Statistics II: Inference & Regression

Intermediate 6h 18m Price: $44.00 11 modules

Confidence intervals, hypothesis tests, and simple regression with a focus on intuition and practice.

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What you’ll learn

Curriculum

M1 From description to inference — 2 lessons
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  1. Review: summaries, normal model & CLT
    Lesson outline – video coming soon.
    14m
    Locked Intermediate 14 min
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  2. From descriptive to inferential thinking
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    14m
    Locked Intermediate 14 min
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M2 Sampling distributions (deeper) — 2 lessons
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  1. Sampling distributions for means
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    16m
    Locked Intermediate 16 min
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  2. Sampling distributions for proportions
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    16m
    Locked Intermediate 16 min
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M3 One-sample confidence intervals — 3 lessons
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  1. Building confidence intervals (big picture)
    Lesson outline – video coming soon.
    16m
    Locked Intermediate 16 min
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  2. CI for a single mean (z/t)
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    16m
    Locked Intermediate 16 min
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  3. CI for a single proportion
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    16m
    Locked Intermediate 16 min
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M4 Hypothesis testing workflow — 2 lessons
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  1. Hypothesis tests: null, alternative & p-values
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    16m
    Locked Intermediate 16 min
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  2. Decision errors, power & practical significance
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    16m
    Locked Intermediate 16 min
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M5 Two-sample comparisons — 2 lessons
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  1. Two-sample t-tests (independent & paired)
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    18m
    Locked Intermediate 18 min
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  2. Two-sample tests for proportions
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    16m
    Locked Intermediate 16 min
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M6 Counts & chi-square tests — 2 lessons
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  1. Chi-square goodness-of-fit
    Lesson outline – video coming soon.
    18m
    Locked Intermediate 18 min
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  2. Chi-square tests for independence
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    18m
    Locked Intermediate 18 min
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M7 ANOVA & multiple comparisons — 2 lessons
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  1. One-way ANOVA: idea & F-test
    Lesson outline – video coming soon.
    18m
    Locked Intermediate 18 min
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  2. Multiple comparisons & interpretation
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    14m
    Locked Intermediate 14 min
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M8 Correlation & simple regression — 2 lessons
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  1. Correlation vs causation & lurking variables
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    16m
    Locked Intermediate 16 min
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  2. Least-squares regression: line & parameters
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    18m
    Locked Intermediate 18 min
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M9 Regression diagnostics — 2 lessons
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  1. Residuals, diagnostics & model assumptions
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    16m
    Locked Intermediate 16 min
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  2. Transformations & outliers
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    16m
    Locked Intermediate 16 min
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M10 Simulation & bootstrapping — 2 lessons
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  1. Simulation with Python / spreadsheets
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    18m
    Locked Intermediate 18 min
    Statistics II: Inference & Regression
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  2. Bootstrap intuition (resampling)
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    16m
    Locked Intermediate 16 min
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M11 Review & exam-style practice — 2 lessons
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  1. Putting it all together: study walkthrough
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    18m
    Locked Intermediate 18 min
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  2. Exam-style mixed practice
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    18m
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FAQ

Is this beginner-friendly?

Yes. We start from mental models and build up with guided practice and plenty of worked examples.

Will I need extra software?

We stick to free or standard tools. Any optional extras are clearly marked and have alternatives.

Do I get updates?

Yes—lifetime access with updates as the field, tools, and exam expectations evolve.