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    Variance

    AI fundamentals & modelsMeasure of dispersion variance
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    Definition

    Variance describes the mean squared deviation of values from their mean.

    Deviations are squared and averaged according to the chosen calculation rule. Its unit is therefore the square of the original unit; the standard deviation is the square root of the variance.

    Simply explained

    Like a measure of how far measurements are spread around their common center.

    Why it matters in practice

    Average values can be supplemented with information about fluctuations.

    Example from business

    Hypothetical example: A team compares the dispersion of delivery times of two processes.

    Limits and pitfalls

    • Outliers have a strong effect due to squaring; sample and population variance use different denominators.

    Origin & history

    Variance is a fundamental measure in probability theory and statistics.

    Use in mid-sized companies

    • Investigate fluctuations in process times, measurement data, and model errors.

    Frequently asked questions

    Can variance be negative?

    No, it is based on non-negative squared deviations.

    Sources

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