Evidence (1902 claims)

Evidence Matrix

Claim counts by outcome category and direction of finding.

Outcome	Positive	Negative	Mixed	Null	Total
Other	369	105	58	432	972
Governance & Regulation	365	171	113	54	713
Research Productivity	229	95	33	294	655
Organizational Efficiency	354	82	58	34	531
Technology Adoption Rate	277	115	63	27	486
Firm Productivity	273	33	68	10	389
AI Safety & Ethics	112	177	43	24	358
Output Quality	228	61	23	25	337
Market Structure	105	118	81	14	323
Decision Quality	154	68	33	17	275
Employment Level	68	32	74	8	184
Fiscal & Macroeconomic	74	52	32	21	183
Skill Acquisition	85	31	38	9	163
Firm Revenue	96	30	22	—	148
Innovation Output	100	11	20	11	143
Consumer Welfare	66	29	35	7	137
Regulatory Compliance	51	61	13	3	128
Inequality Measures	24	66	31	4	125
Task Allocation	64	6	28	6	104
Error Rate	42	47	6	—	95
Training Effectiveness	55	12	10	16	93
Worker Satisfaction	42	32	11	6	91
Task Completion Time	71	5	3	1	80
Wages & Compensation	38	13	19	4	74
Team Performance	41	8	15	7	72
Hiring & Recruitment	39	4	6	3	52
Automation Exposure	17	15	9	5	46
Job Displacement	5	28	12	—	45
Social Protection	18	8	6	1	33
Developer Productivity	25	1	2	1	29
Worker Turnover	10	12	—	3	25
Creative Output	15	5	3	1	24
Skill Obsolescence	3	18	2	—	23
Labor Share of Income	7	4	9	—	20

Skills Training Remove filter

Policy responses should go beyond reskilling to include mechanisms addressing informality and job quality (e.g., portable benefits, minimum standards for platforms, guaranteed work or public employment schemes, wage floors, and training linked to placement).

Policy recommendation synthesized from literature on platform labour, social protection, and training program design; normative prescription rather than empirically validated intervention within this paper.

speculative positive Who Loses to Automation? AI-Driven Labour Displacement and t... worker welfare and employment security under combined policy interventions

Unchecked shifts toward K_T-dominated production can amplify political risks (rising inequality, fiscal strain) that may fuel populism, protectionism, and demands for renegotiated social contracts.

Theoretical political‑economy discussion supported by historical analogies and model scenarios linking fiscal stress and distributional change to political-instability risks; qualitative case evidence.

speculative positive The Macroeconomic Transition of Technological Capital in the... political risk indicators (populist support, policy volatility) — discussed qual...

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