Hypothesis Testing and Contingency Tables (AQA A-Level Further Maths): Flashcards

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Confidence Intervals
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Formula for sample mean xˉ\bar{x}

xˉ=xin\bar{x} = \frac{\sum x_i}{n}

Formula for sample variance s2s^2

s2=1n1(xixˉ)2s^2 = \frac{1}{n-1}\sum(x_i - \bar{x})^2

Why use n1n-1 in sample variance denominator?

Bessel's correction; makes it an unbiased estimator

Formula for standard error

sn\frac{s}{\sqrt{n}}

Distribution of sample mean Xˉ\bar{X} for large samples

XˉN(μ,σ2n)\bar{X} \sim N\left(\mu, \frac{\sigma^2}{n}\right)

Confidence interval formula when variance estimated

xˉ±z×sn\bar{x} \pm z \times \frac{s}{\sqrt{n}}

zz-value for 95% confidence interval

1.96

Can you say p% probability after calculating the interval?

No, only before sampling; after, μ\mu is or isn't in interval

Effect of increasing sample size on confidence interval width

Decreases width (smaller standard error)

When to use ss vs σ\sigma in confidence intervals?

Use ss when population variance unknown; σ\sigma when known

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