Measures of Central Tendency – Introduction 🎯📊
Every dataset has many values.
But decision-makers need one value that represents the entire dataset.
This value is called a measure of central tendency or average.
What Is Central Tendency?
Definition:
A measure of central tendency is a single value that represents the entire dataset and indicates the central or typical value of distribution.
Examples:
- Average income
- Average marks
- Average price
Why Do We Need Averages? 🎯
1. Simplifies Data
Converts bulky data into a single meaningful figure.
2. Helps in Comparison
Compare:
- Year to year
- Region to region
- Product to product
3. Useful in Decision-Making
Businesses use averages for:
- Pricing
- Budgeting
- Sales forecasting
4. Foundation for Further Analysis
Standard deviation, correlation, index numbers → all require averages.
Characteristics of a Good Average ✔️
A good average must be:
1. Easy to Understand & Calculate
Should be simple and intuitive.
2. Rigidly Defined
Same value must be obtained by all people applying the formula.
3. Based on All Observations
Should consider the entire dataset (but mode sometimes doesn’t).
4. Not Affected by Extreme Values
Some averages like median withstand outliers.
5. Capable of Further Mathematical Treatment
Mean is excellent for advanced analysis.
Types of Averages 📚
Measures of central tendency include:
- Arithmetic Mean
- Median
- Mode
- Geometric Mean
- Harmonic Mean
- Quartiles / Percentiles (often supporting measures)
Difference Between Average & Actual Values
Example:
Marks = 20, 40, 60, 80
Average = 50
But no student scored exactly 50.
Still, 50 represents the group.
When Averages Fail ❌
- Extreme values distort mean
- Skewed distributions misrepresent data
- Not applicable for qualitative data
Example:
A family with incomes 10,000; 12,000; 15,000; 1,00,000
Mean income → high due to the outlier.
Flow of Selecting an Average
Nature of Data
↓
Need for Mathematical Use?
↓
Presence of Outliers?
↓
Choose Mean / Median / Mode
Summary ✨
- Averages summarize complex data.
- A good average is simple, clear, stable, and mathematically useful.
- Types include mean, median, mode, GM, and HM.
Quiz Time! 🎯
Test Your Knowledge
Question 1 of 5
1. Central tendency refers to:
