{
 "row": "data-workers-inquiry",
 "address": "Data Workers' Inquiry",
 "addresses": [
  "Data Workers' Inquiry"
 ],
 "extracted": "2026-10-29",
 "extractor": "Claude (Opus 5.5), subagent, one extractor (unaudited, §3.8)",
 "rule": "v0.9 §3.5, source-neutral: opening or abstract, defined terms, headline claims, stated limits; quotes verbatim from the saved page texts (whitespace-normalised for the check; multi-part quotes joined by ' … ', each part checked), the Wikipedia summary and wikitext, or the card's title and snippet for the four unreachable cards; 73/73 verified by script; third-party pages quoted only in short spans",
 "B_note": "The field B (§0.4, §3.1(a)), three origins kept apart: 'card', every card on the transcript's rail (B1 the project's home page; B2 DAIR's project page; B3 Instagram, unreachable; B4 the Weizenbaum Institute's video, unreachable; B5 Tech Policy Press; B6 the project's LinkedIn page; B7 the Weizenbaum Institute's project page; B8 Bot Populi; B9 SUPERRR Lab; B10 Democracy Now on TikTok, URL not found; B11 DW Stories on Facebook, URL not found); 'own_page', the census's own page T did not surface (B12, the press release, copied from the census's saved copy; the census's other two own pages, the home page and the Weizenbaum page, are cards B1 and B7, carried once each as cards); 'wikipedia', no article, the name in one external link (B13). The census read no third-party source (all three of its sources carry basis 'operator'), so there is no 'census_third_party' origin in this row.",
 "lineage_note": "Lineages: what it is (B1, B6, B7, B9); the method, after Marx's 1880 workers' inquiry, WIRM, PAR (B1, B2, B5, B7, B8); epistemic authority with the workers (B1, B2, B5, B8, B9, B12); outputs and the repository (B1, B12); scale (B1, B7, B12); whose labor (B1, B2, B6, B8, B12); the hidden labor behind AI (B3, B4, B7, B11); conditions documented (B1, B7, B8); NDAs and the risk of speaking (B5, B8, B9); consent and personal-data extraction (B1, B6); workers who perform as the machine (B1, B6, B8, B9); organizing (B1, B2, B9); policy and recognition (B2, B6, B8); operator and partners (B5, B7, B10, B12); period and continuation (B5, B6, B12); stated limits (B8); reception, the encyclopedia (B13). The census's kind, self-description, methodology, count, labor_object and findings quotes restate B1, B7 and B12 (one lineage each with the page; the page keeps the earliest date).",
 "pages": "saved files under datasets/negative-of-the-negative/v2/intake/data-workers-inquiry-20261029/ (Bn.html raw, Bn.txt text extracted with scripts and styles stripped; B1-census.* the census's saved copy of the home page beside this session's fetch; B3-429.html and B4-429.html the refusals; B7 and B12 the census's saved copies; B13 .wiki, .html, -variant*.wiki, -search.html, -cm.* raw Wikipedia responses with B13.txt a summary of codes and notices); sha256 per file in each source's 'files'",
 "field": [
  {
   "id": "B1",
   "origin": "card",
   "role": "Overview card 1; the census's own page data-workers-inquiry--home",
   "card": "Data Workers' Inquiry — Data Workers' Inquiry - Data Workers' Inquiry",
   "url": "https://data-workers.org/",
   "kind": "Overview card (the project's home page; © 2026 DAIR Institute); the same page as the census's own page data-workers-inquiry--home",
   "files": {
    "B1.html": {
     "path": "datasets/negative-of-the-negative/v2/intake/data-workers-inquiry-20261029/B1.html",
     "sha256": "7268811050e26be5f45ee72ec39b6b37a5efc4d801c060e18625f7298f9b1b50"
    },
    "B1.txt": {
     "path": "datasets/negative-of-the-negative/v2/intake/data-workers-inquiry-20261029/B1.txt",
     "sha256": "5984c6c8e507596964a1d2571db214e443fe64df52efe196a7f81389b5f9d160"
    },
    "B1-census.html": {
     "path": "datasets/negative-of-the-negative/v2/intake/data-workers-inquiry-20261029/B1-census.html",
     "sha256": "7c84a1c0d4cbd70b3b3350e2138fa63750eb96e6530dc3de6e601770597e1ba0"
    },
    "B1-census.txt": {
     "path": "datasets/negative-of-the-negative/v2/intake/data-workers-inquiry-20261029/B1-census.txt",
     "sha256": "738bcd32d61765647854dd2b8cfb5fa76db1d4da310dc9c764e94d7375cd124e"
    }
   },
   "fetched": {
    "at": "2026-10-29T22:31:23Z",
    "http": 200,
    "url": "https://data-workers.org/",
    "agent": "Mozilla/5.0 (compatible; Labor-Vector-census)",
    "raw": "datasets/negative-of-the-negative/v2/intake/data-workers-inquiry-20261029/B1.html",
    "raw_sha256": "7268811050e26be5f45ee72ec39b6b37a5efc4d801c060e18625f7298f9b1b50",
    "text": [
     "datasets/negative-of-the-negative/v2/intake/data-workers-inquiry-20261029/B1.txt"
    ],
    "census_copy": {
     "src": "data-workers-inquiry--home",
     "sha256": "7c84a1c0d4cbd70b3b3350e2138fa63750eb96e6530dc3de6e601770597e1ba0",
     "read": "2026-10-29",
     "fetched": "2026-10-29T21:48:59Z",
