-10": {
    "kind": "archive",
    "quote": "desk research (public information and platforms' contractual terms), platform manager evidence (questionnaire and interviews), and worker surveys; scores decided collectively by the core team and peer-reviewed; a point is awarded only on clear evidence",
    "deposit": null,
    "source_label": "Labor Vector meta-aggregator record: Fairwork Cloudwork Ratings (https://www.laborvector.org/aggregators/fairwork-cloudwork/), editor Lee Sharks, census compiled 2026-10-29, schema 1.0",
    "record": "https://www.laborvector.org/aggregators/fairwork-cloudwork/",
    "locus": "census.json rows[slug == 'fairwork-cloudwork'].method",
    "modality": "stipulation",
    "date": "2026-10-29"
   },
   "F59": {
    "kind": "field",
    "quote": "They are given a chance to respond and provide evidence, earning points only if they meet the criteria for each principle.",
    "source": "B10",
    "source_label": "Fairwork — home page",
    "locus": "home, search tool note",
    "modality": "stipulation"
   },
   "LV-27": {
    "kind": "archive",
    "quote": "the report as a PDF on fairwork.oii.ox.ac.uk; a platform search tool on the Fairwork home page; the Principles and methodology pages",
    "deposit": null,
    "source_label": "Labor Vector meta-aggregator record: Fairwork Cloudwork Ratings (https://www.laborvector.org/aggregators/fairwork-cloudwork/), editor Lee Sharks, census compiled 2026-10-29, schema 1.0",
    "record": "https://www.laborvector.org/aggregators/fairwork-cloudwork/",
    "locus": "census.json rows[slug == 'fairwork-cloudwork'].data_access",
    "modality": "documented",
    "date": "2026-10-29"
   },
   "F20": {
    "kind": "field",
    "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.",
    "source": "B1",
    "source_label": "University of Oxford — Fairwork Cloudwork Ratings 2025",
    "locus": "'Worker surveys' (p. 9, left column)",
    "modality": "documented"
   },
   "LV-11": {
    "kind": "archive",
    "quote": "period\": \"survey data collected February 2024 to January 2025; changes counted since the July 2023 report",
    "deposit": null,
    "source_label": "Labor Vector meta-aggregator record: Fairwork Cloudwork Ratings (https://www.laborvector.org/aggregators/fairwork-cloudwork/), editor Lee Sharks, census compiled 2026-10-29, schema 1.0",
    "record": "https://www.laborvector.org/aggregators/fairwork-cloudwork/",
    "locus": "census.json rows[slug == 'fairwork-cloudwork'].coverage",
    "modality": "documented",
    "date": "2026-10-29"
   },
   "LV-12": {
    "kind": "archive",
    "quote": "value\": \"16 cloudwork platforms rated; 776 worker survey responses in 100 countries",
    "deposit": null,
    "source_label": "Labor Vector meta-aggregator record: Fairwork Cloudwork Ratings (https://www.laborvector.org/aggregators/fairwork-cloudwork/), editor Lee Sharks, census compiled 2026-10-29, schema 1.0",
    "record": "https://www.laborvector.org/aggregators/fairwork-cloudwork/",
    "locus": "census.json rows[slug == 'fairwork-cloudwork'].count",
    "modality": "documented",
    "date": "2026-10-29"
   },
   "F18": {
    "kind": "field",
    "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.",
    "source": "B1",
    "source_label": "University of Oxford — Fairwork Cloudwork Ratings 2025",
    "locus": "'How we score' (p. 10, right column)",
    "modality": "self-description"
   },
   "LV-19": {
    "kind": "archive",
    "quote": "failing to achieve a point does not necessarily mean a platform fails the principle; it means no evidence was found",
    "deposit": null,
    "source_label": "Labor Vector meta-aggregator record: Fairwork Cloudwork Ratings (https://www.laborvector.org/aggregators/fairwork-cloudwork/), editor Lee Sharks, census compiled 2026-10-29, schema 1.0",
    "record": "https://www.laborvector.org/aggregators/fairwork-cloudwork/",
    "locus": "census.json rows[slug == 'fairwork-cloudwork'].stated_limits[1]",
    "modality": "self-description",
    "date": "2026-10-29"
   },
   "LV-31": {
    "kind": "archive",
    "quote": "NOT a finding of non-compliance where a point is missing",
    "deposit": null,
    "source_label": "Labor Vector meta-aggregator record: Fairwork Cloudwork Ratings (https://www.laborvector.org/aggregators/fairwork-cloudwork/), editor Lee Sharks, census compiled 2026-10-29, schema 1.0",
    "record": "https://www.laborvector.org/aggregators/fairwork-cloudwork/",
    "locus": "census.json rows[slug == 'fairwork-cloudwork'].negative_tags[1]",
    "modality": "stipulation",
    "date": "2026-10-29"
   },
   "F19": {
    "kind": "field",
    "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,",
    "source": "B1",
    "source_label": "University of Oxford — Fairwork Cloudwork Ratings 2025",
    "locus": "'Worker surveys' (p. 9, right column)",
    "modality": "self-description"
   },
   "LV-18": {
    "kind": "archive",
    "quote": "the worker surveys do not aim to be representative",
    "deposit": null,
    "source_label": "Labor Vector meta-aggregator record: Fairwork Cloudwork Ratings (https://www.laborvector.org/aggregators/fairwork-cloudwork/), editor Lee Sharks, census compiled 2026-10-29, schema 1.0",
