From the hash-bound evidence releases
Recorded claims
Each claim states what the inspected source says, at the recorded location—bounded by its scope and graded by its confidence. Nothing here is a synthesis across works.
A field experiment evaluated 8.2 million algorithmic predictions of math skill from roughly 400 AI engineers under randomized changes to incentives, training data, ethics awareness, and technical knowledge, then audited out-of-sample predictions for about 20,000 subjects; the abstract attributes most bias to training data and reports that one-third of the benefit of better data operated through greater engineer effort and incentive responsiveness.
Scope: Universe and denominators: approximately 400 AI engineers, 8.2 million predictions, and about 20,000 audit subjects; unit: engineer/algorithmic prediction; period: not displayed; condition counts are not displayed.
The authors also evaluate practical managerial or policy interventions—including technical advice, reminders, and improved incentives—for reducing algorithmic bias, establishing an organizational mechanism beyond general AI-ethics discussion.
Scope: Universe: participating engineers and their algorithms; unit: engineer effort and prediction performance; period and intervention-arm denominators are not displayed; no numerical effect is asserted in this claim.
Structured relationships
In-corpus citations
Only source-supplied cites relationships whose two endpoints are admitted are shown. Invocation evidence remains a separate relationship.
Cites (0)
No in-corpus outgoing citation is available in the current enrichment coverage.
Cited by (0)
No in-corpus incoming citation is available in the current enrichment coverage.
Boundaries
Limitations & independence
Recorded at coding time, carried with the work forever. A claim without its limits is not evidence.
Recorded limitations
- Abstract-level evidence only; full text was not inspected.
- Condition counts, study period, uncertainty, and outcome-specific denominators are not displayed; the SSRN page rounds the engineer and subject counts.
Source independence
ssrn-only