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Product Management Root Cause Analysis Question: Investigating decrease in pilot applications for eVTOL company

Why has there been a 30% decrease in pilot applications for Lilium's training program this quarter?

Data Analysis Problem-Solving Strategic Thinking Aviation Aerospace Urban Air Mobility
User Experience Data Analysis Root Cause Analysis Aviation Recruitment

Introduction

The 30% decrease in pilot applications for Lilium's training program this quarter is a concerning trend that requires immediate attention. As we analyze this issue, we'll follow a systematic approach to identify, validate, and address the root cause while considering both short-term and long-term implications for Lilium's pilot recruitment strategy.

I'll outline my approach to addressing this problem by first clarifying the context, then ruling out external factors, understanding the product and user journey, breaking down the metric, gathering relevant data, forming hypotheses, conducting root cause analysis, and finally proposing validation methods and next steps.

Framework overview

This analysis follows a structured approach covering issue identification, hypothesis generation, validation, and solution development to address the decline in pilot applications for Lilium's training program.

Step 1

Clarifying Questions (3 minutes)

  • Looking at the timing, I'm thinking there might be seasonal fluctuations in pilot applications. Has this 30% decrease been compared to the same quarter last year?

Why it matters: Seasonal trends could explain the decrease and impact our approach to solving the problem. Expected answer: Yes, it has been compared, and this decrease is unusual for this time of year. Impact on approach: If seasonal, we'd focus on why this year is different; if not, we'd look at recent changes or external factors.

  • Considering the specificity of the decrease, I'm wondering about the typical application volume. What's the average number of applications received per quarter?

Why it matters: Understanding the scale helps determine if this is a statistically significant change or normal variation. Expected answer: Typically, we receive around 500 applications per quarter. Impact on approach: A larger sample size would make the 30% decrease more significant and require a more urgent response.

  • Given the focus on the training program, I'm curious about any recent changes. Have there been any modifications to the training program or application process in the last six months?

Why it matters: Recent changes could directly impact application rates and point to specific areas for investigation. Expected answer: The application process was moved entirely online three months ago. Impact on approach: If changes were made, we'd focus on their impact; if not, we'd look at external factors or marketing efforts.

  • Considering the competitive landscape, I'm thinking about industry trends. Has there been any significant change in the aviation industry or competing programs recently?

Why it matters: Industry shifts could explain the decrease and require a different strategic response. Expected answer: A new competitor launched a similar program with lower entry requirements last month. Impact on approach: If industry changes are significant, we'd need to reassess our competitive positioning and value proposition.

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