Math Problem Statement

standard deviation of a grouped mean data

Solution

To calculate the standard deviation of grouped data, follow these steps:

Formula for Standard Deviation of Grouped Data:

σ=f(xxˉ)2f\sigma = \sqrt{\frac{\sum f(x - \bar{x})^2}{\sum f}} Where:

  • ff = frequency of each group.
  • xx = mid-point of each group.
  • xˉ\bar{x} = mean of the data.

Alternatively, if the data is large and a deviation method is preferred: σ=fd2f(fdf)2\sigma = \sqrt{\frac{\sum f d^2}{\sum f} - \left(\frac{\sum f d}{\sum f}\right)^2} Where:

  • d=xAd = x - A, the deviation from an assumed mean AA.

Steps:

  1. Calculate Midpoints (xx): For each class interval, calculate the midpoint: x=Lower Bound+Upper Bound2x = \frac{\text{Lower Bound} + \text{Upper Bound}}{2}

  2. Find Deviations (xxˉx - \bar{x}): Compute the deviation of each midpoint from the mean (xxˉx - \bar{x}) or from an assumed mean.

  3. Square the Deviations ((xxˉ)2(x - \bar{x})^2): Square each deviation.

  4. Multiply by Frequency (f×(xxˉ)2f \times (x - \bar{x})^2): Multiply each squared deviation by its corresponding frequency.

  5. Compute the Mean of Squared Deviations: Divide the sum of the squared deviations multiplied by frequency by the total frequency.

  6. Take the Square Root: The square root of the result is the standard deviation.


Example:

Class IntervalFrequency (ff)Midpoint (xx)xxˉx - \bar{x}(xxˉ)2(x - \bar{x})^2f(xxˉ)2f(x - \bar{x})^2
0 - 10555-525125
10 - 20815525200
..................

Computation:

  1. Calculate the mean (xˉ\bar{x}).
  2. Use the deviations and proceed with the steps.

Would you like assistance with a specific dataset? Feel free to share! 😊


Related Questions:

  1. What is the significance of standard deviation in data analysis?
  2. How does standard deviation differ for grouped vs. ungrouped data?
  3. What are the implications of a low vs. high standard deviation?
  4. How does assuming a mean simplify grouped standard deviation calculation?
  5. What are some common errors in calculating grouped standard deviation?

Tip:

Always double-check the sum of frequencies (f\sum f) to ensure accurate calculations.

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Math Problem Analysis

Mathematical Concepts

Statistics
Grouped Data
Standard Deviation
Mean

Formulas

σ = sqrt(Σf(x - x̄)² / Σf)
σ = sqrt((Σf d² / Σf) - (Σf d / Σf)²)
Midpoint formula: x = (Lower Bound + Upper Bound) / 2

Theorems

Standard Deviation Theorem for Grouped Data

Suitable Grade Level

Grades 10-12