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Descriptive Statistics (Step 2)

Time to read:: < 1 min read

This part is about summarizing data so it makes sense at a glance.

1. Measures of Central Tendency #

These tell us the β€œcenter” of data.

  • Mean = average (sum Γ· number of values)
  • Median = middle value (when data is sorted)
  • Mode = most frequent value

πŸ‘‰ Example: Suppose car defects found in 7 inspections = [2, 3, 3, 4, 6, 7, 10]

  • Mean = (2+3+3+4+6+7+10)/7 = 5
  • Median = 4 (middle value)
  • Mode = 3 (most frequent)

2. Measures of Spread #

These tell us how spread out the data is.

  • Range = max – min
  • Variance = average of squared differences from the mean
  • Standard Deviation (SD) = square root of variance (tells how far values are from mean)

πŸ‘‰ In our defects example above [2, 3, 3, 4, 6, 7, 10]:

  • Range = 10 – 2 = 8
  • Mean = 5
  • Standard Deviation β‰ˆ 2.6

3. Data Visualization #

  • Histogram: shows distribution of numerical data (like a bar chart but for ranges)
  • Boxplot: shows median, quartiles, and outliers
  • Scatterplot: shows relationship between two variables

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