    "record": "https://www.laborvector.org/aggregators/fairwork-cloudwork/",
    "locus": "census.json rows[slug == 'fairwork-cloudwork'].stated_limits[0]",
    "modality": "self-description",
    "date": "2026-10-29"
   },
   "LV-30": {
    "kind": "archive",
    "quote": "NOT a representative survey of cloudworkers",
    "deposit": null,
    "source_label": "Labor Vector meta-aggregator record: Fairwork Cloudwork Ratings (https://www.laborvector.org/aggregators/fairwork-cloudwork/), editor Lee Sharks, census compiled 2026-10-29, schema 1.0",
    "record": "https://www.laborvector.org/aggregators/fairwork-cloudwork/",
    "locus": "census.json rows[slug == 'fairwork-cloudwork'].negative_tags[0]",
    "modality": "stipulation",
    "date": "2026-10-29"
   },
   "F4": {
    "kind": "field",
    "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.",
    "source": "B1",
    "source_label": "University of Oxford — Fairwork Cloudwork Ratings 2025",
    "locus": "Key findings ¶1 (p. 4)",
    "modality": "documented"
   },
   "F6": {
    "kind": "field",
    "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).",
    "source": "B1",
    "source_label": "University of Oxford — Fairwork Cloudwork Ratings 2025",
    "locus": "'How platforms performed on the five principles' ¶1 (p. 12)",
    "modality": "documented"
   },
   "LV-13": {
    "kind": "archive",
    "quote": "three platforms scored 8 and two scored 7 out of 10; Amazon Mechanical Turk, Freelancer and Microworkers scored 0",
    "deposit": null,
    "source_label": "Labor Vector meta-aggregator record: Fairwork Cloudwork Ratings (https://www.laborvector.org/aggregators/fairwork-cloudwork/), editor Lee Sharks, census compiled 2026-10-29, schema 1.0",
    "record": "https://www.laborvector.org/aggregators/fairwork-cloudwork/",
    "locus": "census.json rows[slug == 'fairwork-cloudwork'].findings[0]",
    "modality": "documented",
    "date": "2026-10-29"
   },
   "F7": {
    "kind": "field",
    "quote": "Upwork 1 Amazon Mechanical Turk 0 Freelancer 0 Microworkers 0",
    "source": "B1",
    "source_label": "University of Oxford — Fairwork Cloudwork Ratings 2025",
    "locus": "league table 'Fairwork Cloudwork Ratings 2025' (p. 11)",
    "modality": "documented"
   },
   "LV-35": {
    "kind": "archive",
    "quote": "rel\": \"neighbour\", \"target\": \"turkopticon",
    "deposit": null,
    "source_label": "Labor Vector meta-aggregator record: Fairwork Cloudwork Ratings (https://www.laborvector.org/aggregators/fairwork-cloudwork/), editor Lee Sharks, census compiled 2026-10-29, schema 1.0",
    "record": "https://www.laborvector.org/aggregators/fairwork-cloudwork/",
    "locus": "census.json rows[slug == 'fairwork-cloudwork'].relations[0]",
    "modality": "documented",
    "date": "2026-10-29"
   },
   "F31": {
    "kind": "field",
    "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.",
    "source": "B1",
    "source_label": "University of Oxford — Fairwork Cloudwork Ratings 2025",
    "locus": "Theme in Focus (p. 20, left column)",
    "modality": "documented"
   },
   "F5": {
    "kind": "field",
    "quote": "the remaining nine platforms, the final scores did not surpass 2 out of 10 points.",
    "source": "B1",
    "source_label": "University of Oxford — Fairwork Cloudwork Ratings 2025",
    "locus": "Executive Summary ¶3 (p. 3, left column)",
    "modality": "documented"
   },
   "LV-23": {
    "kind": "archive",
    "quote": "the executive summary says the remaining nine platforms scored no more than 2, the key findings say eight (the league table shows eight)",
    "deposit": null,
    "source_label": "Labor Vector meta-aggregator record: Fairwork Cloudwork Ratings (https://www.laborvector.org/aggregators/fairwork-cloudwork/), editor Lee Sharks, census compiled 2026-10-29, schema 1.0",
    "record": "https://www.laborvector.org/aggregators/fairwork-cloudwork/",
    "locus": "census.json rows[slug == 'fairwork-cloudwork'].stated_limits[5]",
    "modality": "documented",
    "date": "2026-10-29"
   },
   "F42": {
    "kind": "field",
    "quote": "ComeUp 8 Elharefa 8 Translated 8 Terawork 7 Prolific 5",
    "source": "B4",
    "source_label": "University of Oxford — Cloudwork - Fairwork - University of Oxford",
    "locus": "Cloudwork ratings page, 2025 score list",
    "modality": "documented"
   },
   "F8": {
    "kind": "field",
    "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.",
    "source": "B1",
    "source_label": "University of Oxford — Fairwork Cloudwork Ratings 2025",
    "locus": "Key findings, Fair Pay ¶1 (p. 4)",
    "modality": "documented"
   },
   "F9": {
    "kind": "field",
    "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.",
    "source": "B1",
    "source_label": "University of Oxford — Fairwork Cloudwork Ratings 2025",
    "locus": "Key findings, Fair Pay ¶2 (p. 4)",
    "modality": "documented"
   },
   "LV-14": {
    "kind": "archive",
    "quote": "four platforms met threshold 1.2 (the majority of workers earn at least the local minimum wage)",
    "deposit": null,
    "source_label": "Labor Vector meta-aggregator record: Fairwork Cloudwork Ratings (https://www.laborvector.org/aggregators/fairwork-cloudwork/), editor Lee Sharks, census compiled 2026-10-29, schema 1.0",
