Statistics guides

Each guide answers one question the way you would ask it, then shows the work: formula, steps, worked example, and the interpretation language graders expect.

Describing data

How to calculate standard deviation by handMean vs median: which to use, and what skew doesHow to make a boxplot (five-number summary)How to find outliers: the 1.5 x IQR rule

The normal distribution and z-scores

How to find a z-score and read a z-tableEmpirical rule (68-95-99.7) and normal distribution

Probability distributions

How to find binomial probability (formula, examples)Binomial vs geometric: how to tell them apart

Sampling distributions

What is a sampling distribution? Mean and proportionCentral limit theorem, explained simplyStandard error vs standard deviation explained

Confidence intervals

How to Calculate a Confidence Interval (Mean, Proportion)What does 95% confidence actually mean?

Hypothesis testing

What Does a P-Value Mean? (Plain-English Guide)Null vs Alternative Hypothesis: How to Write ThemType I vs Type II Error and Statistical Powert-test vs z-test: when to use eachOne-proportion vs two-proportion z-test setupChi-square test explained: 3 tests, one formulaWhich statistical test should I use? A decision guide

Regression and correlation

Least-squares regression line: find and interpret itHow to interpret a residual plot (AP Stats)r vs r-squared: what is r squared and what r meansCorrelation vs causation, with real examples

Study design and the AP exam

Experiment vs observational study: what to concludeAP Statistics FRQ Tips: State, Plan, Do, ConcludeHow to read t-test, z, chi-square calculator outputAP Statistics cram sheet: every formula and template

Foundations and comparisons

Parameter vs statistic: how to tell them apartDescriptive vs inferential statistics explainedCategorical vs quantitative variables (with examples)Histogram vs bar graph: the difference that mattersSimple random vs stratified vs cluster samplingSkewed left vs skewed right: what happens to the meanMutually exclusive vs independent eventsProbability vs odds: how to convert between them

More

P(A|B) vs P(B|A): which conditional do I need?When a Confidence Interval and P-Value DisagreeDoes a bigger sample fix bias? Why size failsDoes changing units change r or the regression slope?Does a regression line pass through the means?How to describe a completely randomized designHow to tell which type of bias a survey hasPooled or not on a TI-84 two-sample t-test? Choose NoHow to find P(at least one) with the complement ruleCan you do a t-test with n less than 30?What if a two-proportion confidence interval has 0?When can you multiply probabilities?Why 10 successes and 10 failures? Large Counts ruleWhy is df a decimal on a two-sample t-test?Why do we square the residuals in regression?