Research and statistics discovery pilot
Research and statistical sources
Search selected research findings and official statistics together. Inspect why each result appears, what its source reports, and where its limits remain.
Interactive filtering needs JavaScript. All 24 records are listed below; URL query parameters are not applied in this reading view. Full SDMX and index downloads remain available.
Retrieved findings
24 returned · 24 keyword/filter candidates · 24 records evaluated
Candidates are keyword matches after filters, or all filter matches when no keywords are supplied. Every record is checked against the explicit filters; this is not a semantic-conformance assessment.
24 selected cells from two NBER studies and one BLS release. No wider coverage. No searchable keywords: listing records that match the explicit filters. Source mappings and retrieval hints remain editorial/proposed.
Official statistics · BLS
B-EPOP-16Employment-population ratio | 16 years and over
Persons with a Disability: Labor Force Characteristics, 2024
22.7 percent
- Population
- People with a disability
- Age
- 16 years and over
- Period
- 2024
- Geography
- United States
Matches the selected metadata filters; no keyword ranking applied.
Keyword relevance and filter matching do not establish population equivalence or analytical suitability.
- Historical 2024 annual average, not a current value.
- Broad CPS disability definition; no hearing-only estimate.
- No AI exposure or treatment-effect claim.
- Native capture HTTP403; inspected publisher HTML via web tool, with manual excerpt only.
Open original publisher source
Publisher HTML inspected; manual excerpt, native download HTTP 403
Inspect this finding, source location and mapping origins
Experimental description. Source mappings and retrieval hints remain editorial/proposed.
Explicit Table A panel and age-column header.
Editorial terms from the publisher title, row/header and technical note.
- Source locator
{ "panel": "People with a disability", "row": "Employment-population ratio", "table": "A", "column": "2024; 16 years and over" }- Reported representation
"percent"
- Publisher-byte hash
Unavailable: manual publisher-HTML excerpt only.
Complete resolved context for this index entry
{
"reported_record": {
"statistical_form": "annual average",
"origin": "Explicit selected publisher Table A cell/header; transcribed from web-tool HTML view.",
"geography": "United States",
"context_ref": "bls-table-a",
"unit": "percent",
"locator": {
"panel": "People with a disability",
"row": "Employment-population ratio",
"table": "A",
"column": "2024; 16 years and over"
},
"period": "2024",
"source_ref": "bls-disability-2024",
"age": "16 years and over",
"mapping_authority": "proposed for this discovery experiment; native bytes unavailable",
"uncertainty": {
"calculated": false,
"knowledge": "not reported in selected cells"
},
"outcome": "Employment-population ratio",
"population": "People with a disability",
"id": "B-EPOP-16",
"value": "22.7"
},
"shared_context": {
"publisher": "BLS",
"method": "Current Population Survey (CPS), annual averages",
"population": "United States civilian noninstitutional population age 16 and over; disability based on six CPS questions",
"time": "2024 annual averages; release February 25, 2025",
"unit": "percent",
"denominator_boundaries": "Employment-population ratio uses corresponding population; unemployment rate uses the labor force.",
"uncertainty": "Selected cells supply no estimate-specific SE/CI; not reconstructed.",
"limits": "Broad CPS disability group is not a hearing-only subgroup or an AI treatment estimate."
},
"study": {},
"sources": {},
"source": {
"publisher": "BLS",
"url": "https://www.bls.gov/news.release/archives/disabl_02252025.htm",
"title": "Persons with a Disability: Labor Force Characteristics, 2024",
"edition": "USDL-25-0247; February 25, 2025, 10:00 a.m. ET",
"surface": "Manually transcribed selected publisher HTML text/table from web-tool parsed view; not publisher response bytes.",
"retrieved_at": "2026-10-31T04:28:16.476742+00:00",
"publisher_bytes_sha256": null,
"excerpt_sha256": "e5cc1aa82d7325aa8d2a506754bf4ade6c8742b476dcc5faf4acbd80adc389af",
"excerpt_path": "bls-excerpt.txt",
"native_attempt": {
"url": "https://www.bls.gov/news.release/archives/disabl_02252025.htm",
"request_started_at": "2026-10-31T04:26:49.932792+00:00",
"purpose": "One fixed historical release for a bounded local discovery demonstration; no scheduled acquisition.",
"error": "HTTPError: HTTP Error 403: Forbidden",
"retrieved_at": "2026-10-31T04:26:50.038326+00:00"
},
"limits": [
"Native request received HTTP403. The web tool could read the publisher archive; its cache/fetch history is not independently established.",
"Excerpt hash identifies this manual transcription, not publisher bytes or independent download provenance.",
"Selected historical annual-average cells only; no current series or API feed is captured."
]
},
"discovery_description": {
"id": "B-EPOP-16",
"title": "Employment-population ratio | 16 years and over",
"kind": "official",
"source_ref": "bls-disability-2024",
"context_ref": "bls-table-a",
"focus": "Disability employment statistics",
"population": "People with a disability",
"age": "16 years and over",
"population_origin": "Explicit Table A panel and age-column header.",
"geography": "United States",
"period": "2024",
"outcome": "Employment-population ratio",
"cell_status": "reported_observation",
"retrieval_terms": "disability employment population labor force statistics CPS United States annual average",
"retrieval_terms_origin": "Editorial terms from the publisher title, row/header and technical note.",
"limitations": [
"Historical 2024 annual average, not a current value.",
"Broad CPS disability definition; no hearing-only estimate.",
"No AI exposure or treatment-effect claim.",
"Native capture HTTP403; inspected publisher HTML via web tool, with manual excerpt only."
]
}
}Official statistics · BLS
B-EPOP-1664Employment-population ratio | 16 to 64 years
Persons with a Disability: Labor Force Characteristics, 2024
37.4 percent
- Population
- People with a disability
- Age
- 16 to 64 years
- Period
- 2024
- Geography
- United States
Matches the selected metadata filters; no keyword ranking applied.
Keyword relevance and filter matching do not establish population equivalence or analytical suitability.
- Historical 2024 annual average, not a current value.
- Broad CPS disability definition; no hearing-only estimate.
- No AI exposure or treatment-effect claim.
- Native capture HTTP403; inspected publisher HTML via web tool, with manual excerpt only.
Open original publisher source
Publisher HTML inspected; manual excerpt, native download HTTP 403
Inspect this finding, source location and mapping origins
Experimental description. Source mappings and retrieval hints remain editorial/proposed.
Explicit Table A panel and age-column header.
Editorial terms from the publisher title, row/header and technical note.
- Source locator
{ "panel": "People with a disability", "row": "Employment-population ratio", "table": "A", "column": "2024; 16 to 64 years" }- Reported representation
"percent"
- Publisher-byte hash
Unavailable: manual publisher-HTML excerpt only.
Complete resolved context for this index entry
{
"reported_record": {
"statistical_form": "annual average",
"origin": "Explicit selected publisher Table A cell/header; transcribed from web-tool HTML view.",
"geography": "United States",
"context_ref": "bls-table-a",
"unit": "percent",
"locator": {
"panel": "People with a disability",
"row": "Employment-population ratio",
"table": "A",
"column": "2024; 16 to 64 years"
},
"period": "2024",
"source_ref": "bls-disability-2024",
"age": "16 to 64 years",
"mapping_authority": "proposed for this discovery experiment; native bytes unavailable",
"uncertainty": {
"calculated": false,
"knowledge": "not reported in selected cells"
},
"outcome": "Employment-population ratio",
"population": "People with a disability",
"id": "B-EPOP-1664",
"value": "37.4"
},
"shared_context": {
"publisher": "BLS",
"method": "Current Population Survey (CPS), annual averages",
"population": "United States civilian noninstitutional population age 16 and over; disability based on six CPS questions",
"time": "2024 annual averages; release February 25, 2025",
"unit": "percent",
"denominator_boundaries": "Employment-population ratio uses corresponding population; unemployment rate uses the labor force.",
"uncertainty": "Selected cells supply no estimate-specific SE/CI; not reconstructed.",
"limits": "Broad CPS disability group is not a hearing-only subgroup or an AI treatment estimate."
