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Z Tests

Two Proportion Z Test Calculator

Two Proportion Z Test Calculator compare two population proportions.

Z Tests

Two Proportion Z Test Calculator

Compare two population proportions.

About the Two Proportion Z Test Calculator

Compare two population proportions. Z procedures compare a standardized estimate with a normal reference distribution when their known-variance or large-sample conditions are satisfied.

How the Two Proportion Z Test Calculator Works

Two-proportion z test: z = (p1 - p2) / sqrt(pooled proportion * (1 - pooled proportion) * (1/n1 + 1/n2)).

The calculation runs in your browser. Submitted values are validated for the required numeric range, data shape, units, and method-specific restrictions before a result is shown.

Required Inputs

  • Successes A (required)
  • Sample size A (required)
  • Successes B (required)
  • Sample size B (required)
  • Alpha (required)
  • Alternative hypothesis (required) Options: Two-tailed, Greater than, Less than

Results Reported

The result panel shows the final answer together with the intermediate quantities needed to audit the calculation. Depending on this method, reported values include:

  • method
  • successes_a
  • failures_a
  • successes_b
  • failures_b
  • n_a
  • n_b
  • proportion_a
  • proportion_b
  • proportion_difference
  • pooled_proportion
  • null_standard_error
  • interval_standard_error
  • z_statistic
  • p_value
  • z_critical
  • margin_of_error
  • lower_bound
  • upper_bound
  • confidence_interval
  • null_expected_counts
  • normal_approximation_warning
  • alpha
  • tail_type
  • decision

Two Proportion Z Test Calculator Example

Use the example data button to load a known sample, then calculate and review the statistic, p-value or estimate, and interpretation.

InputExample value
Successes A56
Sample size A100
Successes B45
Sample size B100
Alpha0.05
Alternative hypothesistwo

How to Use the Calculator

  1. Confirm that the calculator title and method match the quantity, test, conversion, or planning question you need to solve.
  2. Enter values with compatible units and the requested sample, group, matrix, count, date, or option format.
  3. Select Example Data to inspect a valid input layout, or enter your own values and select Calculate.
  4. Review the result table, formula, worked substitutions, warnings, and interpretation rather than using only the headline number.
  5. Use Copy Result or Download CSV when you need a reusable record of the displayed calculation.

Understanding the Result

Confirm independence, the correct null value, suitable expected counts for proportions, and whether population standard deviations are genuinely known for mean tests.

Keep the entered values, units, selected options, and any warning shown beside the result. For a hypothesis test, report the statistic, degrees of freedom where applicable, p-value, alpha level, effect size, and decision. For an estimate or conversion, report the formula convention and final unit.

Accuracy and Limitations

The calculator keeps full browser precision during calculation and rounds only for display. Accuracy still depends on correct inputs and on whether the displayed model represents the real problem. Educational calculators cannot replace required professional review, current official rules, field measurements, laboratory methods, or specialist statistical software where those are necessary.

Frequently Asked Questions

What does the Two Proportion Z Test Calculator calculate?

Compare two population proportions.

Which formula does the Two Proportion Z Test Calculator use?

Two-proportion z test: z = (p1 - p2) / sqrt(pooled proportion * (1 - pooled proportion) * (1/n1 + 1/n2)).

What input does this calculator need?

The calculator form shows the required values and validates them before calculating.

Are the formulas visible?

Yes. Each calculator displays its method, assumptions, and interpretation unless disabled by the site administrator.

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