     "http": "200",
     "copied_as": [
      "datasets/negative-of-the-negative/v2/intake/data-workers-inquiry-20261029/B1-census.html",
      "datasets/negative-of-the-negative/v2/intake/data-workers-inquiry-20261029/B1-census.txt"
     ],
     "agrees": "in text: the extracted words are identical up to whitespace; the raw HTML differs only in per-request script identifiers (bv_unique_id), so the two sha256 differ"
    }
   },
   "names_operator": "yes ('© 2026 DAIR Institute', 'Turkopticon, DAIR', 'DAIR')",
   "names_archive": "no (none of the Crimson Hexagonal Archive, Alexanarch, Lee Sharks, laborvector, machinemediation, EA-WG-CAPTURES-01 in the saved text, card title and snippet)",
   "note": "URL from the card's site and title (the page's <title> is the card title). The card's snippet ('Overview: Data Workers' Inquiry is a global participatory research initiative across nine countries and five continents utilizing Workers' Inquiry as a Research...') is not the page's text: neither 'Overview:' nor 'across nine countries and five continents' occurs in B1.txt, whose sentence is 'spanning nine countries across five continents'. Recorded, not ledgered as a field claim. Card and census own page are one page, carried once, as a card.",
   "surfaced_by_T": [
    {
     "slug": "data-workers-inquiry-aio-20261029",
     "card": 1
    }
   ],
   "card_title": "Data Workers' Inquiry - Data Workers' Inquiry",
   "card_snippet": "Overview: Data Workers' Inquiry is a global participatory research initiative across nine countries and five continents utilizing Workers' Inquiry as a Research...",
   "card_note": null
  },
  {
   "id": "B2",
   "origin": "card",
   "role": "Overview card 2",
   "card": "DAIR Institute — Data Workers' Inquiry | DAIR",
   "url": "https://dair-institute.org/projects/data-workers-inquiry/",
   "kind": "Overview card (the operator DAIR's project page)",
   "files": {
    "B2.html": {
     "path": "datasets/negative-of-the-negative/v2/intake/data-workers-inquiry-20261029/B2.html",
     "sha256": "f82280fd96e0856ffc2f37a60993c63e5a6f8bca95fabb7819aa93074937b744"
    },
    "B2.txt": {
     "path": "datasets/negative-of-the-negative/v2/intake/data-workers-inquiry-20261029/B2.txt",
     "sha256": "20208be43205f7f45a1e0bff48d95a40ba6ac6a7cb9f0d48d995e847f355b61a"
    }
   },
   "fetched": {
    "at": "2026-10-29T22:31:25Z",
    "http": 200,
    "url": "https://www.dair-institute.org/projects/data-workers-inquiry",
    "final_url": "https://dair-institute.org/projects/data-workers-inquiry/",
    "agent": "Mozilla/5.0 (compatible; Labor-Vector-census)",
    "raw": "datasets/negative-of-the-negative/v2/intake/data-workers-inquiry-20261029/B2.html",
    "raw_sha256": "f82280fd96e0856ffc2f37a60993c63e5a6f8bca95fabb7819aa93074937b744",
    "text": [
     "datasets/negative-of-the-negative/v2/intake/data-workers-inquiry-20261029/B2.txt"
    ]
   },
   "names_operator": "yes (DAIR; 'Milagros Miceli Research Lead')",
   "names_archive": "no (none of the Crimson Hexagonal Archive, Alexanarch, Lee Sharks, laborvector, machinemediation, EA-WG-CAPTURES-01 in the saved text, card title and snippet)",
   "note": "URL by WebSearch on the card's title and site; the page's <title> is the card title. The snippet's text is the page's (B2.txt ¶ 'The Data Workers' Inquiry').",
   "surfaced_by_T": [
    {
     "slug": "data-workers-inquiry-aio-20261029",
     "card": 2
    }
   ],
   "card_title": "Data Workers' Inquiry | DAIR",
   "card_snippet": "The Data Workers' Inquiry The Data Workers' Inquiry is a global, radically participatory research initiative spanning nine countries across five continents. Her...",
   "card_note": null
  },
  {
   "id": "B3",
   "origin": "card",
   "role": "Overview card 3",
   "card": "Instagram — Data Workers’ Inquiry (@dataworkersinquiry) • Instagram photos and videos",
   "url": "https://www.instagram.com/dataworkersinquiry/",
   "kind": "Overview card (the project's Instagram profile; unreachable)",
   "files": {
    "B3-429.html": {
     "path": "datasets/negative-of-the-negative/v2/intake/data-workers-inquiry-20261029/B3-429.html",
     "sha256": "e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855"
    }
   },
   "fetched": {
    "unreachable": true,
    "tries": [
     {
      "at": "2026-10-29T22:31:26Z",
      "url": "https://www.instagram.com/dataworkersinquiry/",
      "http": 429,
      "sha256": "e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855",
      "result": "redirected to https://www.instagram.com/accounts/login/?next=… and answered HTTP 429 with an empty body (saved as B3-429.html, 0 bytes)"
     }
    ],
    "note": "The handle is the card's own. Instagram answered the honest agent with a login redirect and HTTP 429: a refusal, recorded and not retried with another agent or by any other route. The card's title and snippet stand as its only text."
