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Liczbnik

Statistics Calculators

Analyse data statistically: mean, median, mode, standard deviation, variance and Pearson correlation.

Descriptive statistics — online calculators

Statistics is the language that turns data into knowledge. The statistics calculators on Liczbnik.pl bring together the most important descriptive measures and tests in one place — no R installation or Excel pivot tables required. The arithmetic mean (x̄) is the sum of values divided by their count. For skewed data, the median is a better measure of central tendency because it is resistant to outliers: sort the dataset and pick the middle value (or average the two middle values for an even count). The mode — the most frequently occurring value — is useful for categorical data analysis. Standard deviation (σ or s) quantifies how much values spread around the mean. Low standard deviation signals a tight, consistent dataset; high standard deviation means high variability. Key distinction: population variance divides by N; sample variance divides by N−1 (Bessel's correction), producing an unbiased estimator when working with sampled data. Pearson correlation (r) measures the strength and direction of the linear relationship between two quantitative variables. Values from +0.7 to +1.0 indicate a strong positive correlation; −0.7 to −1.0 a strong negative one; near 0 means no linear association. Remember: correlation does not imply causation. A p-value below 0.05 is the conventional threshold for statistical significance (α = 5%) — it means there is less than a 5% probability that the result occurred by chance. The 95% confidence interval is the range within which the true population parameter lies with 95% certainty: x̄ ± 1.96 × (s/√n) for large samples. For basic analysis these calculators are sufficient; for advanced work use R, Python (pandas/scipy) or SPSS.

Frequently asked questions about statistics

How to calculate the arithmetic mean?

Mean = sum of all values / number of values. E.g. (2+4+6) / 3 = 4.

What is the median?

The median is the middle value of a sorted dataset. For an even count, it is the average of the two middle values.

What is the mode?

The mode is the most frequently occurring value in a dataset.

Standard deviation = square root of variance = square root of the mean of squared deviations from the mean.

Pearson correlation (r) measures the strength of a linear relationship between two variables: from −1 to +1.

Population variance divides by N; sample variance divides by N−1 (Bessel's correction for unbiasedness).

A p-value < 0.05 means the result is statistically significant at the α = 5% significance level.

Percentile X is the value below which X% of observations fall. E.g. the 90th percentile is the threshold below which 90% of data lies.

95% confidence interval = mean ± 1.96 × (std. dev. / √n) for large samples.

For basic calculations — yes. For advanced analysis, use R, Python (pandas) or SPSS.