👥HR & People Ops

Test people programs the way product teams test features.

HR teams make consequential decisions about onboarding, training, hiring, and culture — usually without measurement. Decision Process lets you run controlled comparisons of people programs and measure what actually improves retention, performance, and satisfaction.

Experiment Templates

Ready-to-run experiments

New Hire Onboarding Program

Structured 90-day onboarding improves 1-year retention vs. 30-day program.

Conditions

  • 30-day onboarding (control)
  • 90-day onboarding

Metrics

  • Retention Rate (%)
  • Performance Rating (1–5)
  • Employee Satisfaction (1–10)
Hire cohort+28% 1-yr retention

Training Format Comparison

Blended learning (in-person + online) outperforms fully online for skill transfer.

Conditions

  • In-person only (control)
  • Online only
  • Blended

Metrics

  • Training Completion Rate (%)
  • Performance Rating (1–5)
  • Employee Satisfaction (1–10)
Employee+19% skill transfer

Interview Process Structure A/B

Structured behavioral interviews improve hiring quality vs. unstructured interviews.

Conditions

  • Unstructured interview (control)
  • Structured behavioral

Metrics

  • Time to Hire (days)
  • Performance Rating (1–5)
  • Retention Rate (%)
Job posting+0.6 perf rating pts

Worked Example

90-day vs. 30-day onboarding program across two hire cohorts

A company assigns new hires to either a 30-day onboarding program (current standard) or a new 90-day extended program with structured check-ins and mentorship. 48 hires per group. One-year retention and 6-month performance rating used as outcomes.

Results: 1-year retention rate (%)

30-day onboarding (control)

mean: 68.4%

95% CI: 55.2–80.2

90-day extended program

mean: 85.1%

95% CI: 73.6–93.6

P(better) = 93%

The 90-day program improves 1-year retention by +16.7 percentage points (d = +0.61, medium-large effect) at 93% posterior probability. Performance ratings also improved on average. Recommendation: extend standard onboarding to 90 days, with structured 30/60/90-day check-ins.

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