   },
   "names_operator": "no (the snippet names the project only)",
   "names_archive": "no (none of the Crimson Hexagonal Archive, Alexanarch, Lee Sharks, laborvector, machinemediation, EA-WG-CAPTURES-01 in the saved text, card title and snippet)",
   "note": "The snippet ('Project: … Key Reports: Investigations on ...') is in the labelled form of cards 1 and 5, whose snippets are not their pages' text; with the page unreachable this cannot be checked, and the snippet stands as the card's only text (F25).",
   "surfaced_by_T": [
    {
     "slug": "data-workers-inquiry-aio-20261029",
     "card": 3
    }
   ],
   "card_title": "Data Workers’ Inquiry (@dataworkersinquiry) • Instagram photos and videos",
   "card_snippet": "Project: Data Workers' Inquiry (DWI) community-based research exposing hidden, precarious labor behind AI and digital platforms. Key Reports: Investigations on ...",
   "card_note": null
  },
  {
   "id": "B4",
   "origin": "card",
   "role": "Overview card 4 (video, 2m)",
   "card": "YouTube·Weizenbaum-Institut — The Data Workers' Inquiry - Unveiling the Hidden Labor Behind AI",
   "url": "https://www.youtube.com/watch?v=tAMqrXlEPDI",
   "kind": "Overview card (a 2-minute video on the Weizenbaum Institute's channel; unreachable)",
   "files": {
    "B4-429.html": {
     "path": "datasets/negative-of-the-negative/v2/intake/data-workers-inquiry-20261029/B4-429.html",
     "sha256": "573b490ae627e2722eadc00668871c975bc6584ede2020b7334148935af0ae52"
    }
   },
   "fetched": {
    "unreachable": true,
    "tries": [
     {
      "at": "2026-10-29T22:31:28Z",
      "url": "https://www.youtube.com/watch?v=tAMqrXlEPDI",
      "http": 429,
      "sha256": "573b490ae627e2722eadc00668871c975bc6584ede2020b7334148935af0ae52",
      "result": "redirected to https://www.google.com/sorry/index?… (a CAPTCHA page, 'Our systems have detected unusual traffic'), HTTP 429 (saved as B4-429.html)"
     }
    ],
    "searches": [
     "WebSearch '\"The Data Workers' Inquiry - Unveiling the Hidden Labor Behind AI\" Weizenbaum YouTube' (the video id tAMqrXlEPDI from a listing at unjobs.org)"
    ],
    "note": "A bot check on the honest agent: recorded as unreachable and not retried. No transcript fetched. The card carries no snippet, so its title is its only text (§3.1(a): a video card admitted through title and snippet)."
   },
   "names_operator": "yes ('Weizenbaum-Institut', the channel on the card)",
   "names_archive": "no (none of the Crimson Hexagonal Archive, Alexanarch, Lee Sharks, laborvector, machinemediation, EA-WG-CAPTURES-01 in the saved text, card title and snippet)",
   "note": "",
   "surfaced_by_T": [
    {
     "slug": "data-workers-inquiry-aio-20261029",
     "card": 4
    }
   ],
   "card_title": "The Data Workers' Inquiry - Unveiling the Hidden Labor Behind AI",
   "card_snippet": null,
   "card_note": "video, 2m"
  },
  {
   "id": "B5",
   "origin": "card",
   "role": "Overview card 5",
   "card": "Tech Policy Press — Data Workers, In Their Own Voices | TechPolicy.Press",
   "url": "https://www.techpolicy.press/data-workers-in-their-own-voices/",
   "kind": "Overview card (podcast episode and transcript, Rebecca Rand and Justin Hendrix, 28 July 2024)",
   "files": {
    "B5.html": {
     "path": "datasets/negative-of-the-negative/v2/intake/data-workers-inquiry-20261029/B5.html",
     "sha256": "bd3e740170fbd604cb94c484e06e0b56762cf2e55f324d6707677baf3cabac6f"
    },
    "B5.txt": {
     "path": "datasets/negative-of-the-negative/v2/intake/data-workers-inquiry-20261029/B5.txt",
     "sha256": "e2533576efdcb0bab122059aa592ed6c99203120aefe6033a34e28fd72f61cc0"
    }
   },
   "fetched": {
    "at": "2026-10-29T22:31:30Z",
    "http": 200,
    "url": "https://techpolicy.press/data-workers-in-their-own-voices",
    "final_url": "https://www.techpolicy.press/data-workers-in-their-own-voices/",
    "agent": "Mozilla/5.0 (compatible; Labor-Vector-census)",
    "raw": "datasets/negative-of-the-negative/v2/intake/data-workers-inquiry-20261029/B5.html",
    "raw_sha256": "bd3e740170fbd604cb94c484e06e0b56762cf2e55f324d6707677baf3cabac6f",
    "text": [
     "datasets/negative-of-the-negative/v2/intake/data-workers-inquiry-20261029/B5.txt"
    ]
   },
   "names_operator": "yes (DAIR, the Weizenbaum Institute, TU Berlin; Milagros Miceli, Adio Dinika)",
   "names_archive": "no (none of the Crimson Hexagonal Archive, Alexanarch, Lee Sharks, laborvector, machinemediation, EA-WG-CAPTURES-01 in the saved text, card title and snippet)",
   "note": "URL by WebSearch on the card's title. The card's snippet ('Project: Data Workers' Inquiry by … Goal: Enable global data and content moderation...') is not the page's text: neither 'Project: Data Workers' Inquiry by' nor 'Enable global data' occurs in B5.txt. Recorded, not ledgered.",
   "surfaced_by_T": [
    {
     "slug": "data-workers-inquiry-aio-20261029",
     "card": 5
    }
   ],
   "card_title": "Data Workers, In Their Own Voices | TechPolicy.Press",
   "card_snippet": "Project: Data Workers' Inquiry by Distributed AI Research Institute (DAIR), Weizenbaum Institute, and TU Berlin. Goal: Enable global data and content moderation...",
   "card_note": null
  },
  {
   "id": "B6",
   "origin": "card",
   "role": "Overview card 6",
   "card": "LinkedIn — Data Workers' Inquiry - LinkedIn",