},
"study": {},
"sources": {},
"source": {
"publisher": "BLS",
"url": "https://www.bls.gov/news.release/archives/disabl_02252025.htm",
"title": "Persons with a Disability: Labor Force Characteristics, 2024",
"edition": "USDL-25-0247; February 25, 2025, 10:00 a.m. ET",
"surface": "Manually transcribed selected publisher HTML text/table from web-tool parsed view; not publisher response bytes.",
"retrieved_at": "2026-10-31T04:28:16.476742+00:00",
"publisher_bytes_sha256": null,
"excerpt_sha256": "e5cc1aa82d7325aa8d2a506754bf4ade6c8742b476dcc5faf4acbd80adc389af",
"excerpt_path": "bls-excerpt.txt",
"native_attempt": {
"url": "https://www.bls.gov/news.release/archives/disabl_02252025.htm",
"request_started_at": "2026-10-31T04:26:49.932792+00:00",
"purpose": "One fixed historical release for a bounded local discovery demonstration; no scheduled acquisition.",
"error": "HTTPError: HTTP Error 403: Forbidden",
"retrieved_at": "2026-10-31T04:26:50.038326+00:00"
},
"limits": [
"Native request received HTTP403. The web tool could read the publisher archive; its cache/fetch history is not independently established.",
"Excerpt hash identifies this manual transcription, not publisher bytes or independent download provenance.",
"Selected historical annual-average cells only; no current series or API feed is captured."
]
},
"discovery_description": {
"id": "B-EPOP-1664",
"title": "Employment-population ratio | 16 to 64 years",
"kind": "official",
"source_ref": "bls-disability-2024",
"context_ref": "bls-table-a",
"focus": "Disability employment statistics",
"population": "People with a disability",
"age": "16 to 64 years",
"population_origin": "Explicit Table A panel and age-column header.",
"geography": "United States",
"period": "2024",
"outcome": "Employment-population ratio",
"cell_status": "reported_observation",
"retrieval_terms": "disability employment population labor force statistics CPS United States annual average",
"retrieval_terms_origin": "Editorial terms from the publisher title, row/header and technical note.",
"limitations": [
"Historical 2024 annual average, not a current value.",
"Broad CPS disability definition; no hearing-only estimate.",
"No AI exposure or treatment-effect claim.",
"Native capture HTTP403; inspected publisher HTML via web tool, with manual excerpt only."
]
}
}Official statistics · BLS
B-NODIS-EPOP-16Employment-population ratio | 16 years and over
Persons with a Disability: Labor Force Characteristics, 2024
65.5 percent
- Population
- People with no disability
- Age
- 16 years and over
- Period
- 2024
- Geography
- United States
Matches the selected metadata filters; no keyword ranking applied.
Keyword relevance and filter matching do not establish population equivalence or analytical suitability.
- Historical 2024 annual average, not a current value.
- Broad CPS disability definition; no hearing-only estimate.
- No AI exposure or treatment-effect claim.
- Native capture HTTP403; inspected publisher HTML via web tool, with manual excerpt only.
Open original publisher source
Publisher HTML inspected; manual excerpt, native download HTTP 403
Inspect this finding, source location and mapping origins
Experimental description. Source mappings and retrieval hints remain editorial/proposed.
Explicit Table A panel and age-column header.
Editorial terms from the publisher title, row/header and technical note.
- Source locator
{ "panel": "People with no disability", "row": "Employment-population ratio", "table": "A", "column": "2024; 16 years and over" }- Reported representation
"percent"
- Publisher-byte hash
Unavailable: manual publisher-HTML excerpt only.
Complete resolved context for this index entry
{
"reported_record": {
"statistical_form": "annual average",
"origin": "Explicit selected publisher Table A cell/header; transcribed from web-tool HTML view.",
"geography": "United States",
"context_ref": "bls-table-a",
"unit": "percent",
"locator": {
"panel": "People with no disability",
"row": "Employment-population ratio",
"table": "A",
"column": "2024; 16 years and over"
},
"period": "2024",
"source_ref": "bls-disability-2024",
"age": "16 years and over",
"mapping_authority": "proposed for this discovery experiment; native bytes unavailable",
"uncertainty": {
"calculated": false,
"knowledge": "not reported in selected cells"
},
"outcome": "Employment-population ratio",
"population": "People with no disability",
"id": "B-NODIS-EPOP-16",
"value": "65.5"
},
"shared_context": {
"publisher": "BLS",
"method": "Current Population Survey (CPS), annual averages",
"population": "United States civilian noninstitutional population age 16 and over; disability based on six CPS questions",
"time": "2024 annual averages; release February 25, 2025",
"unit": "percent",
"denominator_boundaries": "Employment-population ratio uses corresponding population; unemployment rate uses the labor force.",
"uncertainty": "Selected cells supply no estimate-specific SE/CI; not reconstructed.",
"limits": "Broad CPS disability group is not a hearing-only subgroup or an AI treatment estimate."
},
"study": {},
"sources": {},
"source": {
"publisher": "BLS",
"url": "https://www.bls.gov/news.release/archives/disabl_02252025.htm",
"title": "Persons with a Disability: Labor Force Characteristics, 2024",
"edition": "USDL-25-0247; February 25, 2025, 10:00 a.m. ET",
"surface": "Manually transcribed selected publisher HTML text/table from web-tool parsed view; not publisher response bytes.",
"retrieved_at": "2026-10-31T04:28:16.476742+00:00",
"publisher_bytes_sha256": null,
"excerpt_sha256": "e5cc1aa82d7325aa8d2a506754bf4ade6c8742b476dcc5faf4acbd80adc389af",
"excerpt_path": "bls-excerpt.txt",
"native_attempt": {
"url": "https://www.bls.gov/news.release/archives/disabl_02252025.htm",
"request_started_at": "2026-10-31T04:26:49.932792+00:00",
"purpose": "One fixed historical release for a bounded local discovery demonstration; no scheduled acquisition.",
"error": "HTTPError: HTTP Error 403: Forbidden",
"retrieved_at": "2026-10-31T04:26:50.038326+00:00"
},
"limits": [
"Native request received HTTP403. The web tool could read the publisher archive; its cache/fetch history is not independently established.",
"Excerpt hash identifies this manual transcription, not publisher bytes or independent download provenance.",
"Selected historical annual-average cells only; no current series or API feed is captured."
]
},
"discovery_description": {
"id": "B-NODIS-EPOP-16",
"title": "Employment-population ratio | 16 years and over",
"kind": "official",
"source_ref": "bls-disability-2024",
"context_ref": "bls-table-a",
"focus": "Disability employment statistics",
"population": "People with no disability",
"age": "16 years and over",
"population_origin": "Explicit Table A panel and age-column header.",
"geography": "United States",
"period": "2024",
"outcome": "Employment-population ratio",
"cell_status": "reported_observation",
"retrieval_terms": "disability employment population labor force statistics CPS United States annual average",
"retrieval_terms_origin": "Editorial terms from the publisher title, row/header and technical note.",
"limitations": [
"Historical 2024 annual average, not a current value.",
"Broad CPS disability definition; no hearing-only estimate.",
"No AI exposure or treatment-effect claim.",
"Native capture HTTP403; inspected publisher HTML via web tool, with manual excerpt only."
