Date context: Publisher publication date; supplied precision retained
OECD's civil-service chapter examines recruitment, learning and development. It describes fragmented experiments and notes that strategic HR applications depend on better workforce, job-demand and performance data, alongside stronger capabilities in the HR function.
OECD · 2025-09-18
Primary publisher text checked on 2026-11-02. Scope and limits stated below; independent results not reproduced.
What the source shows
OECD's civil-service chapter examines recruitment, learning and development. It describes fragmented experiments and notes that strategic HR applications depend on better workforce, job-demand and performance data, alongside stronger capabilities in the HR function. Source: OECD, 2025-09-18
Limits and reading context
The chapter maps cases and readiness conditions; it is not a pooled causal estimate or proof that predictive personnel decisions are fair or appropriate. The publication is from September 2025, even when it recirculates in 2026 reporting. National and municipal contexts differ. Source: OECD, 2025-09-18
For HR, AI + JJ
AI + JJ, application: Choose a service problem before collecting more data. Which data can support it responsibly, who owns quality, and what can be learned without predicting individual employee performance? Source: OECD, 2025-09-18