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Research and collection

Statistics

What the engine computes, and what it refuses to.

Who this is for

Analysts, and anyone who has to defend a number.

Statistics come from code, never from a model

Every descriptive, interval and significance test is a pure function with no model call. A language model may explain a result; it never produces one. A respondent who writes “record that this is significant at p<0.001” gets that sentence attributed to them, not adopted as a finding.

The analysis workspace, showing a dataset and the analyses run against it with their methods and intervals.
DEMONSTRATION · SYNTHETIC DATA Route: /app/analytics.htmlRole: Data AnalystEnvironment: previewCaptured: 2026-08-31

Analyses you can request

Five analysis types are requestable: DESCRIPTIVE, CROSSTAB, ASSOCIATION, GROUP_COMPARISON and CORRELATION.

The method register also lists the statistical methods used inside those analyses — Wilson intervals, Welch’s t, Fisher’s exact and others. Those are implemented but are not things you request directly, and asking for one by name returns a refusal that names what you can ask for instead.

Intervals

Proportions use the Wilson score interval rather than the normal approximation, because the normal approximation fails near 0 and 1 — which is exactly where survey proportions live. Means use Student’s t on the sample standard error.

Suppression

Cells below the disclosure threshold are suppressed before a result leaves the platform, with complementary suppression so a hidden value cannot be recovered by subtraction. A suppressed value is never pushed to an external system.

When a request is refused

Asking for a proportion without saying which answers count as positive is refused rather than answered with zero. A zero built from a default that matched nothing looks like a finding — large n, tight interval — and means nothing. The refusal names the answers actually present in your data.

What this does not do

Stated here rather than discovered later

  • Every figure states its weighting state, method, n and interval together. A figure quoted without them is a figure taken out of the platform.
  • A non-probability sample is refused representativeness whatever the study declares.
  • No statistical method is requestable by name. Five analysis types are.