Explore Data

Frequency & Contingency Tables

Experience a completed two-way association analysis exactly as it appears inside Statistico.

Assign row and column variables, then inspect counts, chi-square, residuals, and 2×2 risk measures in one live workspace. A built-in treatment sample lets you try it immediately.

Designed for serious statistical analysis inside Excel.

Why analysts choose Statistico

Instead of a static Excel pivot table, Statistico keeps the two-way table, tests, residuals, and 2×2 measures connected — without leaving the analytical workflow.

From counts to statistical reasoning — this is Interactive Statistical Computing, not a sequence of static outputs.

Table
Chi-square
Residuals
2×2 measures

What the module provides

Counts, row %, column %, and expected values
Pearson and likelihood-ratio chi-square
Cramer's V and other association measures
Standardized and adjusted residuals
Fisher exact test for 2×2 tables
Odds ratio, risk ratio, and risk difference
Mosaic and association plots
Optional frequency / weight column
2×2 tables

Odds and risk measures stay with the table

When the layout is 2×2, odds ratio, risk ratio, and risk difference appear with confidence intervals — including a continuity correction when a cell is empty.

Odds ratio Risk ratio Risk difference Fisher exact Continuity correction Confidence intervals Treatment sample
Statistico Frequency & Contingency Tables 2 by 2 highlight
Screenshot pendingcontingency-twobytwo.webp
Structure

See which cells drive the association

Residuals and mosaic plots sit beside the tests so a significant chi-square is not a black box.

Adjusted residuals Standardized residuals Mosaic plot Expected counts Cramer's V Frequency weights
Setup

The original categories stay under your control

Assign row, column, and optional weight from the Excel range. Larger tables, sparse cells, and 2×2 risk layouts stay in the same module.

Interpretation

Interpretation within the analytical workflow

Statistico's AI-assisted assessment summarizes association strength, driving cells, and next steps drawn from the same table already in the workspace.

AI-assisted interpretation supports, but does not replace, statistical judgment.
Why Statistico

Built for analysts who already know the method

Excel remains the working data environment.

Statistical outputs remain visible and inspectable.

Interaction supports analysis rather than hiding it.

Explore Frequency & Contingency Tables as an interactive module