Treatment
Remote Work Policy
Transition to 100% distributed engineering workflows.
Outcome
PR Cycle Time (-18%)
Median turnaround duration from branch open to main merge.
Confounder
Seniority Selection Bias
Staff and Principal engineers were over-represented in early remote cohorts.
Core claim
Impact of Remote Work on Developer Velocity
Shift to remote-first work models accelerates pull request turnaround while introducing potential seniority bias.
TreatmentOutcomeConfounder
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Extracting causal graph
- Reading the paper
- Identifying treatments and outcomes
- Linking claims to evidence