    "record": "https://www.laborvector.org/aggregators/fairwork-cloudwork/",
    "locus": "census.json rows[slug == 'fairwork-cloudwork'].findings[1]",
    "modality": "documented",
    "date": "2026-10-29"
   },
   "F49": {
    "kind": "field",
    "quote": "Only 4 out of 16 platforms (25 per cent) could show that workers consistently earn at least the local minimum wage after costs.",
    "source": "B6",
    "source_label": "The Global Recruiter — Cloudwork fails to meet standards",
    "locus": "news item ¶3",
    "modality": "attributed"
   },
   "F10": {
    "kind": "field",
    "quote": "Nine platforms were awarded points in this threshold concerning measures to avoid unreasonable levels of competition between workers, overwork, and unpaid labour.",
    "source": "B1",
    "source_label": "University of Oxford — Fairwork Cloudwork Ratings 2025",
    "locus": "Threshold 2.1 (p. 13)",
    "modality": "documented"
   },
   "F11": {
    "kind": "field",
    "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.",
    "source": "B1",
    "source_label": "University of Oxford — Fairwork Cloudwork Ratings 2025",
    "locus": "Threshold 3.1 ¶2 (p. 14)",
    "modality": "documented"
   },
   "F50": {
    "kind": "field",
    "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.",
    "source": "B6",
    "source_label": "The Global Recruiter — Cloudwork fails to meet standards",
    "locus": "news item ¶5",
    "modality": "attributed"
   },
   "F12": {
    "kind": "field",
    "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.",
    "source": "B1",
    "source_label": "University of Oxford — Fairwork Cloudwork Ratings 2025",
    "locus": "Key findings, Fair Representation (p. 5)",
    "modality": "documented"
   },
   "LV-15": {
    "kind": "archive",
    "quote": "no platform received the second representation point (collective governance or bargaining)",
    "deposit": null,
    "source_label": "Labor Vector meta-aggregator record: Fairwork Cloudwork Ratings (https://www.laborvector.org/aggregators/fairwork-cloudwork/), editor Lee Sharks, census compiled 2026-10-29, schema 1.0",
    "record": "https://www.laborvector.org/aggregators/fairwork-cloudwork/",
    "locus": "census.json rows[slug == 'fairwork-cloudwork'].findings[2]",
    "modality": "documented",
    "date": "2026-10-29"
   },
   "F51": {
    "kind": "field",
    "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.",
    "source": "B6",
    "source_label": "The Global Recruiter — Cloudwork fails to meet standards",
    "locus": "news item ¶6–7",
    "modality": "attributed"
   },
   "F60": {
    "kind": "field",
    "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.",
    "source": "B10",
    "source_label": "Fairwork — home page",
    "locus": "home, 'Fairwork Principles', Fair Representation",
    "modality": "stipulation"
   },
   "LV-26": {
    "kind": "archive",
    "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.",
    "deposit": null,
    "source_label": "Labor Vector meta-aggregator record: Fairwork Cloudwork Ratings (https://www.laborvector.org/aggregators/fairwork-cloudwork/), editor Lee Sharks, census compiled 2026-10-29, schema 1.0",
    "record": "https://www.laborvector.org/aggregators/fairwork-cloudwork/",
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    "modality": "interpretation",
    "date": "2026-10-29"
   },
   "F13": {
    "kind": "field",
    "quote": "The growing number of platforms acknowledging freedom of association was a result of Fairwork’s engagement.",
    "source": "B1",
    "source_label": "University of Oxford — Fairwork Cloudwork Ratings 2025",
    "locus": "Threshold 5.1 ¶2 (p. 15)",
    "modality": "interpretation"
   },
   "F14": {
    "kind": "field",
    "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.",
    "source": "B1",
    "source_label": "University of Oxford — Fairwork Cloudwork Ratings 2025",
    "locus": "'Impact and next steps' (p. 30, left column)",
    "modality": "documented"
   },
   "LV-16": {
    "kind": "archive",
    "quote": "56 changes were adopted by platforms since the last report, estimated to affect over two million workers",
    "deposit": null,
    "source_label": "Labor Vector meta-aggregator record: Fairwork Cloudwork Ratings (https://www.laborvector.org/aggregators/fairwork-cloudwork/), editor Lee Sharks, census compiled 2026-10-29, schema 1.0",
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    "modality": "documented",
    "date": "2026-10-29"
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   "F52": {
    "kind": "field",
    "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.",
    "source": "B6",
    "source_label": "The Global Recruiter — Cloudwork fails to meet standards",
    "locus": "news item ¶8",
    "modality": "attributed"
   },
   "F44": {
    "kind": "field",
    "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.",
    "source": "B4",
    "source_label": "University of Oxford — Cloudwork - Fairwork - University of Oxford",
    "locus": "Cloudwork ratings page, report text ¶3",
    "modality": "interpretation"
   },
   "F21": {
    "kind": "field",
