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Frequency tables ​

Open this method

Purpose ​

Describe how respondents are distributed across response categories.

Data and assumptions ​

Use one row per respondent. Missing answers and unselected options have different meanings.

Configure this method ​

Select one or more categorical variables. Each category has a percentage of all rows and a percentage of valid responses for that variable. Missing counts are recorded in raw output.

Variables ​

ControlInput
Analysis variablesSelect variables

Analysis settings ​

Analysis parameters remain visible in the main configuration area. Advanced formatting contains only the table title and numeric decimals. Methods that calculate intervals also show the significance level; 0.05 corresponds to 95% intervals.

Read the results ​

Check valid respondents and denominators before reporting counts and percentages. Multiple-response case percentages may sum to more than 100%.

Workflow and exports ​

  1. Upload the dataset and choose the method from the sidebar or search.
  2. Select the variables above, set the design-specific options, then run the analysis.
  3. Inspect the paper-style result. Reconfigure from the result area, or open raw output for diagnostics and sample details.
  4. Rename and keep result tabs as needed. Export Word, Excel, CSV or TXT; batch export can include the selected AI interpretation. Word retains figures. AI text should be checked against the estimates.

Algorithm and references ​