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NetEase LeiHuo UX Big Data Technology
NetEase LeiHuo UX Big Data Technology
Jul 20, 2022 · Game Development

Correlation vs Causation in Game Design: How to Avoid Misleading Data Interpretations

The article explains how spurious correlations can mislead game designers and product managers, illustrates the difference between correlation and causation with real‑world examples, and offers practical methods such as focusing on passive variables, ensuring hard stratification, and using behavior‑chain matching to draw more reliable conclusions.

AB testingcausationcorrelation
0 likes · 9 min read
Correlation vs Causation in Game Design: How to Avoid Misleading Data Interpretations
Full-Stack Internet Architecture
Full-Stack Internet Architecture
Jun 10, 2020 · Operations

Understanding the “Magic Number” in Sales Operations: Common Pitfalls and Correct Approaches

Sales teams often chase arbitrary “magic numbers” like 100 calls or 100 minutes, mistaking correlation for causation; this article explains the original meaning of magic numbers in user retention analysis, highlights statistical errors, and outlines a data‑driven four‑step process to identify true performance drivers and actionable strategies.

business metricscausationdata-driven
0 likes · 9 min read
Understanding the “Magic Number” in Sales Operations: Common Pitfalls and Correct Approaches