   "url": "https://www.linkedin.com/company/data-workers-inquiry/",
   "kind": "Overview card (the project's LinkedIn company page, public view, with its recent posts and reposts)",
   "files": {
    "B6.html": {
     "path": "datasets/negative-of-the-negative/v2/intake/data-workers-inquiry-20261029/B6.html",
     "sha256": "f63ad32e00f3e9f5687fbf14e9870972b75557aa52de9a59785c23049f5fbd2a"
    },
    "B6.txt": {
     "path": "datasets/negative-of-the-negative/v2/intake/data-workers-inquiry-20261029/B6.txt",
     "sha256": "ac663a41d7fea3c9ee3519ed70e0eadb1b9f3dafd14b5775a6e2135b8b543d0d"
    }
   },
   "fetched": {
    "at": "2026-10-29T22:31:32Z",
    "http": 200,
    "url": "https://www.linkedin.com/company/data-workers-inquiry/",
    "agent": "Mozilla/5.0 (compatible; Labor-Vector-census)",
    "raw": "datasets/negative-of-the-negative/v2/intake/data-workers-inquiry-20261029/B6.html",
    "raw_sha256": "f63ad32e00f3e9f5687fbf14e9870972b75557aa52de9a59785c23049f5fbd2a",
    "text": [
     "datasets/negative-of-the-negative/v2/intake/data-workers-inquiry-20261029/B6.txt"
    ]
   },
   "names_operator": "yes (DAIR; Milagros Miceli)",
   "names_archive": "no (none of the Crimson Hexagonal Archive, Alexanarch, Lee Sharks, laborvector, machinemediation, EA-WG-CAPTURES-01 in the saved text, card title and snippet)",
   "note": "URL guessed from the card's site and the project's name, confirmed by the page's <title> ('Data Workers' Inquiry | LinkedIn') and its About text, which carries the card's snippet ('community-centered project in which data workers join us as community researchers'). The public view served the About block and posts dated relative to the fetch (3d … 1mo); the posts are the page's as served on 2026-10-29.",
   "surfaced_by_T": [
    {
     "slug": "data-workers-inquiry-aio-20261029",
     "card": 6
    }
   ],
   "card_title": "Data Workers' Inquiry - LinkedIn",
   "card_snippet": "About us Data Workers' Inquiry is a community-centered project in which data workers join us as community researchers to lead their own inquiry in their respect...",
   "card_note": null
  },
  {
   "id": "B7",
   "origin": "card",
   "role": "Overview card 7; the census's own page data-workers-inquiry--weizenbaum",
   "card": "Weizenbaum Institut — Data Workers' Inquiry - Weizenbaum Institut",
   "url": "https://www.weizenbaum-institut.de/en/projects/data-workers-inquiry/",
   "kind": "Overview card (the Weizenbaum Institute's project page); byte-identical to the census's own page data-workers-inquiry--weizenbaum",
   "files": {
    "B7.html": {
     "path": "datasets/negative-of-the-negative/v2/intake/data-workers-inquiry-20261029/B7.html",
     "sha256": "0b02a8e7d4c1a397c7e2e51d6faacf8c118959d6065eaa30f43410ef23ccd42d"
    },
    "B7.txt": {
     "path": "datasets/negative-of-the-negative/v2/intake/data-workers-inquiry-20261029/B7.txt",
     "sha256": "eed46c4b9e0b8f36b8df49ff589258eef64fb1ffeee3bbab7442cbbc8008fe3f"
    }
   },
   "fetched": {
    "at": "2026-10-29T22:31:34Z",
    "http": 200,
    "url": "https://www.weizenbaum-institut.de/en/projects/data-workers-inquiry/",
    "agent": "Mozilla/5.0 (compatible; Labor-Vector-census)",
    "raw_sha256": "0b02a8e7d4c1a397c7e2e51d6faacf8c118959d6065eaa30f43410ef23ccd42d",
    "census_copy": {
     "src": "data-workers-inquiry--weizenbaum",
     "sha256": "0b02a8e7d4c1a397c7e2e51d6faacf8c118959d6065eaa30f43410ef23ccd42d",
     "read": "2026-10-29",
     "fetched": "2026-10-29T21:49:01Z",
     "http": "200",
     "agrees": true,
     "copied_from": "/home/claude/fleet/laborvector/data/labor-census/sources/data-workers-inquiry--weizenbaum.html.gz (gunzipped) and .txt"
    },
    "raw": "datasets/negative-of-the-negative/v2/intake/data-workers-inquiry-20261029/B7.html",
    "text": [
     "datasets/negative-of-the-negative/v2/intake/data-workers-inquiry-20261029/B7.txt"
    ]
   },
   "names_operator": "yes ('Partners : Weizenbaum-Institut, TU Berlin, DAIR Institut'; 'Dr. Milagros Miceli Research Group Lead')",
   "names_archive": "no (none of the Crimson Hexagonal Archive, Alexanarch, Lee Sharks, laborvector, machinemediation, EA-WG-CAPTURES-01 in the saved text, card title and snippet)",
   "note": "The fetch was byte-identical to the census's saved copy (same sha256), so the census's copy is the saved file and the page is carried once, as a card. The snippet is the page's text (Methods s1).",
   "surfaced_by_T": [
    {
     "slug": "data-workers-inquiry-aio-20261029",
     "card": 7
    }
   ],
   "card_title": "Data Workers' Inquiry - Weizenbaum Institut",
   "card_snippet": "The team of researchers led by Dr. Miceli, Adio Dinika, Krystal Kauffmann, Camilla Wagner, and Laurenz Sachenbacher, has brought together 15 co-researchers from...",
   "card_note": null
  },
  {
   "id": "B8",
   "origin": "card",
   "role": "Overview card 8",
   "card": "Bot Populi — The Data Workers' Inquiry - Bot Populi",
   "url": "https://botpopuli.net/the-data-workers-inquiry/",
   "kind": "Overview card (an essay by Laurenz Sachenbacher, a core researcher of the project at the Weizenbaum Institute, 29 April 2025; CC BY-SA 4.0)",
   "files": {
    "B8.html": {
     "path": "datasets/negative-of-the-negative/v2/intake/data-workers-inquiry-20261029/B8.html",
     "sha256": "b6aba61930490f67d9a41a08f7efa1181aec181fdbed9934249b1bf9d6a75ac1"
    },
    "B8.txt": {