]
}
}Official statistics · BLS
B-UNEMP-16Unemployment rate | 16 years and over
Persons with a Disability: Labor Force Characteristics, 2024
7.5 percent
- Population
- People with a disability
- Age
- 16 years and over
- Period
- 2024
- Geography
- United States
Matches the selected metadata filters; no keyword ranking applied.
Keyword relevance and filter matching do not establish population equivalence or analytical suitability.
- Historical 2024 annual average, not a current value.
- Broad CPS disability definition; no hearing-only estimate.
- No AI exposure or treatment-effect claim.
- Native capture HTTP403; inspected publisher HTML via web tool, with manual excerpt only.
Open original publisher source
Publisher HTML inspected; manual excerpt, native download HTTP 403
Inspect this finding, source location and mapping origins
Experimental description. Source mappings and retrieval hints remain editorial/proposed.
Explicit Table A panel and age-column header.
Editorial terms from the publisher title, row/header and technical note.
- Source locator
{ "panel": "People with a disability", "row": "Unemployment rate", "table": "A", "column": "2024; 16 years and over" }- Reported representation
"percent"
- Publisher-byte hash
Unavailable: manual publisher-HTML excerpt only.
Complete resolved context for this index entry
{
"reported_record": {
"statistical_form": "annual average",
"origin": "Explicit selected publisher Table A cell/header; transcribed from web-tool HTML view.",
"geography": "United States",
"context_ref": "bls-table-a",
"unit": "percent",
"locator": {
"panel": "People with a disability",
"row": "Unemployment rate",
"table": "A",
"column": "2024; 16 years and over"
},
"period": "2024",
"source_ref": "bls-disability-2024",
"age": "16 years and over",
"mapping_authority": "proposed for this discovery experiment; native bytes unavailable",
"uncertainty": {
"calculated": false,
"knowledge": "not reported in selected cells"
},
"outcome": "Unemployment rate",
"population": "People with a disability",
"id": "B-UNEMP-16",
"value": "7.5"
},
"shared_context": {
"publisher": "BLS",
"method": "Current Population Survey (CPS), annual averages",
"population": "United States civilian noninstitutional population age 16 and over; disability based on six CPS questions",
"time": "2024 annual averages; release February 25, 2025",
"unit": "percent",
"denominator_boundaries": "Employment-population ratio uses corresponding population; unemployment rate uses the labor force.",
"uncertainty": "Selected cells supply no estimate-specific SE/CI; not reconstructed.",
"limits": "Broad CPS disability group is not a hearing-only subgroup or an AI treatment estimate."
},
"study": {},
"sources": {},
"source": {
"publisher": "BLS",
"url": "https://www.bls.gov/news.release/archives/disabl_02252025.htm",
"title": "Persons with a Disability: Labor Force Characteristics, 2024",
"edition": "USDL-25-0247; February 25, 2025, 10:00 a.m. ET",
"surface": "Manually transcribed selected publisher HTML text/table from web-tool parsed view; not publisher response bytes.",
"retrieved_at": "2026-10-31T04:28:16.476742+00:00",
"publisher_bytes_sha256": null,
"excerpt_sha256": "e5cc1aa82d7325aa8d2a506754bf4ade6c8742b476dcc5faf4acbd80adc389af",
"excerpt_path": "bls-excerpt.txt",
"native_attempt": {
"url": "https://www.bls.gov/news.release/archives/disabl_02252025.htm",
"request_started_at": "2026-10-31T04:26:49.932792+00:00",
"purpose": "One fixed historical release for a bounded local discovery demonstration; no scheduled acquisition.",
"error": "HTTPError: HTTP Error 403: Forbidden",
"retrieved_at": "2026-10-31T04:26:50.038326+00:00"
},
"limits": [
"Native request received HTTP403. The web tool could read the publisher archive; its cache/fetch history is not independently established.",
"Excerpt hash identifies this manual transcription, not publisher bytes or independent download provenance.",
"Selected historical annual-average cells only; no current series or API feed is captured."
]
},
"discovery_description": {
"id": "B-UNEMP-16",
"title": "Unemployment rate | 16 years and over",
"kind": "official",
"source_ref": "bls-disability-2024",
"context_ref": "bls-table-a",
"focus": "Disability employment statistics",
"population": "People with a disability",
"age": "16 years and over",
"population_origin": "Explicit Table A panel and age-column header.",
"geography": "United States",
"period": "2024",
"outcome": "Unemployment rate",
"cell_status": "reported_observation",
"retrieval_terms": "disability employment population labor force statistics CPS United States annual average",
"retrieval_terms_origin": "Editorial terms from the publisher title, row/header and technical note.",
"limitations": [
"Historical 2024 annual average, not a current value.",
"Broad CPS disability definition; no hearing-only estimate.",
"No AI exposure or treatment-effect claim.",
"Native capture HTTP403; inspected publisher HTML via web tool, with manual excerpt only."
]
}
}Research finding · NBER
D-attrition-1Attrition | Baseline
Empowering Inclusive Work
-0.210 reported coefficient · reported SE 0.052
SE source: Table A.6 cell and note; worker-clustered.
- Population
- Deaf or hard-of-hearing workers
- Age
- Unresolved in selected research evidence
- Period
- Unresolved in selected appendix
- Geography
- Unresolved in selected appendix
Matches the selected metadata filters; no keyword ranking applied.
Keyword relevance and filter matching do not establish population equivalence or analytical suitability.
- Reported research result; no causal certification.
- Shared study and overlapping samples/specifications are not independent findings.
- Exact appendix edition, calendar window and full controls remain unresolved.
- A.9 normalization correspondence is a candidate interpretation; no silent binding to A.6.
Open original publisher source
Retained source bytes; see capture limits
Inspect this finding, source location and mapping origins
Experimental description. Source mappings and retrieval hints remain editorial/proposed.
Editorial discovery description from inspected study/context; not equivalence to every disability definition.
Author-curated discovery hints from the retained source dossier; not a universal taxonomy or independently validated equivalence.
- Source locator
{ "outcome_row": "Attrition", "column": 1, "panel": "B", "table": "A.6" }- Reported representation
{ "value": "OLS coefficient divided by pre-AI DHH mean", "limit": "No reconstruction from rounded raw coefficient/denominator; no assertion of exact internal numeric equality.", "origin": "contextual interpretation supported by explicit baseline labels in A.6 and A.9 plus matching coefficient and SE", "knowledge": "candidate binding", "normalization_denominator": { "precision_limit": "Rounded display; not an exact computational input", "raw_printed_token": "0.056" }, "evidence_refs": [ "D-A6", "D-A9" ] }- Publisher-byte hash
20bc9f53a76e56dfa9eb2d6c62c38978a7f18cd26a692ff77071dc3150ea1010
Complete resolved context for this index entry
{
"reported_record": {
"context_ref": "dhh-table",
"sample": {
"origin": "explicit footer and note",
"exact_outcome_regression_n": {
"reason": "N varies by outcome; A.6 points to main Table 2. Footer is a maximum, not an exact per-outcome N.",
"knowledge": "unresolved"
},
"column_maximum_worker_weeks": 480070,
"column_workers": 43605
},
"specification": {
"column_label": "Baseline",
"origin": "explicit column header and note"
},
"representation": {
"value": "OLS coefficient divided by pre-AI DHH mean",
"limit": "No reconstruction from rounded raw coefficient/denominator; no assertion of exact internal numeric equality.",
"origin": "contextual interpretation supported by explicit baseline labels in A.6 and A.9 plus matching coefficient and SE",
"knowledge": "candidate binding",
"normalization_denominator": {
"precision_limit": "Rounded display; not an exact computational input",
"raw_printed_token": "0.056"
},
"evidence_refs": [
"D-A6",
"D-A9"
]
},
"coefficient": {
"origin": "explicit table cell",
"raw_numeric_token": "-0.210"
},
"significance": {
"legend_ref": "dhh-table.significance_legend",
"origin": "explicit annotation",
"raw_stars": "***",
"interpretation_limit": "An unstarred estimate is not a zero or proof of no effect."
