What caused the sudden 30% drop in SmileDirectClub's impression kit requests last month?

Introduction

The sudden 30% drop in SmileDirectClub's impression kit 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 the business.

I'll approach this problem by first clarifying key details, ruling out external factors, and then diving deep into our product, user journey, and metrics. From there, I'll form data-driven hypotheses, conduct root cause analysis, and propose a comprehensive plan for validation and resolution.

Step 1

Clarifying Questions (3 minutes)

• Looking at the timing, I'm thinking there might be a seasonal component. Has this drop coincided with any particular time of year or event?

Why it matters: Seasonal trends could explain the sudden change and inform our solution approach. Expected answer: No significant seasonal trends observed in previous years. Impact on approach: If seasonal, we'd focus on adjusting marketing strategies; if not, we'd look deeper into internal factors.

• Considering user segments, I'm curious if this drop is uniform across all demographics. Have we seen any particular user group more affected than others?

Why it matters: Identifying affected segments could point to specific issues or changing market dynamics. Expected answer: The drop is more pronounced in the 25-34 age group. Impact on approach: We'd focus on understanding what's changed for this specific demographic and tailor our solutions accordingly.

• Thinking about recent changes, have there been any significant updates to the product, website, or marketing campaigns in the weeks leading up to this drop?

Why it matters: Recent changes could directly impact user behavior and conversion rates. Expected answer: A new website design was launched two weeks before the drop. Impact on approach: We'd scrutinize the new design's impact on user experience and conversion funnel.

• Regarding competitive landscape, has there been any notable activity from our competitors or new entrants in the market recently?

Why it matters: Competitive actions could be drawing potential customers away from our service. Expected answer: A major competitor launched a aggressive discount campaign last month. Impact on approach: We'd need to reassess our pricing and value proposition in light of competitive pressures.