Why has Swing Education's teacher placement rate dropped 15% over the last month?

Introduction

Swing Education's 15% drop in teacher placement rate over the last month is a critical issue that demands immediate attention. This decline directly impacts our core business model and could have far-reaching consequences if not addressed promptly. I'll approach this problem systematically, focusing on identifying potential root causes, validating hypotheses, and developing both short-term and long-term solutions.

Step 1

Clarifying Questions (3 minutes)

• Looking at the timing, I'm thinking there might be seasonal factors at play. Has this drop coincided with any particular academic calendar events?

Why it matters: Seasonal patterns could explain the fluctuation and inform our solution approach. Expected answer: Yes, it coincides with the end of a semester or school year. Impact on approach: If confirmed, we'd focus on strategies to mitigate seasonal dips.

• Considering user segments, I'm curious about the distribution of this drop. Is the 15% decrease uniform across all teacher types or concentrated in specific groups?

Why it matters: Identifying affected segments helps pinpoint targeted solutions. Expected answer: The drop is more pronounced in substitute teachers for STEM subjects. Impact on approach: We'd prioritize initiatives to attract and retain STEM substitute teachers.

• Regarding recent changes, have there been any updates to the platform or placement process in the past 1-2 months?

Why it matters: Recent changes could directly correlate with the performance dip. Expected answer: A new algorithm for teacher-school matching was implemented six weeks ago. Impact on approach: We'd focus on analyzing and potentially reverting or tweaking the new algorithm.

• Thinking about external factors, has there been any significant change in the competitive landscape or school district policies?

Why it matters: External pressures could be driving the decline in placements. Expected answer: A competing platform launched an aggressive marketing campaign last month. Impact on approach: We'd need to consider both product improvements and marketing strategies in our solution.