},
"locator": {
"outcome_row": "Attrition",
"column": 1,
"panel": "B",
"table": "A.6"
},
"evidence_refs": [
"D-A6"
],
"source_ref": "dhh-appendix",
"cell_status": "reported_estimate",
"uncertainty": {
"source_display": "(0.052)",
"origin": "explicit cell and table note",
"kind_and_clustering_ref": "dhh-table.standard_error",
"standard_error_raw_numeric_token": "0.052"
},
"outcome": "Attrition",
"id": "D-attrition-1"
},
"shared_context": {
"study_ref": "dhh-study",
"source_ref": "dhh-appendix",
"evidence_refs": [
"D-A6"
],
"finding_role": {
"value": "estimated effect as reported by authors",
"origin": "contextual interpretation of source title and DiD note; no causal validation"
},
"estimator": {
"design_source_label": "DiD",
"regression_scope": "Each numeric cell comes from a separate regression.",
"coefficient_term": {
"knowledge": "unresolved for the full A.6 table",
"reason": "A.6 does not print the equation or term; baseline attrition has separate D-A9 corroboration."
},
"full_controls_and_fixed_effects": {
"knowledge": "unresolved",
"reason": "Selected table lists restrictions and one added control, not complete per-outcome models."
}
},
"observation_unit": {
"value": "worker-week",
"origin": "contextual interpretation of footer and distance-control note"
},
"time": {
"value": "pre/post AI comparison; column 4 drops first four post-AI months",
"calendar_window": {
"knowledge": "unresolved in selected A.6 evidence"
}
},
"standard_error": {
"kind": "standard_error",
"clustering": "worker",
"origin": "explicit source note"
},
"significance_legend": {
"*": "p<0.1",
"**": "p<0.05",
"***": "p<0.01"
},
"confidence_interval": {
"knowledge": "not reported in selected table",
"calculated": false
},
"exact_p_value": {
"knowledge": "not reported in selected table",
"calculated": false
},
"sample_count_scope": "Maximum worker-weeks and workers are column-level footer values. Neither is silently an exact outcome-specific regression count.",
"dependency": "Shared study and overlapping specifications/samples; no independence or covariance asserted."
},
"study": {
"title": "Empowering Inclusive Work",
"report_ref": "dhh-appendix",
"evidence_refs": [
"D-TITLE",
"D-A6",
"D-A9"
],
"design": "Authors report effects on deaf and hard-of-hearing workers using DiD. The appendix is not evidence of randomized assignment.",
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"authority": "Prior independently reviewed source qualification retained without altering inherited publisher tokens or interpretations."
}
}Research finding · NBER
D-attrition-2Attrition | Gig Workers
Empowering Inclusive Work
-0.188 reported coefficient · reported SE 0.067
SE source: Table A.6 cell and note; worker-clustered.
- Population
- Deaf or hard-of-hearing workers
- Age
- Unresolved in selected research evidence
- Period
- Unresolved in selected appendix
- Geography
- Unresolved in selected appendix
Matches the selected metadata filters; no keyword ranking applied.
Keyword relevance and filter matching do not establish population equivalence or analytical suitability.
- Reported research result; no causal certification.
- Shared study and overlapping samples/specifications are not independent findings.
- Exact appendix edition, calendar window and full controls remain unresolved.
- A.9 normalization correspondence is a candidate interpretation; no silent binding to A.6.
Open original publisher source
Retained source bytes; see capture limits
Inspect this finding, source location and mapping origins
Experimental description. Source mappings and retrieval hints remain editorial/proposed.
Editorial discovery description from inspected study/context; not equivalence to every disability definition.
Author-curated discovery hints from the retained source dossier; not a universal taxonomy or independently validated equivalence.
- Source locator
{ "outcome_row": "Attrition", "column": 2, "panel": "B", "table": "A.6" }- Reported representation
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Complete resolved context for this index entry
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"authority": "Prior independently reviewed source qualification retained without altering inherited publisher tokens or interpretations."
}
}Research finding · NBER
D-attrition-3Attrition | Team Workers
Empowering Inclusive Work
-0.125 reported coefficient · reported SE 0.089
SE source: Table A.6 cell and note; worker-clustered.
- Population
- Deaf or hard-of-hearing workers
- Age
- Unresolved in selected research evidence
- Period
- Unresolved in selected appendix
- Geography
- Unresolved in selected appendix
Matches the selected metadata filters; no keyword ranking applied.
Keyword relevance and filter matching do not establish population equivalence or analytical suitability.
- Reported research result; no causal certification.
- Shared study and overlapping samples/specifications are not independent findings.
- Exact appendix edition, calendar window and full controls remain unresolved.
- A.9 normalization correspondence is a candidate interpretation; no silent binding to A.6.
Open original publisher source
Retained source bytes; see capture limits
Inspect this finding, source location and mapping origins
Experimental description. Source mappings and retrieval hints remain editorial/proposed.
Editorial discovery description from inspected study/context; not equivalence to every disability definition.
Author-curated discovery hints from the retained source dossier; not a universal taxonomy or independently validated equivalence.
- Source locator
{ "outcome_row": "Attrition", "column": 3, "panel": "B", "table": "A.6" }- Reported representation
{ "knowledge": "unresolved", "reason": "Baseline scale corroborated in A.9; per-column normalization and denominators not established for this cell. Do not label as raw probability or percentage-point change." }- Publisher-byte hash
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Complete resolved context for this index entry
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}
}Research finding · NBER
D-attrition-4Attrition | Exclude First 4 Months Post-AI
Empowering Inclusive Work
-0.193 reported coefficient · reported SE 0.054
SE source: Table A.6 cell and note; worker-clustered.
- Population
- Deaf or hard-of-hearing workers
- Age
- Unresolved in selected research evidence
- Period
- Unresolved in selected appendix
- Geography
- Unresolved in selected appendix
Matches the selected metadata filters; no keyword ranking applied.
Keyword relevance and filter matching do not establish population equivalence or analytical suitability.
- Reported research result; no causal certification.
- Shared study and overlapping samples/specifications are not independent findings.
- Exact appendix edition, calendar window and full controls remain unresolved.
- A.9 normalization correspondence is a candidate interpretation; no silent binding to A.6.
Open original publisher source
Retained source bytes; see capture limits
Inspect this finding, source location and mapping origins
Experimental description. Source mappings and retrieval hints remain editorial/proposed.
Editorial discovery description from inspected study/context; not equivalence to every disability definition.
Author-curated discovery hints from the retained source dossier; not a universal taxonomy or independently validated equivalence.
