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Company focus

Aya Healthcare

What caused the sudden 30% increase in cancellations for Aya Healthcare's per diem staffing requests last month?

Prepared by NextSprints

15 mins
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Data Analysis Problem-Solving Hypothesis Testing Healthcare Staffing Technology Data Analysis Root Cause Analysis Technical Troubleshooting User Behavior Healthcare Staffing
Product Management Root Cause Analysis Question: Investigating sudden increase in healthcare staffing cancellations

Introduction

The sudden 30% increase in cancellations for Aya Healthcare's per diem staffing requests last month is a critical issue that demands immediate attention. This analysis will systematically identify, validate, and address the root cause while considering both short-term and long-term implications for Aya Healthcare's business model.

To tackle this problem, I'll employ a structured approach that covers issue identification, hypothesis generation, validation, and solution development. My goal is to uncover the underlying factors contributing to this significant spike in cancellations and propose actionable strategies to mitigate the issue.

Framework overview

This analysis follows a structured approach covering issue identification, hypothesis generation, validation, and solution development.

Step 1

Clarifying Questions (3 minutes)

  • Looking at the timing, I'm thinking there might be a seasonal component. Has this 30% increase been compared to the same month last year?

Why it matters: Seasonal trends could explain fluctuations in staffing needs. Expected answer: Yes, it has been compared, and this is an unusual increase. Impact on approach: If seasonal, we'd focus on improving forecasting; if not, we'd investigate recent changes.

  • Considering the magnitude of the increase, I'm wondering about any recent changes to the platform. Have there been any significant updates to the booking system or user interface in the past 1-2 months?

Why it matters: System changes could directly impact user behavior and cancellation rates. Expected answer: A minor update was rolled out three weeks ago. Impact on approach: If yes, we'd prioritize technical investigations; if no, we'd focus more on external factors.

  • Given the healthcare industry's dynamic nature, I'm curious about any regulatory changes. Have there been any new healthcare policies or regulations implemented recently that might affect staffing needs?

Why it matters: Regulatory changes could force healthcare facilities to adjust their staffing strategies. Expected answer: No major regulatory changes in the past quarter. Impact on approach: If yes, we'd need to adapt our product to new regulations; if no, we'd look more at market or internal factors.

  • Considering the competitive landscape, I'm thinking about market shifts. Has there been any significant movement from competitors, such as new entrants or aggressive pricing strategies?

Why it matters: Competitive pressures could lead to facilities exploring alternative staffing solutions. Expected answer: One competitor launched a new feature last month. Impact on approach: If yes, we'd need to reassess our value proposition; if no, we'd focus more on internal factors.

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Updated Jan 22, 2025