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Correlation Tests

Point-Biserial Correlation Calculator

Point-Biserial Correlation Calculator correlate one binary and one continuous variable.

Correlation Tests

Point-Biserial Correlation Calculator

Correlate one binary and one continuous variable.

About the Point-Biserial Correlation Calculator

Correlate one binary and one continuous variable. Correlation calculators measure a specific form of association, such as linear, rank, binary-continuous, contingency-table, partial, or serial association.

How the Point-Biserial Correlation Calculator Works

Point-biserial correlation compares the continuous-variable mean for the 1 group with the mean for the 0 group, scaled by the continuous-variable sample standard deviation.

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

  • Binary variable (0/1) (required)
  • Continuous variable (required)
  • Alpha (required)

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
  • n
  • n_zero
  • n_one
  • mean_zero
  • mean_one
  • mean_difference
  • point_biserial_r
  • t_statistic
  • df
  • p_value
  • confidence_interval
  • alpha
  • decision

Point-Biserial Correlation 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
Binary variable (0/1)0,1,0,1,1,0
Continuous variable10,15,9,14,16,11
Alpha0.05

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

Association does not establish causation, and each coefficient requires the variable types and dependence structure named by the calculator.

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 Point-Biserial Correlation Calculator calculate?

Correlate one binary and one continuous variable.

Which formula does the Point-Biserial Correlation Calculator use?

Point-biserial correlation compares the continuous-variable mean for the 1 group with the mean for the 0 group, scaled by the continuous-variable sample standard deviation.

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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