- Source locator
{ "outcome_row": "Attrition", "column": 4, "panel": "B", "table": "A.6" }- Reported representation
{ "knowledge": "unresolved", "reason": "Baseline scale corroborated in A.9; per-column normalization and denominators not established for this cell. Do not label as raw probability or percentage-point change." }- Publisher-byte hash
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Complete resolved context for this index entry
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"***": "p<0.01"
},
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},
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"knowledge": "not reported in selected table",
"calculated": false
},
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},
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},
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}
},
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"authors": [
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"Huilan Xu",
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"edition": {
"knowledge": "unresolved",
"reason": "No explicit edition date/version found in title, extracted text or PDF creation/modification metadata."
},
"edition_limit": "NBER appendix directory plus matching title/authors identifies a related work. Exact binding to the June 17 main-paper edition or October digest is unestablished."
},
"discovery_description": {
"id": "D-attrition-4",
"title": "Attrition | Exclude First 4 Months Post-AI",
"kind": "research",
"source_ref": "dhh-appendix",
"study_ref": "dhh-study",
"context_ref": "dhh-table",
"focus": "AI",
"population": "Deaf or hard-of-hearing workers",
"geography": "Unresolved in selected appendix",
"period": "Unresolved in selected appendix",
"outcome": "Attrition",
"cell_status": "reported_estimate",
"population_origin": "Editorial discovery description from inspected study/context; not equivalence to every disability definition.",
"retrieval_terms": "AI artificial intelligence deaf hard of hearing DHH disability employment work",
"retrieval_terms_origin": "Author-curated discovery hints from the retained source dossier; not a universal taxonomy or independently validated equivalence.",
"limitations": [
"Reported research result; no causal certification.",
"Shared study and overlapping samples/specifications are not independent findings.",
"Exact appendix edition, calendar window and full controls remain unresolved.",
"A.9 normalization correspondence is a candidate interpretation; no silent binding to A.6."
],
"age": "Unresolved in selected research evidence"
},
"source_qualification": {
"source_ref": "dhh-appendix",
"applies_to": [
"supporting-source-evidence",
"D-A9"
],
"qualification": "A.9 itself does not label its parentheses as SEs or specify clustering. The inherited supporting record labels are retained as prior interpretations; correspondence to A.6 remains an assumption. This demo uses A.6 for SE kind/clustering and A.9 only for its explicit normalization label.",
"limits": [
"The source hash identifies bytes, not independently established download provenance or economic truth.",
"No main Table2, underlying microdata, code, causal validation or exact arithmetic was inspected/executed.",
"This is previously used source material and author-informed teaching questions, not held-out evaluation."
],
"authority": "Prior independently reviewed source qualification retained without altering inherited publisher tokens or interpretations."
}
}Research finding · NBER
D-attrition-5Attrition | Workers Present Both Pre-AI & Post-AI
Empowering Inclusive Work
Inapplicable · no estimate supplied
- Population
- Deaf or hard-of-hearing workers
- Age
- Unresolved in selected research evidence
- Period
- Unresolved in selected appendix
- Geography
- Unresolved in selected appendix
Matches the selected metadata filters; no keyword ranking applied.
Keyword relevance and filter matching do not establish population equivalence or analytical suitability.
- Reported research result; no causal certification.
- Shared study and overlapping samples/specifications are not independent findings.
- Exact appendix edition, calendar window and full controls remain unresolved.
- A.9 normalization correspondence is a candidate interpretation; no silent binding to A.6.
Open original publisher source
Retained source bytes; see capture limits
Inspect this finding, source location and mapping origins
Experimental description. Source mappings and retrieval hints remain editorial/proposed.
Editorial discovery description from inspected study/context; not equivalence to every disability definition.
Author-curated discovery hints from the retained source dossier; not a universal taxonomy or independently validated equivalence.
- Source locator
{ "outcome_row": "Attrition", "column": 5, "panel": "B", "table": "A.6" }- Reported representation
{ "knowledge": "inapplicable", "reason": "No estimate" }- Publisher-byte hash
20bc9f53a76e56dfa9eb2d6c62c38978a7f18cd26a692ff77071dc3150ea1010
Complete resolved context for this index entry
{
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},
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"knowledge": "inapplicable",
"reason": "No estimate"
},
"coefficient": {
"knowledge": "inapplicable",
"reason": "Selection requires presence before and after AI; source does not analyze attrition in this selected group.",
"source_display": "Not app-\nlicable"
},
"significance": {
"knowledge": "inapplicable"
},
"locator": {
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"knowledge": "unresolved",
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}
},
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}
},
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},
"edition_limit": "NBER appendix directory plus matching title/authors identifies a related work. Exact binding to the June 17 main-paper edition or October digest is unestablished."
},
"discovery_description": {
"id": "D-attrition-5",
"title": "Attrition | Workers Present Both Pre-AI & Post-AI",
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"period": "Unresolved in selected appendix",
"outcome": "Attrition",
"cell_status": "inapplicable",
"population_origin": "Editorial discovery description from inspected study/context; not equivalence to every disability definition.",
"retrieval_terms": "AI artificial intelligence deaf hard of hearing DHH disability employment work",
"retrieval_terms_origin": "Author-curated discovery hints from the retained source dossier; not a universal taxonomy or independently validated equivalence.",
"limitations": [
"Reported research result; no causal certification.",
"Shared study and overlapping samples/specifications are not independent findings.",
"Exact appendix edition, calendar window and full controls remain unresolved.",
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"age": "Unresolved in selected research evidence"
},
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"supporting-source-evidence",
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"limits": [
"The source hash identifies bytes, not independently established download provenance or economic truth.",
"No main Table2, underlying microdata, code, causal validation or exact arithmetic was inspected/executed.",
"This is previously used source material and author-informed teaching questions, not held-out evaluation."
],
"authority": "Prior independently reviewed source qualification retained without altering inherited publisher tokens or interpretations."
}
}Research finding · NBER
D-attrition-6Attrition | Restrict to Observations with Hours Data
Empowering Inclusive Work
-0.119 reported coefficient · reported SE 0.053
SE source: Table A.6 cell and note; worker-clustered.
- Population
- Deaf or hard-of-hearing workers
- Age
- Unresolved in selected research evidence
- Period
- Unresolved in selected appendix
- Geography
- Unresolved in selected appendix
Matches the selected metadata filters; no keyword ranking applied.
Keyword relevance and filter matching do not establish population equivalence or analytical suitability.
- Reported research result; no causal certification.
- Shared study and overlapping samples/specifications are not independent findings.
- Exact appendix edition, calendar window and full controls remain unresolved.
- A.9 normalization correspondence is a candidate interpretation; no silent binding to A.6.
Open original publisher source
Retained source bytes; see capture limits
Inspect this finding, source location and mapping origins
Experimental description. Source mappings and retrieval hints remain editorial/proposed.
Editorial discovery description from inspected study/context; not equivalence to every disability definition.
Author-curated discovery hints from the retained source dossier; not a universal taxonomy or independently validated equivalence.
