DATA WORKSPACE
FREE ADVANCED STATISTICS CALCULATOR
Statistics calculator for standard deviation, variance, quartiles, and regression.
Calculate mean, median, mode, sample or population standard deviation, variance, quartiles, IQR, frequency tables, grouped data estimates, correlation, and linear regression from one focused workspace.RESULT
Ready
Choose a data type, select the statistics you need, then calculate.
STATISTICS FORMULAS EXPLAINED
Understand the result before you use it.
This statistics calculator is built for class assignments, research summaries, lab data, and business reports where users need both a number and a clear method. Choose the data format first, then decide whether the problem needs sample or population statistics.STANDARD DEVIATION
Sample vs population SD
Use sample standard deviation when your values are only part of a larger group. Use population standard deviation when the values are the complete population being studied.VARIANCE
Average squared spread
Variance measures average squared distance from the mean. Standard deviation is the square root of variance, so it is easier to read in the original unit.QUARTILES AND IQR
Middle spread of the data
Q1, Q3, and IQR help explain spread without being controlled by very large or very small values. IQR is useful when checking possible outliers.FREQUENCY TABLES
Repeated values and grouped intervals
Use discrete frequency rows when exact values repeat. Use grouped data when values are already summarized into class intervals such as 10–20 or 20–30.LINEAR REGRESSION
Paired X/Y relationship
Paired mode calculates slope, intercept, correlation, R², covariance, and an optional predicted y-value for a selected x-value.OUTLIERS
1.5 × IQR rule
The outlier count uses the common IQR fence method: values below Q1 − 1.5×IQR or above Q3 + 1.5×IQR are flagged as possible outliers.WORKED EXAMPLE
How sample standard deviation is calculated.
For the raw data set 58, 64, 72, 72, 78, 84, 91, the mean is about 74.14. With sample mode selected, the calculator divides the squared deviations by n − 1.s² = Σ(x − x̄)² ÷ (n − 1)For the example data, sample variance is about 128.14.
s = √128.14 ≈ 11.32The typical distance from the mean is about 11.32 data units.
σ = √(Σ(x − μ)² ÷ n)Use this only when your entered values are the full population.
COMMON QUESTIONS
Quick answers for statistics problems.
What is the formula for sample standard deviation?
Subtract the mean from each value, square each difference, add them, divide by n − 1, then take the square root.
What is the difference between variance and standard deviation?
Variance is squared spread. Standard deviation is the square root of variance, so it is easier to compare with the original data unit.
When should I use grouped data?
Use grouped data when you only have class intervals and frequencies. The calculator estimates mean and spread using each class midpoint.
Can this calculator do linear regression?
Yes. Choose paired X/Y mode to calculate slope, intercept, correlation r, R², covariance, and optional prediction.