What factors are contributing to the sudden 30% increase in survey abandonment rates for Qualtrics's Customer Experience (CX) surveys in the retail sector?

Introduction

The sudden 30% increase in survey abandonment rates for Qualtrics's Customer Experience (CX) surveys in the retail sector 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 our product and customers.

I'll approach this problem by first clarifying the context, then ruling out external factors before diving deep into our product, user journey, and metrics. We'll generate data-driven hypotheses, conduct root cause analysis, and develop a comprehensive plan to resolve the issue and prevent future occurrences.

Step 1

Clarifying Questions (3 minute)

• Looking at the timing, I'm thinking this could be related to recent changes. Has there been any significant update to the CX survey platform in the last month?

Why it matters: Recent changes often correlate with sudden metric shifts. Expected answer: Yes, there was a UI refresh. Impact on approach: If yes, we'd focus on the changes; if no, we'd look at external factors.

• Considering user segments, I'm curious about the distribution. Is this 30% increase uniform across all retail sub-sectors, or are some more affected than others?

Why it matters: Helps identify if it's a global issue or specific to certain segments. Expected answer: Primarily affecting large retailers. Impact on approach: If uniform, we'd look at platform-wide issues; if specific, we'd investigate those segments.

• Thinking about seasonality, I wonder if this aligns with any retail-specific events. Are we in a period of high retail activity, like holiday shopping?

Why it matters: Seasonal factors can significantly impact survey engagement. Expected answer: It's not a major shopping season. Impact on approach: If yes, we'd consider temporary factors; if no, we'd focus on internal issues.

• Considering data integrity, I'm wondering about our measurement systems. Has there been any change in how we track or define survey abandonment?

Why it matters: Ensures we're comparing apples to apples in our metrics. Expected answer: No changes to measurement systems. Impact on approach: If changed, we'd audit the new system; if not, we'd focus on actual user behavior changes.