    "quote": "Of the pool of survey respondents, 31.2% reported … experiencing non-payment situations and 38% reported … experiencing late-payment situations,",
    "source": "B1",
    "source_label": "University of Oxford — Fairwork Cloudwork Ratings 2025",
    "locus": "Theme in Focus (p. 20, right column)",
    "modality": "documented"
   },
   "F22": {
    "kind": "field",
    "quote": "Workers from the Global South also experience … discrimination and distrust when competing with … workers from other regions.",
    "source": "B1",
    "source_label": "University of Oxford — Fairwork Cloudwork Ratings 2025",
    "locus": "Theme in Focus (p. 20, right column)",
    "modality": "documented"
   },
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    "deposit": null,
    "source_label": "Capture Registry (EA-WG-CAPTURES-01), entry fairwork-cloudwork-ratings-aio-20261029 (OBS-65077a500a26, AXN:0AEC.CAPTURE.📜♣️🪨🧊🌊🔝)",
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    "date": "2026-10-29"
   },
   "F23": {
    "kind": "field",
    "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%),",
    "source": "B1",
    "source_label": "University of Oxford — Fairwork Cloudwork Ratings 2025",
    "locus": "Theme in Focus (p. 23, left column)",
    "modality": "documented"
   },
   "LV-17": {
    "kind": "archive",
    "quote": "of 448 respondents asked which rights matter most, 33.3% named receiving at least the local minimum wage",
    "deposit": null,
    "source_label": "Labor Vector meta-aggregator record: Fairwork Cloudwork Ratings (https://www.laborvector.org/aggregators/fairwork-cloudwork/), editor Lee Sharks, census compiled 2026-10-29, schema 1.0",
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    "locus": "census.json rows[slug == 'fairwork-cloudwork'].findings[4]",
    "modality": "documented",
    "date": "2026-10-29"
   },
   "F30": {
    "kind": "field",
    "quote": "of how governance initiatives adopted by platforms … themselves are insufficient in most cases to ensure basic … compensation rights to those workers.",
    "source": "B1",
    "source_label": "University of Oxford — Fairwork Cloudwork Ratings 2025",
    "locus": "Theme in Focus (p. 20, right column)",
    "modality": "interpretation"
   },
   "F29": {
    "kind": "field",
    "quote": "Platform work … studies have highlighted how algorithmic management … accentuates opacity in decisions affecting workers.",
    "source": "B1",
    "source_label": "University of Oxford — Fairwork Cloudwork Ratings 2025",
    "locus": "Theme in Focus (p. 21, left column)",
    "modality": "attributed"
   },
   "F53": {
    "kind": "field",
    "quote": "Voluntary improvements have happened but have proved insufficient and will never be enough.",
    "source": "B6",
    "source_label": "The Global Recruiter — Cloudwork fails to meet standards",
    "locus": "news item ¶10 (Valente)",
    "modality": "attributed"
   },
   "LV-24": {
    "kind": "archive",
    "quote": "[\"whether a named cloudwork platform shows evidence of meeting each Fairwork threshold\", \"which platform policies changed during the scoring dialogue\", \"which rights surveyed cloudworkers rank highest\"]",
    "deposit": null,
    "source_label": "Labor Vector meta-aggregator record: Fairwork Cloudwork Ratings (https://www.laborvector.org/aggregators/fairwork-cloudwork/), editor Lee Sharks, census compiled 2026-10-29, schema 1.0",
    "record": "https://www.laborvector.org/aggregators/fairwork-cloudwork/",
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    "modality": "interpretation",
    "date": "2026-10-29"
   },
   "LV-25": {
    "kind": "archive",
    "quote": "[\"the share of cloudworkers earning below minimum wage across the market\", \"whether a platform with no point actually violates the principle\", \"the conditions of AI data work at business process outsourcing companies outside the platforms rated\"]",
    "deposit": null,
    "source_label": "Labor Vector meta-aggregator record: Fairwork Cloudwork Ratings (https://www.laborvector.org/aggregators/fairwork-cloudwork/), editor Lee Sharks, census compiled 2026-10-29, schema 1.0",
    "record": "https://www.laborvector.org/aggregators/fairwork-cloudwork/",
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    "modality": "interpretation",
    "date": "2026-10-29"
   },
   "LV-09": {
    "kind": "archive",
    "quote": "not recorded as a quantity; the report records which platforms meet pay thresholds (four of 16 met the local minimum wage threshold) and names leading AI companies among the clients of AI data work",
    "deposit": null,
    "source_label": "Labor Vector meta-aggregator record: Fairwork Cloudwork Ratings (https://www.laborvector.org/aggregators/fairwork-cloudwork/), editor Lee Sharks, census compiled 2026-10-29, schema 1.0",
    "record": "https://www.laborvector.org/aggregators/fairwork-cloudwork/",
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    "modality": "interpretation",
    "date": "2026-10-29"
   },
   "LV-38": {
    "kind": "archive",
    "quote": "pay and conditions on the platforms rated, against minimum standards … No record in the census measures the distribution of productivity gains between workers, employers, platforms and model providers.",
