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Independent trial

As explained in Statistics Slam Dunk

An independent trial is an random experiment whose outcome probability is unaffected by the outcomes of other trials.

An independent trial is a random experiment whose outcome probability is unaffected by outcomes of other trials. In a fair coin experiment, every flip has the same 0.5 probability of heads or tails, regardless of earlier flips. section 16.3

Use these features to recognize independent trials:

  • Sample with replacement so each trial resets to the same available outcomes and probabilities. section 16.3
  • Expect randomness in short sequences: streaks can occur without changing the probability of the next outcome. section 16.3
  • Do not treat probabilities as guarantees; ten fair flips need not produce exactly five heads and five tails. section 16.3
  • Bernoulli or binomial trials are independent trials with two possible outcomes. section 16.3

Coin flips and free throws

A fair coin can produce several consecutive heads or tails even when every flip remains independent. The same random pattern appears in NBA free-throw makes and misses: apparent streaks do not by themselves establish a hot hand or a causal improvement in shooting. section 16.3 section 16.6

sample(x = c(0, 1), size = 10, prob = c(0.5, 0.5), replace = TRUE)
##  [1] 0 1 1 1 1 1 1 0 1 0

Run the R expression to simulate ten independent fair-coin trials, returning zeros and ones for the two outcomes. section 16.3

How Statistics Slam Dunk covers it

How deep it goes
Defines independence and demonstrates its implementation through repeated sampling with replacement.
Examples
Uses fair-coin simulations, streaks of heads or tails, and NBA free-throw sequences as examples.
What you can do after
Apply it via R's sample() function to simulate equally likely, independent coin flips with replacement.
How it connects
Connects independent trials to Bernoulli trials, binomial trials, randomness, causality, and the hot hand.

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This explainer was generated by Manning's knowledge graph from the text of Statistics Slam Dunk. The section links point to the parts of the book it draws on.