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Is the difference real? — Group differences analyses | MCP Analytics
Question

Is the difference real?

Compare two groups? Find what drives an outcome? Spot a trend? The question decides the statistics — get this wrong and everything downstream is wrong too.

How we actually do it

See it on real data

Sequential A/B Test (Safe Peeking) — sample report Open full report →

That is the actual report this analysis produces — not a mock-up. Every analysis on this page delivers the same shape of output on your own data.

Group differences

Every analysis classified under this question.

Sequential A/B Test (Safe Peeking)

Can I stop this experiment early? Sequential testing with always-valid inference so peeking does not inflate false positives.

Rows split into groups

A/B test (v2)

Library tool, v2: each variant against a control on a conversion rate or a mean, Holm-adjusted, with a sample ratio check, power and th

Rows split into groups

ANCOVA (Adjusted Group Comparison)

Do my groups differ once I adjust for a covariate?

Rows split into groups

Categorical tests (v2)

Library tool, v2: two categorical columns as one table. The counts, the rate of one outcome level per group with Wilson 95% intervals,

One row per person or thing

Equivalence & Non-Inferiority (TOST)

Are these two things practically the SAME within a margin?

Rows split into groups

Event Impact (Did the Change Move the Metric?)

Did the change move the metric?

One thing measured over time

Group comparison (v2)

Standard-library analysis: does a numeric outcome differ between groups? One deck runs the whole toolkit — Welch and Student t-tests fo

Multiple comparisons (v2)

Library tool, v2: Bonferroni, Holm and Benjamini-Hochberg corrections of a set of raw p-values; eight objects into run_objects (summary

Rows split into groups

Paired Comparison (Before vs After)

Did things change before vs after?

Before and after, same subject

Paired comparison (v2)

Library tool, v2: two measurements of the same subjects. Numeric pairs: paired t with its interval, Wilcoxon signed-rank with the Hodge

Before and after, same subject

Propensity Score Matching (Fairer Comparisons)

Is the comparison fair once groups are matched?

Rows split into groups

Repeated-Measures ANOVA

Did the same subjects change across three or more conditions?

Rows split into groups