     "path": "datasets/negative-of-the-negative/v2/intake/data-workers-inquiry-20261029/B8.txt",
     "sha256": "18c0bc55868d5db8397d6a049c46b29190ba10ad7b3b5332f209be01b4e7d323"
    }
   },
   "fetched": {
    "at": "2026-10-29T22:31:36Z",
    "http": 200,
    "url": "https://botpopuli.net/the-data-workers-inquiry/",
    "agent": "Mozilla/5.0 (compatible; Labor-Vector-census)",
    "raw": "datasets/negative-of-the-negative/v2/intake/data-workers-inquiry-20261029/B8.html",
    "raw_sha256": "b6aba61930490f67d9a41a08f7efa1181aec181fdbed9934249b1bf9d6a75ac1",
    "text": [
     "datasets/negative-of-the-negative/v2/intake/data-workers-inquiry-20261029/B8.txt"
    ]
   },
   "names_operator": "yes (the Weizenbaum Institute; the author a member of the core team)",
   "names_archive": "no (none of the Crimson Hexagonal Archive, Alexanarch, Lee Sharks, laborvector, machinemediation, EA-WG-CAPTURES-01 in the saved text, card title and snippet)",
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   "quote": "why are data workers asked to share their faces, voices, and even photos of their children as part of their jobs? After speaking with nine workers in Kenya, a troubling pattern emerged. Workers were not only giving their labour to build AI systems, but they were also giving away deeply personal data, often with no clear purpose given, no informed consent obtained, and no idea where any of that data ends up.",
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   "quote": "Mojez documents what firms in the AI supply chain collect from the people who annotate their data: facial footage, identity documents, keystrokes, screen recordings and images made inside their own homes.",
   "claim": "the report documents firms collecting facial footage, identity documents, keystrokes, screen recordings and images from inside annotators' homes",
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   "quote": "Our new project Data Workers United is a move from investigating to action. This partnership between The Distributed AI Research Institute (DAIR) and SUPERRR Lab will build a network that strengthens solidarity across movements and borders.",
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   "quote": "You, me, and anyone with internet access do unpaid, uncredited data work to feed AI models.",
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   "quote": "Now he says something else weighs on him: without the workers knowing it, the labelling they did was helping to train the AI systems that now take part in that same moderation work. Despite the NDA he signed, he has decided to speak out after finding support in Data Workers’ Inquiry, a Berlin-based organisation that coordinates a global network of data workers and researches the human labour that makes AI work.",
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   "quote": "behind the glossy veneer of AI-powered applications and services lies a hidden workforce of data workers who form the backbone of this technological revolution. These workers, often located in the Global South, are tasked with the labor-intensive and emotionally taxing work of data annotation, content moderation, and other forms of data processing that enable AI systems to function.",
   "claim": "behind AI applications lies a hidden workforce of data workers, often in the Global South, doing annotation, moderation and other data processing that enables AI systems",
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   "quote": "Despite their critical role in the development and maintenance of AI, data workers are often rendered invisible, their contributions unrecognized, and their well-being overlooked. This is by design, and not accidental. So far, it has been common practice to speak and research about data workers, instead of speaking or researching with them.",
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   "quote": "The team of researchers led by Dr. Miceli, Adio Dinika, Krystal Kauffmann, Camilla Wagner, and Laurenz Sachenbacher, has brought together 15 co-researchers from Venezuela, Kenya, Syria, and Germany and employment contexts, including content moderators and data annotators working for various outsourcing companies and platforms.",
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   "quote": "Drawing inspiration from Marx's 1880 “Workers Inquiry”, the Data Workers Inquiry employs a participatory action research (PAR) methodology, which emphasizes the collaboration between researchers and members of directly affected communities to understand and change problematic situations",
   "claim": "drawing on Marx's 1880 Workers' Inquiry, the project employs participatory action research, the collaboration of researchers with directly affected communities",
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   "locus": "Outcomes and Prospects ¶1 s3",
   "quote": "These accounts show how outsourcing companies prey on vulnerable populations, such as refugees, offering them work with little compensation.",
   "claim": "the accounts show outsourcing companies preying on vulnerable populations such as refugees, with little compensation",
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   "quote": "Duration : August 2023 - November 2024 … Partners : Weizenbaum-Institut, TU Berlin, DAIR Institut",
