How to Learn Statistical Inference Methods

A structured path through Statistical Inference Methods — from first principles to confident mastery. Check off each milestone as you go.

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Estimated: 15 weeks

1-2 weeks

Understand sampling distributions and how the CLT applies to means and proportions.

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1-2 weeks

Construct and interpret CIs for proportions. Check Random, Large Counts, and 10% conditions.

1-2 weeks

Build CIs using the t-distribution when sigma is unknown.

2-3 weeks

Master the four-step process. Practice z-tests and t-tests.

1-2 weeks

Apply GOF and independence/homogeneity tests. Check expected count conditions.

1-2 weeks

Test and build CIs for regression slopes using t=b/SEb with df=n-2.

1-2 weeks

Understand Type I/II errors, power, CI-test duality, and procedure selection.

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