    "deposit": null,
    "source_label": "Labor Vector meta-aggregator record: Fairwork Cloudwork Ratings (https://www.laborvector.org/aggregators/fairwork-cloudwork/), editor Lee Sharks, census compiled 2026-10-29, schema 1.0",
    "record": "https://www.laborvector.org/aggregators/fairwork-cloudwork/",
    "locus": "questions.json questions[id == 'who-gains'].resources[slug == 'fairwork-cloudwork'].role, .gap",
    "modality": "interpretation",
    "date": "2026-10-29"
   },
   "LV-37": {
    "kind": "archive",
    "quote": "platforms rated against five fair-work principles, with a survey of 776 cloudworkers … None gives wages or conditions at the scale of the industry, or how much of a given system's training data any reported work produced.",
    "deposit": null,
    "source_label": "Labor Vector meta-aggregator record: Fairwork Cloudwork Ratings (https://www.laborvector.org/aggregators/fairwork-cloudwork/), editor Lee Sharks, census compiled 2026-10-29, schema 1.0",
    "record": "https://www.laborvector.org/aggregators/fairwork-cloudwork/",
    "locus": "questions.json questions[id == 'who-makes-ai'].resources[slug == 'fairwork-cloudwork'].role, .gap",
    "modality": "interpretation",
    "date": "2026-10-29"
   },
   "F32": {
    "kind": "field",
    "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).",
    "source": "B1",
    "source_label": "University of Oxford — Fairwork Cloudwork Ratings 2025",
    "locus": "'The Fairwork Project' (p. 8, left column)",
    "modality": "documented"
   },
   "LV-34": {
    "kind": "archive",
    "quote": "the Fairwork project, based at the Oxford Internet Institute, University of Oxford, and the WZB Berlin Social Science Center; funded by BMZ, commissioned by GIZ",
    "deposit": null,
    "source_label": "Labor Vector meta-aggregator record: Fairwork Cloudwork Ratings (https://www.laborvector.org/aggregators/fairwork-cloudwork/), editor Lee Sharks, census compiled 2026-10-29, schema 1.0",
    "record": "https://www.laborvector.org/aggregators/fairwork-cloudwork/",
    "locus": "census.json rows[slug == 'fairwork-cloudwork'].operator",
    "modality": "documented",
    "date": "2026-10-29"
   },
   "F33": {
    "kind": "field",
    "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",
    "source": "B1",
    "source_label": "University of Oxford — Fairwork Cloudwork Ratings 2025",
    "locus": "'The Fairwork Project' (p. 8, left column)",
    "modality": "documented"
   },
   "LV-29": {
    "kind": "archive",
    "quote": "2018 (the five principles, at a multi-stakeholder workshop at the ILO); cloudwork principles 2020",
    "deposit": null,
    "source_label": "Labor Vector meta-aggregator record: Fairwork Cloudwork Ratings (https://www.laborvector.org/aggregators/fairwork-cloudwork/), editor Lee Sharks, census compiled 2026-10-29, schema 1.0",
    "record": "https://www.laborvector.org/aggregators/fairwork-cloudwork/",
    "locus": "census.json rows[slug == 'fairwork-cloudwork'].founded",
    "modality": "documented",
    "date": "2026-10-29"
   },
   "F39": {
    "kind": "field",
    "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.",
    "source": "B2",
    "source_label": "Wissenschaftszentrum Berlin für Sozialforschung | WZB — New Fairwork Cloudwork Rating | WZB",
    "locus": "news item ¶3",
    "modality": "stipulation"
   },
   "F55": {
    "kind": "field",
    "quote": "A non-profit spun out of the Oxford Internet Institute (OII) & Berlin Social Science Center (WZB).",
    "source": "B8",
    "source_label": "fair.work — Fairwork Certification | Independent certification for the labour behind AI",
    "locus": "fair.work home, hero",
    "modality": "stipulation"
   },
   "F38": {
    "kind": "field",
    "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.",
    "source": "B2",
    "source_label": "Wissenschaftszentrum Berlin für Sozialforschung | WZB — New Fairwork Cloudwork Rating | WZB",
    "locus": "news item 'New Fairwork Cloudwork Rating' ¶1–2 (25.8.2022)",
    "modality": "documented"
   },
   "F41": {
    "kind": "field",
    "quote": "Fairwork Cloudwork Ratings 2022: Work in the Plenatary Labour Market … Kelle Howson … Mark Graham … Number of pages … 34",
    "source": "B3",
    "source_label": "King's College London — Fairwork Cloudwork Ratings 2022: Work in the Plenatary Labour Market - King's College London",
    "locus": "Research portal record, title and authors",
    "modality": "documented"
   },
   "F40": {
    "kind": "field",
    "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.",
    "source": "B3",
    "source_label": "King's College London — Fairwork Cloudwork Ratings 2022: Work in the Plenatary Labour Market - King's College London",
    "locus": "Research portal record, Abstract",
    "modality": "stipulation"
   },
   "F64": {
    "kind": "field",
    "quote": "Cloudwork 2025 2023 2022 2021",
    "source": "B4",
    "source_label": "University of Oxford — Cloudwork - Fairwork - University of Oxford",
    "locus": "Cloudwork ratings page, edition tabs",
    "modality": "documented"
   },
   "F43": {
    "kind": "field",
    "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.",