- Source locator
{ "outcome_row": "Attrition", "column": 6, "panel": "B", "table": "A.6" }- Reported representation
{ "knowledge": "unresolved", "reason": "Baseline scale corroborated in A.9; per-column normalization and denominators not established for this cell. Do not label as raw probability or percentage-point change." }- Publisher-byte hash
20bc9f53a76e56dfa9eb2d6c62c38978a7f18cd26a692ff77071dc3150ea1010
Complete resolved context for this index entry
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},
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},
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},
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"knowledge": "unresolved for the full A.6 table",
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"full_controls_and_fixed_effects": {
"knowledge": "unresolved",
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}
},
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},
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}
},
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},
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},
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"knowledge": "not visible on rendered page"
},
"surface": "Table A.6, selected Delivery Time and Attrition rows, all seven column headers, footer counts and notes",
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}
},
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},
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},
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"title": "Attrition | Restrict to Observations with Hours Data",
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"outcome": "Attrition",
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"population_origin": "Editorial discovery description from inspected study/context; not equivalence to every disability definition.",
"retrieval_terms": "AI artificial intelligence deaf hard of hearing DHH disability employment work",
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"limitations": [
"Reported research result; no causal certification.",
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"Exact appendix edition, calendar window and full controls remain unresolved.",
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],
"age": "Unresolved in selected research evidence"
},
"source_qualification": {
"source_ref": "dhh-appendix",
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"supporting-source-evidence",
"D-A9"
],
"qualification": "A.9 itself does not label its parentheses as SEs or specify clustering. The inherited supporting record labels are retained as prior interpretations; correspondence to A.6 remains an assumption. This demo uses A.6 for SE kind/clustering and A.9 only for its explicit normalization label.",
"limits": [
"The source hash identifies bytes, not independently established download provenance or economic truth.",
"No main Table2, underlying microdata, code, causal validation or exact arithmetic was inspected/executed.",
"This is previously used source material and author-informed teaching questions, not held-out evaluation."
],
"authority": "Prior independently reviewed source qualification retained without altering inherited publisher tokens or interpretations."
}
}Research finding · NBER
D-attrition-7Attrition | Control for Avg. Distance from Restaurant to Customer
Empowering Inclusive Work
-0.210 reported coefficient · reported SE 0.052
SE source: Table A.6 cell and note; worker-clustered.
- Population
- Deaf or hard-of-hearing workers
- Age
- Unresolved in selected research evidence
- Period
- Unresolved in selected appendix
- Geography
- Unresolved in selected appendix
Matches the selected metadata filters; no keyword ranking applied.
Keyword relevance and filter matching do not establish population equivalence or analytical suitability.
- Reported research result; no causal certification.
- Shared study and overlapping samples/specifications are not independent findings.
- Exact appendix edition, calendar window and full controls remain unresolved.
- A.9 normalization correspondence is a candidate interpretation; no silent binding to A.6.
Open original publisher source
Retained source bytes; see capture limits
Inspect this finding, source location and mapping origins
Experimental description. Source mappings and retrieval hints remain editorial/proposed.
Editorial discovery description from inspected study/context; not equivalence to every disability definition.
Author-curated discovery hints from the retained source dossier; not a universal taxonomy or independently validated equivalence.
- Source locator
{ "outcome_row": "Attrition", "column": 7, "panel": "B", "table": "A.6" }- Reported representation
{ "knowledge": "unresolved", "reason": "Baseline scale corroborated in A.9; per-column normalization and denominators not established for this cell. Do not label as raw probability or percentage-point change." }- Publisher-byte hash
20bc9f53a76e56dfa9eb2d6c62c38978a7f18cd26a692ff77071dc3150ea1010
Complete resolved context for this index entry
{
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"origin": "explicit footer and note",
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"reason": "N varies by outcome; A.6 points to main Table 2. Footer is a maximum, not an exact per-outcome N.",
"knowledge": "unresolved"
},
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"column_workers": 43605
},
"specification": {
"column_label": "Control for Avg. Distance from Restaurant to Customer",
"origin": "explicit column header and note"
},
"representation": {
"knowledge": "unresolved",
"reason": "Baseline scale corroborated in A.9; per-column normalization and denominators not established for this cell. Do not label as raw probability or percentage-point change."
},
"coefficient": {
"origin": "explicit table cell",
"raw_numeric_token": "-0.210"
},
"significance": {
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},
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},
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"id": "D-attrition-7"
},
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},
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"knowledge": "unresolved for the full A.6 table",
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},
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"knowledge": "unresolved",
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}
},
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}
}Research finding · NBER
D-delivery-1Delivery Time | Baseline
Empowering Inclusive Work
-0.035 reported coefficient · reported SE 0.004
SE source: Table A.6 cell and note; worker-clustered.
- Population
- Deaf or hard-of-hearing workers
- Age
- Unresolved in selected research evidence
- Period
- Unresolved in selected appendix
- Geography
- Unresolved in selected appendix
Matches the selected metadata filters; no keyword ranking applied.
Keyword relevance and filter matching do not establish population equivalence or analytical suitability.
- Reported research result; no causal certification.
- Shared study and overlapping samples/specifications are not independent findings.
- Exact appendix edition, calendar window and full controls remain unresolved.
- A.9 normalization correspondence is a candidate interpretation; no silent binding to A.6.
Open original publisher source
Retained source bytes; see capture limits
Inspect this finding, source location and mapping origins
Experimental description. Source mappings and retrieval hints remain editorial/proposed.
Editorial discovery description from inspected study/context; not equivalence to every disability definition.
Author-curated discovery hints from the retained source dossier; not a universal taxonomy or independently validated equivalence.
- Source locator
{ "outcome_row": "Delivery Time", "column": 1, "panel": "A", "table": "A.6" }- Reported representation
{ "knowledge": "unresolved", "raw_outcome_unit": "minutes in A.2, not established as coefficient unit", "evidence_refs": [ "D-A2", "D-A5" ], "reason": "A.5 states IHS for pre-AI comparison delivery time. This is related evidence, not an explicit binding to all A.6 specifications." }- Publisher-byte hash
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"authority": "Prior independently reviewed source qualification retained without altering inherited publisher tokens or interpretations."
}
}Research finding · NBER
D-delivery-2Delivery Time | Gig Workers
Empowering Inclusive Work
-0.025 reported coefficient · reported SE 0.006
SE source: Table A.6 cell and note; worker-clustered.
- Population
- Deaf or hard-of-hearing workers
- Age
- Unresolved in selected research evidence
- Period
- Unresolved in selected appendix
- Geography
- Unresolved in selected appendix
Matches the selected metadata filters; no keyword ranking applied.
Keyword relevance and filter matching do not establish population equivalence or analytical suitability.
- Reported research result; no causal certification.
- Shared study and overlapping samples/specifications are not independent findings.
- Exact appendix edition, calendar window and full controls remain unresolved.
- A.9 normalization correspondence is a candidate interpretation; no silent binding to A.6.
Open original publisher source
Retained source bytes; see capture limits
Inspect this finding, source location and mapping origins
Experimental description. Source mappings and retrieval hints remain editorial/proposed.
Editorial discovery description from inspected study/context; not equivalence to every disability definition.
Author-curated discovery hints from the retained source dossier; not a universal taxonomy or independently validated equivalence.
- Source locator
{ "outcome_row": "Delivery Time", "column": 2, "panel": "A", "table": "A.6" }- Reported representation
{ "knowledge": "unresolved", "raw_outcome_unit": "minutes in A.2, not established as coefficient unit", "evidence_refs": [ "D-A2", "D-A5" ], "reason": "A.5 states IHS for pre-AI comparison delivery time. This is related evidence, not an explicit binding to all A.6 specifications." }- Publisher-byte hash
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}Research finding · NBER
D-delivery-3Delivery Time | Team Workers
Empowering Inclusive Work
-0.040 reported coefficient · reported SE 0.006
SE source: Table A.6 cell and note; worker-clustered.
- Population
- Deaf or hard-of-hearing workers
- Age
- Unresolved in selected research evidence
- Period
- Unresolved in selected appendix
- Geography
- Unresolved in selected appendix
Matches the selected metadata filters; no keyword ranking applied.
