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Descriptive Statistics

Measures of Central Tendency โ€“ Mean, Median, Mode โž—

๐ŸŽฏ Learning Objectives

By the end of this lesson, you will be able to:
โœ” Define Mean, Median, and Mode
โœ” Understand their differences and applications
โœ” Calculate each measure from a dataset
โœ” Know which measure to use in which situation


1๏ธโƒฃ Introduction

When we have a set of data, we often want to summarize it with a single value that represents the โ€œcenterโ€ or โ€œaverageโ€ of the data. These are called measures of central tendency, and the three most common are:
โœ… Mean
โœ… Median
โœ… Mode


2๏ธโƒฃ Mean (Arithmetic Average)

Definition:

  • The sum of all observations divided by the number of observations.

โœ” Formula:

โœ” Example:
If weights of 5 patients are: 50, 55, 60, 65, 70 kg

โœ” Key Features:

  • Affected by extreme values (outliers)
  • Best for normally distributed data

3๏ธโƒฃ Median

Definition:

  • The middle value when all observations are arranged in ascending or descending order.
  • If the number of observations is even โ†’ average of the two middle values.

โœ” Example:
Data: 50, 55, 60, 65, 70
Median = 60 (middle value)
If data was 50, 55, 60, 65 โ†’ Median = (55 + 60)/2 = 57.5

โœ” Key Features:

  • Not affected by extreme values
  • Best for skewed data

4๏ธโƒฃ Mode

Definition:

  • The value that occurs most frequently in the dataset.

โœ” Example:
Data: 50, 55, 60, 60, 70
Mode = 60 (appears twice)

โœ” Key Features:

  • Can have more than one mode (bimodal or multimodal)
  • Useful for categorical data

5๏ธโƒฃ Comparison Table

MeasureDefinitionAffected by Outliers?Best Use Case
MeanArithmetic averageโœ… YesNormal distribution
MedianMiddle valueโŒ NoSkewed distribution
ModeMost frequent valueโŒ NoCategorical data

6๏ธโƒฃ Clinical Relevance

  • Mean: Used in lab reports (e.g., average hemoglobin level in a population).
  • Median: Used in income distribution or skewed medical data like hospital stay length.
  • Mode: Used for common blood groups or most frequent diagnosis.

7๏ธโƒฃ Quick Check: Test Your Understanding โœ…

Q1: Which measure is most appropriate for skewed data?
a) Mean
b) Median
c) Mode
๐Ÿ‘‰ Answer: b) Median

Q2: The most frequently occurring blood group in a population is an example of:
a) Mean
b) Median
c) Mode
๐Ÿ‘‰ Answer: c) Mode

Q3: Which measure is affected by outliers?
๐Ÿ‘‰ Answer: Mean


โœจ Key Takeaways

  • Mean: Sum รท Number of values (best for normal data, but sensitive to outliers).
  • Median: Middle value (best for skewed data).
  • Mode: Most frequent value (best for categorical data).