54 lessons, 6 modules

Inference

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confidence hypothesis · Lesson 1 of 12

Point vs Interval Estimates

definition

Point Estimate

A point estimate is a single value used to estimate a population parameter. For example, x̄ is a point estimate for μ, and p̂ is a point estimate for p.

text

Interval Estimate

An interval estimate gives a range of plausible values for the parameter, along with a confidence level. It acknowledges sampling variability rather than pretending we know the parameter exactly.

formula

General Form

Confidence Interval = point estimate ± margin of error

example

Example

A sample of 50 students has x̄ = 72. The point estimate of μ is 72. A 95% CI might be (69, 75), meaning we are 95% confident the true population mean is between 69 and 75.