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CodeSignal

Evaluate Rare Events and Test Results

via CodeSignal

Overview

You will learn to reason from background frequencies instead of trusting a single test result or alert. Using natural frequencies, you'll interpret test accuracy and combine base rates with error rates to judge what a positive result really means in medical, fraud, and security settings.

Syllabus

  • Unit 1: Find the Base Rate
    • Pinpoint the Base Rate
    • Read the Background Frequency
    • Complete Natural Frequency Statements
    • Count the Overlap
    • Reason Through Rare Event Alerts
  • Unit 2: Interpret Test Results Correctly
    • Label the Four Results
    • False Positive or False Negative?
    • Match Each Rate to Its Definition
    • Which Group Is This Rate About?
    • Analyze The Rate Claim
  • Unit 3: Judge What a Positive Result Means
    • Separate Catch Rates from Correct Results
    • Interpret Positive Results
    • Build the Positive Result Group
    • Estimate the Real Chance
    • Explain A Positive Result
  • Unit 4: Evaluate Rare Event Alerts
    • Evaluate Alert Reliability
    • Why So Many False Alarms?
    • Find Genuine Alert Percent
    • Accurate System, Noisy Alerts

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