    "source": "B4",
    "source_label": "University of Oxford — Cloudwork - Fairwork - University of Oxford",
    "locus": "Cloudwork ratings page, report text",
    "modality": "stipulation"
   },
   "F45": {
    "kind": "field",
    "quote": "Report Launch: Fairwork Cloudwork Ratings 2023",
    "source": "B5",
    "source_label": "YouTube·Fairwork — Report Launch: Fairwork Cloudwork Ratings 2023",
    "locus": "video card title (YouTube · Fairwork, 01:31:20)",
    "modality": "documented"
   },
   "LV-28": {
    "kind": "archive",
    "quote": "state\": \"active\", \"detail\": \"Cloudwork Ratings 2025 is the third cloudwork report (earlier reports 2021 and 2023); Fairwork published Germany Ratings 2026 and offers an AI supply chain certification scheme",
    "deposit": null,
    "source_label": "Labor Vector meta-aggregator record: Fairwork Cloudwork Ratings (https://www.laborvector.org/aggregators/fairwork-cloudwork/), editor Lee Sharks, census compiled 2026-10-29, schema 1.0",
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    "modality": "documented",
    "date": "2026-10-29"
   },
   "F63": {
    "kind": "field",
    "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",
    "source": "B1",
    "source_label": "University of Oxford — Fairwork Cloudwork Ratings 2025",
    "locus": "'Desk research' (p. 9, left column)",
    "modality": "documented"
   },
   "F61": {
    "kind": "field",
    "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.",
    "source": "B10",
    "source_label": "Fairwork — home page",
    "locus": "home, 'Location-based platform work' and 'Artificial intelligence (AI)'",
    "modality": "documented"
   },
   "LV-32": {
    "kind": "archive",
    "quote": "NOT the Fairwork AI Principles for workplace AI deployment, a separate Fairwork strand",
    "deposit": null,
    "source_label": "Labor Vector meta-aggregator record: Fairwork Cloudwork Ratings (https://www.laborvector.org/aggregators/fairwork-cloudwork/), editor Lee Sharks, census compiled 2026-10-29, schema 1.0",
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    "modality": "stipulation",
    "date": "2026-10-29"
   },
   "LV-33": {
    "kind": "archive",
    "quote": "NOT the location-based platform ratings (38 countries)",
    "deposit": null,
    "source_label": "Labor Vector meta-aggregator record: Fairwork Cloudwork Ratings (https://www.laborvector.org/aggregators/fairwork-cloudwork/), editor Lee Sharks, census compiled 2026-10-29, schema 1.0",
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    "date": "2026-10-29"
   },
   "F54": {
    "kind": "field",
    "quote": "Fairwork independently certifies the firms that commission this work, based on evidence including the voices of the workers themselves.",
    "source": "B8",
    "source_label": "fair.work — Fairwork Certification | Independent certification for the labour behind AI",
    "locus": "fair.work home, hero",
    "modality": "stipulation"
   },
   "F34": {
    "kind": "field",
    "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.",
    "source": "B1",
    "source_label": "University of Oxford — Fairwork Cloudwork Ratings 2025",
    "locus": "'Certification' (p. 37, left column)",
    "modality": "documented"
   },
   "F56": {
    "kind": "field",
    "quote": "Fair Pay … Workers earn at least the local living wage after work-related costs.",
    "source": "B8",
    "source_label": "fair.work — Fairwork Certification | Independent certification for the labour behind AI",
    "locus": "fair.work home, 'Five principles', 01",
    "modality": "stipulation"
   },
   "F35": {
    "kind": "field",
    "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.",
    "source": "B1",
    "source_label": "University of Oxford — Fairwork Cloudwork Ratings 2025",
    "locus": "Credits (p. 46, right column)",
    "modality": "self-description"
   },
   "F36": {
    "kind": "field",
    "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.",
    "source": "B1",
    "source_label": "University of Oxford — Fairwork Cloudwork Ratings 2025",
    "locus": "Credits (p. 46)",
    "modality": "self-description"
   },
   "LV-21": {
    "kind": "archive",
    "quote": "the report contains sections in common with other Fairwork reports",
    "deposit": null,
    "source_label": "Labor Vector meta-aggregator record: Fairwork Cloudwork Ratings (https://www.laborvector.org/aggregators/fairwork-cloudwork/), editor Lee Sharks, census compiled 2026-10-29, schema 1.0",
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    "modality": "self-description",
    "date": "2026-10-29"
   },
   "F37": {
    "kind": "field",
    "quote": "At Scale, we deeply value the global community of … these improvements, we believe the evaluation remains … overly subjective in key areas.",
    "source": "B1",
    "source_label": "University of Oxford — Fairwork Cloudwork Ratings 2025",
    "locus": "Appendix II, Platform comments, Scale/Remotasks (p. 43, left column)",
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   },
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    "kind": "archive",
    "quote": "in the platform comments (Appendix II), Scale/Remotasks states the evaluation remains overly subjective in key areas",