Keyword relevance and filter matching do not establish population equivalence or analytical suitability.
- Reported research result; no causal certification.
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- Exact appendix edition, calendar window and full controls remain unresolved.
- A.9 normalization correspondence is a candidate interpretation; no silent binding to A.6.
Open original publisher source
Retained source bytes; see capture limits
Inspect this finding, source location and mapping origins
Experimental description. Source mappings and retrieval hints remain editorial/proposed.
Editorial discovery description from inspected study/context; not equivalence to every disability definition.
Author-curated discovery hints from the retained source dossier; not a universal taxonomy or independently validated equivalence.
- Source locator
{ "outcome_row": "Delivery Time", "column": 3, "panel": "A", "table": "A.6" }- Reported representation
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Complete resolved context for this index entry
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},
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"limits": [
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"authority": "Prior independently reviewed source qualification retained without altering inherited publisher tokens or interpretations."
}
}Research finding · NBER
D-delivery-4Delivery Time | Exclude First 4 Months Post-AI
Empowering Inclusive Work
-0.051 reported coefficient · reported SE 0.006
SE source: Table A.6 cell and note; worker-clustered.
- Population
- Deaf or hard-of-hearing workers
- Age
- Unresolved in selected research evidence
- Period
- Unresolved in selected appendix
- Geography
- Unresolved in selected appendix
Matches the selected metadata filters; no keyword ranking applied.
Keyword relevance and filter matching do not establish population equivalence or analytical suitability.
- Reported research result; no causal certification.
- Shared study and overlapping samples/specifications are not independent findings.
- Exact appendix edition, calendar window and full controls remain unresolved.
- A.9 normalization correspondence is a candidate interpretation; no silent binding to A.6.
Open original publisher source
Retained source bytes; see capture limits
Inspect this finding, source location and mapping origins
Experimental description. Source mappings and retrieval hints remain editorial/proposed.
Editorial discovery description from inspected study/context; not equivalence to every disability definition.
Author-curated discovery hints from the retained source dossier; not a universal taxonomy or independently validated equivalence.
- Source locator
{ "outcome_row": "Delivery Time", "column": 4, "panel": "A", "table": "A.6" }- Reported representation
{ "knowledge": "unresolved", "raw_outcome_unit": "minutes in A.2, not established as coefficient unit", "evidence_refs": [ "D-A2", "D-A5" ], "reason": "A.5 states IHS for pre-AI comparison delivery time. This is related evidence, not an explicit binding to all A.6 specifications." }- Publisher-byte hash
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Complete resolved context for this index entry
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"limits": [
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"authority": "Prior independently reviewed source qualification retained without altering inherited publisher tokens or interpretations."
}
}Research finding · NBER
D-delivery-5Delivery Time | Workers Present Both Pre-AI & Post-AI
Empowering Inclusive Work
-0.035 reported coefficient · reported SE 0.004
SE source: Table A.6 cell and note; worker-clustered.
- Population
- Deaf or hard-of-hearing workers
- Age
- Unresolved in selected research evidence
- Period
- Unresolved in selected appendix
- Geography
- Unresolved in selected appendix
Matches the selected metadata filters; no keyword ranking applied.
Keyword relevance and filter matching do not establish population equivalence or analytical suitability.
- Reported research result; no causal certification.
- Shared study and overlapping samples/specifications are not independent findings.
- Exact appendix edition, calendar window and full controls remain unresolved.
- A.9 normalization correspondence is a candidate interpretation; no silent binding to A.6.
Open original publisher source
Retained source bytes; see capture limits
Inspect this finding, source location and mapping origins
Experimental description. Source mappings and retrieval hints remain editorial/proposed.
Editorial discovery description from inspected study/context; not equivalence to every disability definition.
Author-curated discovery hints from the retained source dossier; not a universal taxonomy or independently validated equivalence.
- Source locator
{ "outcome_row": "Delivery Time", "column": 5, "panel": "A", "table": "A.6" }- Reported representation
{ "knowledge": "unresolved", "raw_outcome_unit": "minutes in A.2, not established as coefficient unit", "evidence_refs": [ "D-A2", "D-A5" ], "reason": "A.5 states IHS for pre-AI comparison delivery time. This is related evidence, not an explicit binding to all A.6 specifications." }- Publisher-byte hash
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}Research finding · NBER
D-delivery-6Delivery Time | Restrict to Observations with Hours Data
Empowering Inclusive Work
-0.026 reported coefficient · reported SE 0.005
SE source: Table A.6 cell and note; worker-clustered.
- Population
- Deaf or hard-of-hearing workers
- Age
- Unresolved in selected research evidence
- Period
- Unresolved in selected appendix
- Geography
- Unresolved in selected appendix
Matches the selected metadata filters; no keyword ranking applied.
Keyword relevance and filter matching do not establish population equivalence or analytical suitability.
- Reported research result; no causal certification.
- Shared study and overlapping samples/specifications are not independent findings.
- Exact appendix edition, calendar window and full controls remain unresolved.
- A.9 normalization correspondence is a candidate interpretation; no silent binding to A.6.
Open original publisher source
Retained source bytes; see capture limits
Inspect this finding, source location and mapping origins
Experimental description. Source mappings and retrieval hints remain editorial/proposed.
Editorial discovery description from inspected study/context; not equivalence to every disability definition.
Author-curated discovery hints from the retained source dossier; not a universal taxonomy or independently validated equivalence.
- Source locator
{ "outcome_row": "Delivery Time", "column": 6, "panel": "A", "table": "A.6" }- Reported representation
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Complete resolved context for this index entry
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},
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}
},
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"reason": "No explicit edition date/version found in title, extracted text or PDF creation/modification metadata."
},
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},
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"retrieval_terms": "AI artificial intelligence deaf hard of hearing DHH disability employment work",
"retrieval_terms_origin": "Author-curated discovery hints from the retained source dossier; not a universal taxonomy or independently validated equivalence.",
"limitations": [
"Reported research result; no causal certification.",
"Shared study and overlapping samples/specifications are not independent findings.",
"Exact appendix edition, calendar window and full controls remain unresolved.",
"A.9 normalization correspondence is a candidate interpretation; no silent binding to A.6."
],
"age": "Unresolved in selected research evidence"
},
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"supporting-source-evidence",
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"limits": [
"The source hash identifies bytes, not independently established download provenance or economic truth.",
"No main Table2, underlying microdata, code, causal validation or exact arithmetic was inspected/executed.",
"This is previously used source material and author-informed teaching questions, not held-out evaluation."
],
"authority": "Prior independently reviewed source qualification retained without altering inherited publisher tokens or interpretations."
}
}Research finding · NBER
D-delivery-7Delivery Time | Control for Avg. Distance from Restaurant to Customer
Empowering Inclusive Work
-0.037 reported coefficient · reported SE 0.004
SE source: Table A.6 cell and note; worker-clustered.
- Population
- Deaf or hard-of-hearing workers
- Age
- Unresolved in selected research evidence
- Period
- Unresolved in selected appendix
- Geography
- Unresolved in selected appendix
Matches the selected metadata filters; no keyword ranking applied.
Keyword relevance and filter matching do not establish population equivalence or analytical suitability.
- Reported research result; no causal certification.
- Shared study and overlapping samples/specifications are not independent findings.
- Exact appendix edition, calendar window and full controls remain unresolved.
- A.9 normalization correspondence is a candidate interpretation; no silent binding to A.6.
