Introduction
The recent increase in average shift fill time for warehouse roles on Instawork from 2 hours to 6 hours over the past two weeks is a critical issue that demands immediate attention. This significant slowdown in matching workers to shifts could impact both client satisfaction and worker engagement. I'll approach this problem systematically, focusing on identifying the root cause, validating hypotheses, and developing both short-term fixes and long-term solutions.
Framework overview
This analysis follows a structured approach covering issue identification, hypothesis generation, validation, and solution development.
Step 1
Clarifying Questions (3 minutes)
Why it matters: Recent changes could directly impact shift fill times. Expected answer: Yes, a new matching algorithm was implemented. Impact on approach: If confirmed, we'd focus on algorithm performance and potential rollback options.
Why it matters: Shift volume fluctuations could strain the system. Expected answer: Holiday season has increased shift volume by 30%. Impact on approach: We'd need to assess system scalability and capacity planning.
Why it matters: Lower acceptance rates would naturally increase fill times. Expected answer: Acceptance rates have dropped from 80% to 60%. Impact on approach: We'd investigate factors affecting worker motivation and shift attractiveness.
Why it matters: Ensures we're addressing a real issue, not a measurement error. Expected answer: No changes in definition or measurement systems. Impact on approach: If inconsistencies are found, we'd first address data accuracy before diving deeper.
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