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Product Management Root Cause Analysis Question: Investigating declining customer support chat satisfaction for Agoda
Image of author vinay

Vinay

Updated Dec 27, 2024

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Asked at Agoda

12 mins

Why has Agoda's customer support chat satisfaction score declined from 4.5 to 3.8 stars in the past quarter?

Data Analysis Problem Solving Customer Experience Travel E-commerce Customer Service
Root Cause Analysis Travel Tech Customer Support Satisfaction Metrics

Introduction

Agoda's customer support chat satisfaction score decline from 4.5 to 3.8 stars in the past quarter is a significant issue that requires immediate attention. This 15.6% drop in satisfaction could have far-reaching implications for customer retention, brand reputation, and overall business performance. I'll approach this problem systematically, focusing on identifying the root cause, validating hypotheses, and developing both short-term and long-term solutions.

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 seasonal factors at play. Has there been any significant change in booking patterns or travel seasons that could affect customer support volume?

Why it matters: Seasonal fluctuations could strain support resources. Expected answer: No significant seasonal changes noted. Impact on approach: If confirmed, we'd focus more on internal factors.

  • Considering potential system changes, have there been any recent updates to the chat support software or AI assistants?

Why it matters: Software changes could impact user experience and agent efficiency. Expected answer: A minor update was implemented last month. Impact on approach: We'd investigate the update's impact on chat performance.

  • Regarding user segments, has there been a shift in the types of customers reaching out for support?

Why it matters: Different user segments may have varying expectations or issues. Expected answer: An increase in first-time users has been observed. Impact on approach: We'd analyze how to better support new users in the chat interface.

  • Thinking about metrics, has the method for calculating the satisfaction score remained consistent?

Why it matters: Changes in measurement could skew results. Expected answer: The calculation method has not changed. Impact on approach: We'd focus on actual performance issues rather than metric discrepancies.

  • Considering external factors, have there been any significant changes in competitor offerings or industry standards for customer support?

Why it matters: External benchmarks could influence user expectations. Expected answer: No major industry shifts noted. Impact on approach: We'd concentrate on internal improvements rather than market-wide trends.

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