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Product Management Root Cause Analysis Question: Intel transistor defect rate increase investigation
Image of author vinay

Vinay

Updated Nov 19, 2024

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Asked at Intel

15 mins

What's causing the sudden 15% increase in defect rates for Intel's 10nm SuperFin transistors?

Data Analysis Problem-Solving Technical Knowledge Semiconductor Electronics Manufacturing Technology
Root Cause Analysis Process Optimization Quality Control Intel Semiconductor Manufacturing

Introduction

The sudden 15% increase in defect rates for Intel's 10nm SuperFin transistors 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 Intel's product line and market position.

I'll approach this problem by first clarifying the context, then ruling out external factors before diving deep into the product specifics, metric breakdown, and data analysis. From there, I'll form and validate hypotheses, conduct a root cause analysis, and propose a comprehensive resolution plan.

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 might be related to recent process changes. Has there been any modification to the manufacturing process in the last 3-6 months?

Why it matters: Process changes often lead to quality fluctuations. Expected answer: Yes, there have been minor tweaks to improve yield. Impact on approach: If yes, we'll focus on recent changes; if no, we'll look at other factors.

  • Considering the specificity of the increase, I'm wondering about our measurement accuracy. Have there been any changes to our quality control or testing procedures recently?

Why it matters: Ensures we're dealing with a real issue, not a measurement artifact. Expected answer: No changes to QC processes. Impact on approach: If changed, we investigate measurement; if not, we focus on actual defects.

  • Given the magnitude of the increase, I'm curious about its distribution. Is this increase uniform across all production lines or concentrated in specific areas?

Why it matters: Helps narrow down potential causes and affected areas. Expected answer: Increase is seen across multiple lines but varies in severity. Impact on approach: Uniform increase suggests systemic issue; localized suggests equipment or process problem.

  • Thinking about potential external factors, have there been any significant changes in raw material suppliers or quality in the past quarter?

Why it matters: External factors can significantly impact product quality. Expected answer: No major changes in suppliers or reported quality issues. Impact on approach: If yes, we investigate supply chain; if no, we focus on internal factors.

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