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Why has Tufts Health Plan seen a 15% drop in prescription claims for its commercial plans compared to the same period last year?

Prepared by NextSprints

15 mins
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Data Analysis Problem Solving Strategic Thinking Healthcare Insurance Pharmaceuticals Product Strategy Data Analysis Root Cause Analysis Healthcare Claims Processing
Product Management Root Cause Analysis Question: Investigating healthcare prescription claim decline

Introduction

The 15% drop in prescription claims for Tufts Health Plan's commercial plans is a significant issue that requires thorough investigation. I'll approach this problem systematically, focusing on identifying potential root causes, 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 this 15% drop been consistent across all months, or is it more pronounced in certain periods?

Why it matters: Seasonal patterns could indicate external factors rather than internal issues. Expected answer: The drop is consistent across months. Impact on approach: If seasonal, we'd focus on year-over-year comparisons and external factors.

  • Considering potential changes in the plan structure, have there been any modifications to the prescription coverage or copay amounts in the past year?

Why it matters: Changes in coverage could directly impact claim volumes. Expected answer: No significant changes to coverage or copays. Impact on approach: If changes occurred, we'd analyze their specific impact on claims.

  • Thinking about user demographics, has there been any shift in the age distribution or health profiles of the commercial plan members?

Why it matters: Demographic changes could explain variations in prescription needs. Expected answer: No major demographic shifts noted. Impact on approach: If shifts occurred, we'd segment data to isolate their impact.

  • Considering market dynamics, have there been any new entrants or significant changes in competitor offerings in the past year?

Why it matters: Market changes could affect member retention or acquisition. Expected answer: No major market disruptions. Impact on approach: If market changes occurred, we'd analyze their impact on member behavior.

  • Reflecting on data integrity, has there been any change in how prescription claims are processed or recorded in the system?

Why it matters: Technical issues could lead to underreporting of claims. Expected answer: No known changes to claims processing. Impact on approach: If changes occurred, we'd focus on technical audits and data validation.

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Updated Jan 22, 2025