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Statistics Tutorials and Data Analysis Guides

Practical guides for SPSS, R, Python, Excel, Power BI, statistical tests, calculators, dashboards and interpretation.

SPSS Output Regression ANOVA Dashboards
OZ Academic Support
Academic Support AP Statistics Unit 3: Inference for Categorical Data: Proportions

One-Proportion z Interval: Formula, Conditions, and Example

Estimate one population proportion from a random sample, check the conditions that justify a normal interval, calculate the margin of error, and interpret the confidence statement in context.

Read: One-Proportion z Interval: Formula, Conditions, and Example
NA Academic Support
Academic Support AP Statistics Units 3–4: Statistical Inference

Null and Alternative Hypotheses: Parameters and Direction

Translate a research claim into hypotheses about a population parameter, put equality in the null hypothesis, choose the alternative direction before seeing the data, and keep sample statistics out of the hypotheses.

Read: Null and Alternative Hypotheses: Parameters and Direction
TI Academic Support
Academic Support AP Statistics Unit 3: Inference for Categorical Data: Proportions

Type I and Type II Errors and Power: Contextual Guide

Connect decisions in a significance test to their possible consequences: a Type I error rejects a true null, a Type II error fails to reject a false null, and power is the probability of detecting a specified real effect.

Read: Type I and Type II Errors and Power: Contextual Guide
OZ Academic Support
Academic Support AP Statistics Unit 3: Inference for Categorical Data: Proportions

One-Proportion z Test: Formula, Conditions, and Example

Test a claim about one population proportion using the null value in the standard error, match the p-value tail to the alternative hypothesis, and state the conclusion about the population parameter.

Read: One-Proportion z Test: Formula, Conditions, and Example
TZ Academic Support
Academic Support AP Statistics Unit 3: Inference for Categorical Data: Proportions

Two-Proportion z Test: Pooled Standard Error and Example

Use a two proportion z test when two independent groups produce binary outcomes and the question asks whether their population proportions differ or differ in a specified direction. The equality null pools the two samples because the null model treats them as sharing one population proportion.

Read: Two-Proportion z Test: Pooled Standard Error and Example
OT Academic Support
Academic Support AP Statistics Unit 4: Inference for Quantitative Data: Means

One-Sample t Test: Population Mean Inference

Use a one sample t test to test a claim about one population mean when the population standard deviation is unknown. The procedure standardizes the distance between the sample mean and the null mean with s divided by the square root of n and evaluates that distance on a t distribution.

Read: One-Sample t Test: Population Mean Inference