Meta-Analysis
random-effects meta-analysis statistical calculator
Random-effects Meta-analysis Statistical Calculator
Random-Effects Meta-Analysis Calculator pool study effects while allowing true effects to vary between studies. It is part of the Salar Cafe collection of free statistical calculators.
Quick Answer
The Random-Effects Meta-Analysis Statistical Calculator runs the named method with its own validated formula, inputs, intermediate results, chart and interpretation.
Use Raw Data, Excel, or CSV
Upload XLSX, CSV, TSV or pasted data, review cleaning, then select the dependent, independent, grouping, paired, time, item, rater or study variables required by Random-Effects Meta-Analysis.
Uploaded files are processed locally in the browser. The cleaning report appears before variable dropdowns, and the selected cleaned columns are placed into this exact calculator rather than a generic fallback method.
Random-Effects Meta-Analysis Calculator Features
Included
Dedicated formula and calculator function
Included
Manual and browser-local spreadsheet input
Included
Visible variable roles and selected column names
Included
Method-specific chart and downloadable results
Included
Assumptions, warnings and reporting guidance
Included
Canonical URL with no synonym duplication
About the Random-Effects Meta-Analysis Calculator
Pool study effects while allowing true effects to vary between studies. This calculator applies the displayed method to the requested inputs and reports the intermediate values used in the result.
When to Use the Random-Effects Meta-Analysis Calculator
Pool study effects while allowing true effects to vary between studies.
How the Random-Effects Meta-Analysis Calculator Works
DerSimonian–Laird tau-squared defines inverse-variance random-effects weights.
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.
Assumptions and Checks
- The study design and variable scales match the named method.
- Independence, pairing, ordering, censoring, grouping or rater structure is represented correctly.
- Missing values and influential observations are reviewed before inference.
Required Inputs
- Study effect estimates (required)
- Study standard errors (required)
- Confidence level (%) (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:
- Studies
studies - Fixed Effect
fixed_effect - Q Statistic
q_statistic - Degrees Of Freedom
degrees_of_freedom - Tau Squared
tau_squared - I Squared
i_squared - Random Effect
random_effect - Standard Error
standard_error - CI Lower
ci_lower - CI Upper
ci_upper
Random-Effects Meta-Analysis Calculator Example
Load the example or upload cleaned data, map variables, calculate, and review the method-specific result and chart.
| Input | Example value |
|---|---|
| Study effect estimates | .20,.35,.10,.50,.28 |
| Study standard errors | .10,.12,.09,.15,.11 |
| Confidence level (%) | 95 |
Verified Worked Result
The packaged automated fixture produces the following checked values from the example inputs. Display rounding may differ from the full-precision browser calculation.
| Result | Verified value |
|---|---|
| Studies | 5 |
| Fixed Effect | 0.24289596909865 |
| Q Statistic | 6.5531844073429 |
| Degrees Of Freedom | 4 |
| Tau Squared | 0.0077973729680179 |
| I Squared | 38.960972996304 |
| Random Effect | 0.25816225333663 |
| Standard Error | 0.063576250472782 |
| Ci Lower | 0.13355509203742 |
| Ci Upper | 0.38276941463584 |
How to Use the Calculator
- Confirm that the calculator title and method match the quantity, test, conversion, or planning question you need to solve.
- Enter values with compatible units and the requested sample, group, matrix, count, date, or option format.
- Select Example Data to inspect a valid input layout, or enter your own values and select Calculate.
- Review the result table, formula, worked substitutions, warnings, and interpretation rather than using only the headline number.
- Use Copy Result or Download CSV when you need a reusable record of the displayed calculation.
Understanding the Result
Review the Random-Effects Meta-Analysis estimate or test statistic, uncertainty or p-value where applicable, assumptions, chart and research-question interpretation.
Review the formula, units, assumptions, and result interpretation before using the calculation.
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.
How to Report the Result
Report Random-Effects Meta-Analysis, the analyzed variables and valid sample size, the principal estimate or statistic, degrees of freedom and p-value or confidence interval where available, assumptions, and a conclusion tied to the research question.
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 Random-Effects Meta-Analysis Calculator calculate?
Pool study effects while allowing true effects to vary between studies.
Which formula does the Random-Effects Meta-Analysis Calculator use?
DerSimonian–Laird tau-squared defines inverse-variance random-effects weights.
Related Search Questions and Calculator Terms
This page answers the following closely related statistical calculator searches without creating duplicate competing URLs:
- random-effects meta-analysis calculator
- online random-effects meta-analysis calculator
- statistical calculator
- statistical calculators
When should I use the Random-Effects Meta-Analysis Statistical Calculator?
Pool study effects while allowing true effects to vary between studies.
What formula does the Random-Effects Meta-Analysis Statistical Calculator use?
DerSimonian–Laird tau-squared defines inverse-variance random-effects weights.
Which variables does the Random-Effects Meta-Analysis Statistical Calculator require?
The upload panel identifies compatible variable types and shows the exact dependent, independent, grouping, paired, time, item, rater or study roles required by this method.
Can the Random-Effects Meta-Analysis Statistical Calculator analyze Excel or CSV data?
Yes. XLSX, CSV, TSV or pasted data are cleaned locally, then selected columns are mapped to this exact calculator and chart.