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   "source": "B8",
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   "locus": "standfirst",
   "quote": "In 1880, Karl Marx initiated the Workers’ Inquiry, a novel and unprecedented research project, inviting industrial workers to participate in producing first-hand accounts of the capitalist system and their place within it. The ‘Data Worker’s Inquiry’ is a renewal of this project for the age of AI.",
   "claim": "Sachenbacher (Bot Populi): the project is a renewal of Marx's 1880 Workers' Inquiry for the age of AI",
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   "locus": "¶2 s1",
   "quote": "Data work refers to an essential occupation of digital capitalism that amounts to between 4.4% and 12.5% of the global labor force.",
   "claim": "data work is an occupation amounting to between 4.4% and 12.5% of the global labor force",
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   "source": "B8",
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   "locus": "¶2 s3",
   "quote": "scholars distinguish between three subtypes in the AI development pipeline—AI preparation, AI impersonation, and AI verification—and content moderation",
   "claim": "scholars distinguish AI preparation, AI impersonation and AI verification in the AI pipeline, and content moderation",
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   "locus": "¶3 s2–3",
   "quote": "The point is for workers to retain epistemic authority, to center their perspectives on the struggles they face in following the overarching goals of the organization and building workplace power. Assisted by a core team of trained qualitative researchers, each of the 13 projects was tailored to the specificities of their respective national context",
   "claim": "workers retain epistemic authority, assisted by a core team; each of 13 projects was tailored to its national context",
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   "quote": "Marx’s original 100 questions were adapted in iterative cycles to account for the new modes of production, new forms of technological involvement, and new forms of global competition",
   "claim": "Marx's 100 questions were adapted in iterative cycles to new modes of production and technology",
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   "locus": "¶4 s3",
   "quote": "Through this dependency, the workers are also politically disempowered, exacerbated by so-called ‘Non-disclosure agreements’ (NDAs) that legally prohibit workers in BPOs from voicing their contempt and hence from collectivizing.",
   "claim": "NDAs legally prohibit workers in BPOs from voicing complaint and so from collectivizing",
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   "source": "B8",
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   "locus": "¶4 s5",
   "quote": "Testimonies of workers reported mass rejections or unsubstantiated suspensions of platform accounts based on allegedly inaccurate task completion, which amounts to the aforementioned institutionalized wage theft",
   "claim": "workers' testimonies report mass rejections and unsubstantiated account suspensions, amounting to institutionalized wage theft",
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   "source": "B8",
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   "locus": "¶6 s4",
   "quote": "consider the case of Remotask in Kenya, which closed all its operations, allegedly in response to workers’ organizing, threatening many with economic ruin.",
   "claim": "Remotasks closed all its operations in Kenya, allegedly in response to workers' organizing",
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   "source": "B8",
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   "locus": "¶8 s3",
   "quote": "which had direct effects concerning, for example, the ‘Platform workers’ Directive’ of the European Union, which included data work in its definition of platform work after testimonies of Data Workers invited by researchers.",
   "claim": "the EU Platform Workers' Directive included data work in its definition of platform work after data workers' testimonies",
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   "locus": "¶7 s4",
   "quote": "However, all the solution approaches we accompanied and enthusiastically applaud, such as efforts to build workers’ councils, advocacy groups, or non-institutionalized solidarity structures in the form of peer-to-peer mental health support, were largely forced to remain on a localized level.",
   "claim": "a core researcher's stated limit: the organizing efforts the project accompanied were largely forced to remain local",
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   "source": "B8",
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   "locus": "¶8 s4–5",
   "quote": "it also highlights the lurking danger of listening to invisibilized, precarious workers only after someone allegedly important shifts attention onto them. We, in the core team, further observed a growing tendency amongst academics to somewhat ‘fetishize’ workers’ perspectives",
   "claim": "a core researcher's stated limit: the danger of hearing workers only through institutional attention, and academics' tendency to fetishize workers' perspectives",
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  },
  "F58": {
   "source": "B9",
