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How I Use Stats to Compare Backend Solutions

  • Statistics is a practical tool for software engineers to analyze performance, reason about systems under load, and evaluate solutions objectively.
  • Using simple statistical metrics like mean, median, and percentiles can help in picking the best-performing implementation from a set of options.
  • Metrics such as mean can be misleading, especially in the presence of outliers, so it's essential to consider other metrics for a well-rounded view of system performance.
  • It's crucial to combine multiple metrics, avoid comparing different sample sizes directly, and normalize sample sizes for fair conclusions when evaluating different solutions.

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