Evidence

Search and filter individual claims pulled from the papers. Looking for a specific finding ("what's the effect on wages?"), you're in the right place. Want to compare whole outcome categories against each other instead? Use the Evidence Explorer.

The board below groups claims two ways: by broad theme (nine paper-level topics) and by outcome category (the 34 claim-level outcomes that the Explorer and Syntheses also use).

Browse by theme

Nine broad, paper-level topics. Click one to filter the claims below.

Human-AI Collaboration

Claims by outcome category

Counts by direction of finding. These are the same 34 outcome categories the Explorer compares and the Syntheses are written for. A linked row has a published synthesis.

Outcome	Positive	Negative	Mixed	Null	Total
Other	1762	461	266	1800	4474
Organizational Efficiency	2585	581	369	165	3720
Governance & Regulation	2001	863	438	241	3591
Technology Adoption Rate	1412	502	249	203	2393
Decision Quality	1221	466	271	142	2110
Output Quality	1161	431	189	129	1915
AI Safety & Ethics	600	720	197	81	1608
Research Productivity	805	239	109	422	1596
Firm Productivity	1012	133	157	65	1373
Task Allocation	642	195	306	92	1244
Market Structure	416	418	226	46	1112
Innovation Output	619	87	101	34	843
Task Completion Time	458	109	40	35	646
Firm Revenue	430	121	55	23	631
Skill Acquisition	344	114	108	31	597
Consumer Welfare	269	152	95	28	546
Employment Level	205	129	159	49	544
Fiscal & Macroeconomic	261	132	70	50	520
Error Rate	221	238	32	15	509
Inequality Measures	95	296	88	12	491
Worker Satisfaction	214	168	55	28	465
Automation Exposure	142	126	61	35	368
Regulatory Compliance	163	117	30	13	324
Developer Productivity	219	55	26	13	314
Team Performance	183	54	50	24	313
Wages & Compensation	144	98	42	16	300
Training Effectiveness	199	38	20	26	286
Job Displacement	21	144	48	4	217
Hiring & Recruitment	102	53	30	11	198
Skill Obsolescence	15	99	23	6	143
Creative Output	71	42	23	6	143
Social Protection	53	29	11	3	96
Labor Share of Income	27	41	22	2	92
Worker Turnover	42	28	6	4	80
Industry	—	—	—	1	1

Skill Acquisition Remove filter

No claims match these filters.