Open original publisher source
Retained source bytes; see capture limits
Inspect this finding, source location and mapping origins
Experimental description. Source mappings and retrieval hints remain editorial/proposed.
Editorial discovery description from inspected study/context; not equivalence to every disability definition.
Author-curated discovery hints from the retained source dossier; not a universal taxonomy or independently validated equivalence.
- Source locator
{ "outcome_row": "Delivery Time", "column": 7, "panel": "A", "table": "A.6" }- Reported representation
{ "knowledge": "unresolved", "raw_outcome_unit": "minutes in A.2, not established as coefficient unit", "evidence_refs": [ "D-A2", "D-A5" ], "reason": "A.5 states IHS for pre-AI comparison delivery time. This is related evidence, not an explicit binding to all A.6 specifications." }- Publisher-byte hash
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Complete resolved context for this index entry
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"limits": [
"The source hash identifies bytes, not independently established download provenance or economic truth.",
"No main Table2, underlying microdata, code, causal validation or exact arithmetic was inspected/executed.",
"This is previously used source material and author-informed teaching questions, not held-out evaluation."
],
"authority": "Prior independently reviewed source qualification retained without altering inherited publisher tokens or interpretations."
}
}Research finding · NBER
R-1Overall Performance | column 1
Does Working from Home Work? Evidence from a Chinese Experiment
0.232 reported coefficient · reported SE 0.063
SE source: Table 2 cell and note; individual employee-clustered.
- Population
- Eligible CTrip volunteers
- Age
- Unresolved in selected research evidence
- Period
- 2010-2011
- Geography
- China
Matches the selected metadata filters; no keyword ranking applied.
Keyword relevance and filter matching do not establish population equivalence or analytical suitability.
- Reported research result; no causal certification.
- Shared study and overlapping samples/specifications are not independent findings.
- One eligible volunteer sample in one firm; not national employment statistics.
- Recruitment department counts conflict (996/994); no preferred count selected.
Open original publisher source
Retained source bytes; see capture limits
Inspect this finding, source location and mapping origins
Experimental description. Source mappings and retrieval hints remain editorial/proposed.
Editorial discovery description from inspected study/context; not equivalence to every disability definition.
Author-curated discovery hints from the retained source dossier; not a universal taxonomy or independently validated equivalence.
- Source locator
{ "coefficient_row": "Experiment_t * Treatment_i", "column": 1, "table": "2" }- Reported representation
{ "limit": "Preserved coefficient scale; not converted to percent or percentage points.", "origin": "explicit column normalization row", "source_label": "z-score" }- Publisher-byte hash
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Complete resolved context for this index entry
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},
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},
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},
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},
"estimand": {
"source_label": "intention to treat",
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"origin": "source description, not independent causal certification"
},
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"value": "employee-week",
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},
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],
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],
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},
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},
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},
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"knowledge": "not reported in selected table",
"calculated": false
},
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"value": true,
"origin": "equation (1) and general table note; only individual FE explicitly excepted for column 2"
},
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"R-T2"
],
"limit": "Table note uses broader across-sample wording. No extra rescaling or exact reconstruction rule inferred."
},
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"knowledge": "unresolved in inspected table/method context",
"items": [
"weights",
"test sidedness",
"reference degrees of freedom",
"log-zero handling",
"complete missing-observation rules"
]
},
"dependency": "All six estimates share an experiment. Columns 3 and 4 transform the same outcome; no independent-replication or pooling claim."
},
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],
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"eligibility": "At least six months tenure, home broadband and an independent home workspace.",
"assignment": "Public lottery selected even day-of-month birth dates for treatment; odd dates for control. This is an attributed source design, not validation of causal assumptions.",
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}
],
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}
},
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},
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],
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}
},
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R-2Overall Performance | column 2
Does Working from Home Work? Evidence from a Chinese Experiment
0.184 reported coefficient · reported SE 0.086
SE source: Table 2 cell and note; individual employee-clustered.
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Open original publisher source
Retained source bytes; see capture limits
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Experimental description. Source mappings and retrieval hints remain editorial/proposed.
Editorial discovery description from inspected study/context; not equivalence to every disability definition.
Author-curated discovery hints from the retained source dossier; not a universal taxonomy or independently validated equivalence.
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Complete resolved context for this index entry
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}Research finding · NBER
R-3Phonecalls | column 3
Does Working from Home Work? Evidence from a Chinese Experiment
0.248 reported coefficient · reported SE 0.058
SE source: Table 2 cell and note; individual employee-clustered.
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- Unresolved in selected research evidence
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Open original publisher source
Retained source bytes; see capture limits
Inspect this finding, source location and mapping origins
Experimental description. Source mappings and retrieval hints remain editorial/proposed.
Editorial discovery description from inspected study/context; not equivalence to every disability definition.
Author-curated discovery hints from the retained source dossier; not a universal taxonomy or independently validated equivalence.
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Complete resolved context for this index entry
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R-4Phonecalls | column 4
Does Working from Home Work? Evidence from a Chinese Experiment
0.120 reported coefficient · reported SE 0.025
SE source: Table 2 cell and note; individual employee-clustered.
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- Unresolved in selected research evidence
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Open original publisher source
Retained source bytes; see capture limits
Inspect this finding, source location and mapping origins
Experimental description. Source mappings and retrieval hints remain editorial/proposed.
Editorial discovery description from inspected study/context; not equivalence to every disability definition.
Author-curated discovery hints from the retained source dossier; not a universal taxonomy or independently validated equivalence.
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Complete resolved context for this index entry
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R-5Phonecalls Per Minute | column 5
Does Working from Home Work? Evidence from a Chinese Experiment
0.032 reported coefficient · reported SE 0.013
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R-6Minutes on the Phone | column 6
Does Working from Home Work? Evidence from a Chinese Experiment
0.088 reported coefficient · reported SE 0.027
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"population_origin": "Editorial discovery description from inspected study/context; not equivalence to every disability definition.",
"retrieval_terms": "working from home remote work CTrip employees performance China experiment",
"retrieval_terms_origin": "Author-curated discovery hints from the retained source dossier; not a universal taxonomy or independently validated equivalence.",
"limitations": [
"Reported research result; no causal certification.",
"Shared study and overlapping samples/specifications are not independent findings.",
"One eligible volunteer sample in one firm; not national employment statistics.",
"Recruitment department counts conflict (996/994); no preferred count selected."
],
"age": "Unresolved in selected research evidence"
}
}Inspect request, exclusions, keyword misses and coverage
24 records matched every hard filter. 0 were excluded by filters; 0 had no query-token match.
{
"request": {
"limit": 24,
"q": ""
},
"exclusions": [],
"keyword_misses": [],
"returned_count": 24,
"truncated_count": 0,
"coverage": "24 selected cells from two NBER studies and one BLS release. No wider coverage."
}Collection scope and interpretive limits
Research results retain their study-specific populations, separate regressions, uncertainty and shared dependencies. BLS rows describe broader CPS disability groups and historical annual averages, not AI treatment effects. Related findings are not automatically comparable.
The research records use retained publisher captures. BLS's archive was inspected through a web-tool HTML view after a native request returned 403; the selected manual transcription is included in the download. It does not establish custody of publisher response bytes.
The A.9 supporting record retains a separate qualification: that table does not itself label its parenthetical values as standard errors. A.6 supplies explicit SE/clustering information. Cross-table correspondence remains proposed.
The same search function serves this browser and the included local Node.js agent command. Results describe exact filter matching and lexical relevance; they do not certify economic interpretation, causality or downstream operations.
Inspect the existing discovery and source documentation requirements