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Product Management Root Cause Analysis Question: Investigating increased response time in chat support system
Image of author vinay

Vinay

Updated Nov 19, 2024

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Asked at Dixa

12 mins

Why has the average response time for Dixa's chat support increased by 30% over the past week?

Data Analysis Problem Solving Technical Understanding SaaS Customer Service B2B Software
Performance Optimization Root Cause Analysis SaaS Customer Support Chat Systems

Introduction

The recent 30% increase in average response time for Dixa's chat support over the past week is a critical issue that demands immediate attention. This sudden shift in a key performance metric could significantly impact user satisfaction and overall product success. 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 this could be related to a recent product update. Have there been any significant changes to the chat support system in the last two weeks?

Why it matters: Recent changes often correlate with performance shifts. Expected answer: Yes, a new feature was rolled out. Impact on approach: If yes, we'd focus on the new feature's impact; if no, we'd look at other factors.

  • Considering user segments, I'm curious if this increase is uniform across all user types. Are we seeing differences in response times between, say, enterprise and small business customers?

Why it matters: Helps identify if the issue is global or segment-specific. Expected answer: Enterprise customers are more affected. Impact on approach: Segment-specific issues would lead to targeted solutions.

  • Given the suddenness of the change, I'm wondering about staffing levels. Has there been any significant change in the number of support staff or their schedules in the past week?

Why it matters: Staffing changes can directly impact response times. Expected answer: No major staffing changes. Impact on approach: If staffing is stable, we'd focus more on technical or process issues.

  • Thinking about system health, I'm concerned about potential technical issues. Have we noticed any unusual patterns in server load or error rates during this period?

Why it matters: Technical problems can cause widespread performance issues. Expected answer: Some intermittent server slowdowns observed. Impact on approach: Technical issues would prioritize infrastructure investigation.

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