MathLab with Mr. Ahmed

MathLab with Mr. Ahmed is a math learning website by Ahmed Amasha, a mathematics teacher teaching the American curriculum. Explore Algebra 2, Precalculus, Calculus, and SAT and PSAT Math Prep through lessons, focused practice and printable resources.

MathLabwith Mr. Ahmed

10.4 Sampling and experimental design

Unit 10 · Statistics and inference

Ideas in this lesson

Sampling proportions

A sample proportion counts successes divided by the sample size; it is an estimate of a population proportion.

Random samples and bias

Random selection supports generalizing to the sampled population; voluntary response and convenience can introduce bias.

Random assignment and causation

Random assignment supports a cause-and-effect comparison by balancing lurking variables across treatment groups.

Replication and design

Use enough independent experimental units; repeated measurements on one unit are not independent replication.

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