Statistics

Statistics Calculators

Advanced statistical analysis tools for researchers and students - no data collection, full formula transparency

📊 Academic integrity guaranteed - All statistical analyses processed locally with no data storage

Descriptive Statistics

Calculate mean, median, mode, standard deviation, variance, and quartiles for any dataset with visual histograms.

  • Outlier detection (IQR method)
  • Skewness and kurtosis analysis
  • Frequency distribution tables

Probability Calculator

Calculate probabilities for discrete and continuous distributions including binomial, Poisson, and normal distributions.

  • Cumulative distribution functions
  • Probability density visualization
  • Random variable generators

Hypothesis Testing

Perform t-tests, z-tests, chi-square tests, and ANOVA with step-by-step significance testing and p-value interpretation.

  • One-sample and two-sample tests
  • Paired and independent t-tests
  • Type I/II error probability

Regression Analysis

Perform linear and multiple regression analysis with coefficient significance testing and model diagnostics.

  • R-squared and adjusted R-squared
  • Residual analysis plots
  • Confidence intervals for predictions

Confidence Intervals

Calculate confidence intervals for means, proportions, and differences with customizable confidence levels.

  • Margin of error visualization
  • Sample size determination
  • Finite population correction

Bayesian Calculator

Perform Bayesian inference with prior distributions, likelihood functions, and posterior probability analysis.

  • Conjugate prior selection
  • Markov Chain Monte Carlo simulation
  • Bayes factor computation

Sample Size Calculator

Determine optimal sample sizes for surveys, experiments, and clinical trials with power analysis.

  • Margin of error specifications
  • Statistical power calculations
  • Effect size estimation

Time Series Analysis

Analyze time-dependent data with moving averages, exponential smoothing, and seasonal decomposition.

  • Autocorrelation function (ACF)
  • Stationarity testing
  • Forecast error metrics (MAE, RMSE)

Research Essentials

Descriptive Statistics Hypothesis Testing Regression Analysis Sample Size

Academic Research Workflow

1

Input Your Data

Enter datasets or summary statistics with variable labeling

2

Select Analysis

Choose appropriate statistical tests based on data type

3

Interpret Results

Understand p-values, confidence intervals, and effect sizes

Unlock Statistical Insights

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Statistics Calculators • FairCalculator.com • Supporting data-driven decisions since 2025

All statistical analyses are for educational and preliminary research purposes only. Consult statistical professionals for publication-quality analysis.

APA-Compliant Reporting: Results include proper statistical notation and significance indicators