    "deposit": null,
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   },
   "CAP-1-01": {
    "kind": "archive",
    "quote": "THE PROGRAMME HELD. The five principles, the scale out of ten, the 16 platforms of the 2025 report and the operator (based at the OII and the WZB) are the record's;",
    "deposit": null,
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    "quote": "'spun out of' is the composition's word for an operator the record gives as based at both.",
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    "source_label": "Capture Registry (EA-WG-CAPTURES-01), entry fairwork-cloudwork-ratings-aio-20261029 (OBS-65077a500a26, AXN:0AEC.CAPTURE.📜♣️🪨🧊🌊🔝)",
    "record": "https://www.alexanarch.org/captures/fairwork-cloudwork-ratings-aio-20261029/",
    "locus": "fairwork-cloudwork-ratings-aio-20261029, findings[0]",
    "modality": "interpretation",
    "date": "2026-10-29"
   },
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    "quote": "The innocent reading first. The Overview gives the ratings' publisher, principles, scale and general findings from the project's own reports, and offers a platform's score.",
    "deposit": null,
    "source_label": "Capture Registry (EA-WG-CAPTURES-01), entry fairwork-cloudwork-ratings-aio-20261029 (OBS-65077a500a26, AXN:0AEC.CAPTURE.📜♣️🪨🧊🌊🔝)",
    "record": "https://www.alexanarch.org/captures/fairwork-cloudwork-ratings-aio-20261029/",
    "locus": "fairwork-cloudwork-ratings-aio-20261029, reading",
    "modality": "interpretation",
    "date": "2026-10-29"
   },
   "CAP-1-04": {
    "kind": "archive",
    "quote": "THE SCORES ABSENT. The ratings exist to score named platforms: … The composition offers 'a specific platform's score' and gives none.",
    "deposit": null,
    "source_label": "Capture Registry (EA-WG-CAPTURES-01), entry fairwork-cloudwork-ratings-aio-20261029 (OBS-65077a500a26, AXN:0AEC.CAPTURE.📜♣️🪨🧊🌊🔝)",
    "record": "https://www.alexanarch.org/captures/fairwork-cloudwork-ratings-aio-20261029/",
    "locus": "fairwork-cloudwork-ratings-aio-20261029, findings[1]",
    "modality": "interpretation",
    "date": "2026-10-29"
   },
   "CAP-1-09": {
    "kind": "archive",
    "quote": "A rating programme is composed by its principles and its general verdict, without its ratings.",
    "deposit": null,
    "source_label": "Capture Registry (EA-WG-CAPTURES-01), entry fairwork-cloudwork-ratings-aio-20261029 (OBS-65077a500a26, AXN:0AEC.CAPTURE.📜♣️🪨🧊🌊🔝)",
    "record": "https://www.alexanarch.org/captures/fairwork-cloudwork-ratings-aio-20261029/",
    "locus": "fairwork-cloudwork-ratings-aio-20261029, analysis",
    "modality": "interpretation",
    "date": "2026-10-29"
   },
   "CAP-1-10": {
    "kind": "archive",
    "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.",
    "deposit": null,
    "source_label": "Capture Registry (EA-WG-CAPTURES-01), entry fairwork-cloudwork-ratings-aio-20261029 (OBS-65077a500a26, AXN:0AEC.CAPTURE.📜♣️🪨🧊🌊🔝)",
    "record": "https://www.alexanarch.org/captures/fairwork-cloudwork-ratings-aio-20261029/",
    "locus": "fairwork-cloudwork-ratings-aio-20261029, analysis",
    "modality": "interpretation",
    "date": "2026-10-29"
   },
   "CAP-1-05": {
    "kind": "archive",
    "quote": "The composition gives the improvement without its cause.",
    "deposit": null,
    "source_label": "Capture Registry (EA-WG-CAPTURES-01), entry fairwork-cloudwork-ratings-aio-20261029 (OBS-65077a500a26, AXN:0AEC.CAPTURE.📜♣️🪨🧊🌊🔝)",
    "record": "https://www.alexanarch.org/captures/fairwork-cloudwork-ratings-aio-20261029/",
    "locus": "fairwork-cloudwork-ratings-aio-20261029, findings[2]",
    "modality": "interpretation",
    "date": "2026-10-29"
   },
   "CAP-1-06": {
    "kind": "archive",
    "quote": "THE CAVEAT ABSENT. The record's negative tags keep a missing point apart from a finding of non-compliance ('failing to achieve a point does not necessarily mean a platform fails the principle') and keep the surveys apart from a representative sample. Neither reaches the composition.",
    "deposit": null,
    "source_label": "Capture Registry (EA-WG-CAPTURES-01), entry fairwork-cloudwork-ratings-aio-20261029 (OBS-65077a500a26, AXN:0AEC.CAPTURE.📜♣️🪨🧊🌊🔝)",
    "record": "https://www.alexanarch.org/captures/fairwork-cloudwork-ratings-aio-20261029/",
    "locus": "fairwork-cloudwork-ratings-aio-20261029, findings[3]",
    "modality": "interpretation",
    "date": "2026-10-29"
   },
   "CAP-1-12": {
    "kind": "archive",
    "quote": "Purpose absent: the composition gives what the ratings do and find, not what they are for (to show better and fairer platform work is possible).",
    "deposit": null,
    "source_label": "Capture Registry (EA-WG-CAPTURES-01), entry fairwork-cloudwork-ratings-aio-20261029 (OBS-65077a500a26, AXN:0AEC.CAPTURE.📜♣️🪨🧊🌊🔝)",
    "record": "https://www.alexanarch.org/captures/fairwork-cloudwork-ratings-aio-20261029/",
    "locus": "fairwork-cloudwork-ratings-aio-20261029, per_dim.read.notes",
    "modality": "interpretation",
    "date": "2026-10-29"
   },
   "CAP-1-07": {
    "kind": "archive",