   "origin": "card",
   "locus": "¶ 'Celebrating the launch of the Data Workers Inquiry Project'",
   "quote": "The project is a global and radically participatory research initiative that lets data workers themselves become community researchers. It is led by Weizenbaum Institute researcher and our close collaborator, Dr. Milagros Miceli.",
   "claim": "SUPERRR: a global, radically participatory initiative led by Milagros Miceli",
   "modality": "documented",
   "kind": "definition",
   "kernel": false,
   "const": false,
   "lineage": "what it is: data workers' own research in their workplaces",
   "date": "2026-01-21 (date under the title)",
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   "checked_against": "saved text B9.txt (sha256 e22a58bb8634930e…), whitespace-normalised"
  },
  "F59": {
   "source": "B9",
   "origin": "card",
   "locus": "¶ 'Celebrating …' ¶2",
   "quote": "the initiative doesn’t reduce data workers to research subjects but empowers them to be community researchers by providing them with fair wages, a methodology, and a platform to conduct their own individual inquiries.",
   "claim": "the initiative pays the community researchers fair wages and gives them a method and a platform",
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   "kernel": false,
   "const": false,
   "lineage": "epistemic authority with the workers",
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  },
  "F60": {
   "source": "B9",
   "origin": "card",
   "locus": "¶ 'Celebrating …' ¶2 s3",
   "quote": "working in a job where he and other workers impersonate an AI sex chatbot",
   "claim": "an inquiry by a worker who, with others, impersonates an AI sex chatbot",
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   "kernel": false,
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  },
  "F61": {
   "source": "B9",
   "origin": "card",
   "locus": "SEPTEMBER – Organizing the Data Workers Transnational Assembly in Berlin",
   "quote": "Most data workers have to sign Non-Disclosure Agreements that prohibit them from speaking about their projects or the tasks that they completed, making it almost impossible to prove their work experience and expertise",
   "claim": "most data workers sign NDAs that bar them from speaking of their tasks, making their expertise hard to prove",
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  },
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   "source": "B9",
   "origin": "card",
   "locus": "SEPTEMBER – Organizing the Data Workers Transnational Assembly in Berlin ¶1",
   "quote": "Together with the Data Workers Inquiry, we organized the Data Worker Transnational Assembly that took place in Berlin.",
   "claim": "SUPERRR and the project organized the Data Worker Transnational Assembly in Berlin (September 2025)",
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   "kernel": false,
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  },
  "F63": {
   "source": "B10",
   "origin": "card",
   "locus": "card title (TikTok, democracynow.org, video 1:26; URL not found)",
   "quote": "The Distributed Artificial Intelligence Research Institute partners wi...",
   "claim": "a Democracy Now video on TikTok: DAIR partners with … (title truncated on the card)",
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  },
  "F64": {
   "source": "B11",
   "origin": "card",
   "locus": "card title (Facebook, DW Stories, video 22:12; URL not found)",
   "quote": "Behind today's AI revolution stands an invisible workforce: millions of data ...",
   "claim": "a DW Stories video: an invisible workforce of millions of data [workers] behind the AI revolution (title truncated on the card)",
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   "kind": "interpretation",
   "kernel": true,
   "const": false,
   "lineage": "the hidden labor behind AI",
   "date": "undated on the card",
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  },
  "F65": {
   "source": "B12",
   "origin": "own_page",
   "locus": "¶1",
   "quote": "PRESS RELEASE: The Distributed AI Research Institute (DAIR) and Weizenbaum Institute launch the Data Worker’s Inquiry repository and talk series.",
   "claim": "DAIR and the Weizenbaum Institute launch the repository and a talk series",
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   "date": "2024-07 (launch event 8 July, the year from B5)",
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  "F66": {
   "source": "B12",
   "origin": "own_page",
   "locus": "¶2",
   "quote": "The Data Workers’ Inquiry is a community-based research project in which data workers from all over the world conduct individual inquiries. From reports and animations to powerful documentaries and zines, the Data Workers‘ Inquiry repository presents a multifaceted view of the realities confronted by data workers, ranging from psychological, physical, and sexual abuse, to resistance strategies and efforts to unionize.",
   "claim": "the press release's definition, and the repository's range, from psychological, physical and sexual abuse to resistance and unionizing",
   "modality": "stipulation",
   "kind": "definition",
   "kernel": true,
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  },
  "F67": {
   "source": "B12",
   "origin": "own_page",
   "locus": "About ¶1",
