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About

Statistical analysis is the backbone of data interpretation, transforming raw numbers into actionable insights. Whether you are a student verifying a homework problem or a researcher examining a dataset distribution, understanding the central tendency (Mean, Median, Mode) and dispersion (Variance, Standard Deviation) is essential.

This tool goes beyond simple calculation. It acts as a pedagogical aid by showing "The Work" - a detailed, step-by-step breakdown of how each result was derived. It also employs the Interquartile Range (IQR) method to scientifically identify outliers - data points that differ significantly from other observations - helping you spot anomalies or errors in your data.

math helper dataset analysis standard deviation iqr homework checker

Formulas

The core formulas used in this calculator utilize the standard population and sample definitions.

Mean:
x = xn

Standard Deviation (Population):
σ = (x x)2n

Outlier Detection (IQR Rule):
Low < Q1 1.5 × IQR
High > Q3 + 1.5 × IQR

Reference Data

StatisticSymbolDefinitionUse Case
MeanxThe arithmetic average.Data without outliers.
MedianMThe middle value in a sorted list.Skewed data (income, home prices).
ModeMoThe most frequent value.Categorical data or voting.
RangeRDifference between Max and Min.Quick variability check.
Standard DeviationσAverage distance from the Mean.Precision and risk analysis.
Varianceσ2Square of Standard Deviation.Theoretical modeling.

Frequently Asked Questions

Population Standard Deviation (σ) is used when you have data for every member of the group. Sample Standard Deviation (s) is used when you only have a subset of the data. This tool calculates both to ensure you have the correct figure for your needs.
We use the Tukey Fence method. First, we find the Interquartile Range (IQR), which is the distance between the 25th percentile (Q1) and the 75th percentile (Q3). Any number sitting 1.5 times the IQR outside these boundaries is flagged as an outlier.
If every number in your dataset appears exactly once, there is no mode. If multiple numbers share the highest frequency (e.g., two 5s and two 10s), the dataset is multimodal, and both will be shown.
You can enter numbers separated by commas, spaces, or new lines. The tool automatically cleans the input, ignoring non-numeric characters like letters or currency symbols.