    "quote": "A CARD FOR ANOTHER STRAND. The fair.work card is Fairwork's certification of 'the labour behind AI', a separate scheme the record names (its AI supply chain certification).",
    "deposit": null,
    "source_label": "Capture Registry (EA-WG-CAPTURES-01), entry fairwork-cloudwork-ratings-aio-20261029 (OBS-65077a500a26, AXN:0AEC.CAPTURE.📜♣️🪨🧊🌊🔝)",
    "record": "https://www.alexanarch.org/captures/fairwork-cloudwork-ratings-aio-20261029/",
    "locus": "fairwork-cloudwork-ratings-aio-20261029, findings[4]",
    "modality": "interpretation",
    "date": "2026-10-29"
   },
   "CAP-1-11": {
    "kind": "archive",
    "quote": "A baseline: the record landed on laborvector.org the same day (commit bf90841) and no card cites it. NEW address.",
    "deposit": null,
    "source_label": "Capture Registry (EA-WG-CAPTURES-01), entry fairwork-cloudwork-ratings-aio-20261029 (OBS-65077a500a26, AXN:0AEC.CAPTURE.📜♣️🪨🧊🌊🔝)",
    "record": "https://www.alexanarch.org/captures/fairwork-cloudwork-ratings-aio-20261029/",
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    "date": "2026-10-29"
   },
   "LV-36": {
    "kind": "archive",
    "quote": "the Fairwork Cloudwork Principles and Methodology pages\", \"the platform search tool on the home page (JavaScript)\", \"the Fairwork AI Principles and the AI supply chain evaluations (Tinkogroup 2026)\", \"the 2021 and 2023 cloudwork reports",
    "deposit": null,
    "source_label": "Labor Vector meta-aggregator record: Fairwork Cloudwork Ratings (https://www.laborvector.org/aggregators/fairwork-cloudwork/), editor Lee Sharks, census compiled 2026-10-29, schema 1.0",
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   "F62": {
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    "source": "B11",
    "source_label": "Wikipedia — Fairwork Cloudwork Ratings (no article)",
    "locus": "Wikipedia: titles 'Fairwork Cloudwork Ratings' and 'Fairwork'; article-space search",
    "modality": "documented"
   }
  },
  "note": "The knowledge object (KO): the entry as public knowledge, each sentence sourced by the claims it lists. The compression, the field-only arm, the transcript, the delta and the kernel are in the row (links.row), which is the authority."
 },
 "source": "operator, 2026-10-29: 'lets expand the research, implement the same meta aggregator function with pages... then /non entries after i get the captures'; the Labor Vector meta-aggregator entity (laborvector.org/aggregators/fairwork-cloudwork/)",
 "stage": "composed 2026-10-29 under EA-NEGONT-02 v0.9, #1690, equal case, ρ = extends (draft, not frozen; ledgers unaudited, one extractor; checked by the session and the page builder)",
 "date": "2026-10-29",
 "status": {
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  "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": []
 },
 "addresses": [
  {
   "address": "Fairwork Cloudwork Ratings",
   "address_url": "https://www.alexanarch.org/addresses/fairwork-cloudwork-ratings/",
   "register": []
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 "counts": {
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  "field_claims": 64,
  "archive_claims": 58,
  "ko_field_claims_cited": 64,
  "ko_archive_claims_cited": 58,
  "admitted_deposits": 6,
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  "traversal": {
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   "D_deposits": 0,
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   "R_deposits": 0,
   "O_direct": 0,
   "O_class": 40,
   "O_deposits": 26,
   "H_candidates": 87
  }
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 "links": {
  "record": "https://www.alexanarch.org/non/fairwork-cloudwork/",
  "table_of_contents": "https://www.alexanarch.org/non/index.json",
  "register": "https://www.alexanarch.org/datasets/negative-of-the-negative/v2/register.json",
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  "archive_ledger": "https://www.alexanarch.org/datasets/negative-of-the-negative/v2/ledgers/fairwork-cloudwork/ledger-archive.json",
  "field_ledger": "https://www.alexanarch.org/datasets/negative-of-the-negative/v2/ledgers/fairwork-cloudwork/field.json",
  "selection": "https://www.alexanarch.org/datasets/negative-of-the-negative/v2/traversal/fairwork-cloudwork/",
  "traversal": "https://www.alexanarch.org/datasets/negative-of-the-negative/v2/traversal/fairwork-cloudwork/",
  "traversal_summary": "https://www.alexanarch.org/datasets/negative-of-the-negative/v2/traversal/fairwork-cloudwork/summary.json",
  "reading": "https://www.alexanarch.org/datasets/negative-of-the-negative/v2/traversal/fairwork-cloudwork/reading.json",
  "configuration": "https://www.alexanarch.org/datasets/negative-of-the-negative/v2/panel/configs/fairwork-cloudwork.json",
  "address_page": "https://www.alexanarch.org/addresses/fairwork-cloudwork-ratings/",
  "labor_record": "https://www.laborvector.org/aggregators/fairwork-cloudwork",
  "dataset": "https://huggingface.co/datasets/leesharks/negative-of-the-negative"
 },
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 "json_url": "https://www.alexanarch.org/non/fairwork-cloudwork/entity.json",
 "spec": "https://www.alexanarch.org/s/records/1690/",
 "creator": "Lee Sharks",
 "orcid": "0009-0000-1599-0703",
 "license": "CC BY 4.0"
}