   "quote": "The data workers who are tasked with the labor-intensive and emotionally taxing work of data labeling, content moderation, and other forms of data processing that enable AI systems to function, are often located in the Global Majority, precariously employed, and politically dispersed. The Data Workers’ Inquiry provides a platform for them to conduct their own research and describe issues in their own words.",
   "claim": "data workers doing labeling, moderation and other processing that enables AI are often in the Global Majority, precarious and politically dispersed; the project gives them a platform for their own research",
   "modality": "interpretation",
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   "kernel": true,
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  },
  "F68": {
   "source": "B12",
   "origin": "own_page",
   "locus": "About ¶2",
   "quote": "This community-based research project has brought together 15 data workers from Kenya, Venezuela, Syria, Lebanon, and Germany, and diverse employment contexts, including various outsourcing companies and platforms. The data workers develop unique research questions, design and conduct their inquiries, and prepare a presentation format for their findings.",
   "claim": "15 data workers from Kenya, Venezuela, Syria, Lebanon and Germany at launch; they set the questions, conduct the inquiries and choose the format",
   "modality": "documented",
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   "kernel": false,
   "const": false,
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  },
  "F69": {
   "source": "B12",
   "origin": "own_page",
   "locus": "About ¶4, Milagros Miceli",
   "quote": "We center their experiences and recognize their unique knowledge. We are proactive supporters, but the epistemic authority remains with the workers.",
   "claim": "Miceli: the team supports; epistemic authority remains with the workers",
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  },
  "F70": {
   "source": "B12",
   "origin": "own_page",
   "locus": "About ¶5–6",
   "quote": "The project repository is a valuable resource for researchers, journalists, and policymakers seeking first-hand accounts of data work … The findings are an urgent call to confront labor inequities and exploitative practices.",
   "claim": "the repository serves researchers, journalists and policymakers; Dinika: the findings call for confronting labor inequities",
   "modality": "attributed",
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  },
  "F71": {
   "source": "B12",
   "origin": "own_page",
   "locus": "¶ launch",
   "quote": "The launch event will take place online on Monday, July 8th, 8:00 AM PT / 11:00 AM EST / 5 PM CET.",
   "claim": "the online launch event, Monday 8 July",
   "modality": "documented",
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   "date": "2024-07 (the year from B5)",
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  "F72": {
   "source": "B13",
   "origin": "wikipedia",
   "locus": "Wikipedia: titles Data Workers' Inquiry, Data Workers Inquiry, Data Worker's Inquiry; article-space search",
   "quote": "raw wikitext (action=raw), title Data_Workers'_Inquiry, 2026-10-29T22:32:02Z: HTTP 404 … Wikipedia does not have an article with this exact name. … The pages \"Data Workers' Inquiry\" and '\"Data Workers' Inquiry\"' do not exist. One result: Content moderation.",
   "claim": "Wikipedia has no article on the entity under any of three spellings and no redirect; article space names it once, in Content moderation",
   "modality": "documented",
   "kind": "fact",
   "kernel": true,
   "const": false,
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  "F73": {
   "source": "B13",
   "origin": "wikipedia",
   "locus": "Content moderation, External links (wikitext line 102)",
   "quote": "[https://data-workers.org/ Data Workers' Inquiry] a collaboration between [[Weizenbaum Institute]], [[Technische Universität Berlin]] and [[Distributed AI Research Institute|DAIR]]",
   "claim": "Wikipedia's Content moderation article lists the project in its external links as a collaboration of the Weizenbaum Institute, TU Berlin and DAIR",
   "modality": "documented",
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 },
 "field_sources": {
  "B1": "Data Workers' Inquiry — Data Workers' Inquiry - Data Workers' Inquiry",
  "B2": "DAIR Institute — Data Workers' Inquiry | DAIR",
  "B3": "Instagram — Data Workers’ Inquiry (@dataworkersinquiry) • Instagram photos and videos",
  "B4": "YouTube·Weizenbaum-Institut — The Data Workers' Inquiry - Unveiling the Hidden Labor Behind AI",
  "B5": "Tech Policy Press — Data Workers, In Their Own Voices | TechPolicy.Press",
  "B6": "LinkedIn — Data Workers' Inquiry - LinkedIn",
  "B7": "Weizenbaum Institut — Data Workers' Inquiry - Weizenbaum Institut",
  "B8": "Bot Populi — The Data Workers' Inquiry - Bot Populi",
  "B9": "Superrr — Data Work: A Year in RRReview - Superrr",
  "B10": "TikTok·democracynow.org — The Distributed Artificial Intelligence Research Institute partners wi...",
  "B11": "Facebook·DW Stories — Behind today's AI revolution stands an invisible workforce: millions of data ...",
  "B12": "Data Workers' Inquiry — Press Release - Data Workers' Inquiry",
  "B13": "Wikipedia — Data Workers' Inquiry (no article; named in Content moderation, External links)"
 }
}