Two sample z-test

Hypothesis tests · Method and input reference

Two-sided; independent t uses Welch. Paired tests require matched observations. Permutation uses difference in means, 9,999 resamples and a fixed seed. Effect sizes use pooled sample SD. Synthetic example: Two independent blood-pressure cohorts: 120 and 96 people, with unequal variability; values in mmHg.

Open calculator · Compare methods in the decision matrix

Required inputs

  • Observations — Numeric observations; preserve the row and column structure described above.
  • Second sample — Numeric observations; preserve the row and column structure described above.
  • Group 1 known SD — Enter the method parameter described above.
  • Group 2 known SD — Enter the method parameter described above.

Review missing values and data coding before running. Sample inputs are synthetic teaching examples.

Implementation

Lifescio implements the method-specific formula using the listed SciPy distribution functions and NumPy array arithmetic. See method help for assumptions.

  • scipy 1.15.3: scipy.stats.norm.sf

These are pinned library versions; saved results record the versions actually used at runtime.

Library references