Mean (Average)

Mean (Average) 

Introduction 

  • The mean is one of the most widely used measures of central tendency, offering a single value that represents the average of a dataset. 
  • It’s applied across fields like economics, psychology, education, and pharmaceutical sciences to summarize a dataset with a single representative value. 
  • There are different types of mean, each suited for specific types of data and analysis contexts. 
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Types of Mean 

  1. Arithmetic Mean 

  • The most common form of mean. 
  • Calculation: Sum all the values and divide by the total number of values. 
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  • Formula 

x−=∑XN𝐱-=∑𝐗𝐍

 

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  • Sensitive to outliers. 
  1. Geometric Mean

  • Used for averaging percentages, ratios, or growth rates. 
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  • Formula:  

GM=x1×x2×⋯×xn−−−−−−−−−−−−−−−−√nGM=𝒙𝟏×𝒙𝟐×⋯×𝒙𝒏𝒏

 

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  • Less influenced by large outliers or skewed data. 
  1. Harmonic Mean 

  • Suitable for rates (e.g., speed, density). 
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  • Formula:  

HM=n∑ni=11xiHM=𝒏∑𝒊=𝟏𝒏𝟏𝒙𝒊

 

  • Especially helpful when values are defined per unit (e.g., km/hour). 

 

Arithmetic Mean 

Overview 

  • The Arithmetic Mean is the most widely used measure of central tendency. 
  • It provides a single value that represents the average of a dataset. 
  • It is calculated by summing all values in a dataset and dividing by the number of values. 

Formula 

    • For a dataset with values 

 x1,x2,…,xn x1,x2,…,xn

  •  

xˉ=∑XN𝒙ˉ=∑𝑿𝑵

 

Arithmetic Mean for Individual Series (Simple Data) 

  1. Direct Method 

  • Steps: 
  1. Add all observations. 
  1. Divide the sum by the total number of observations. 
  • Formula: 

AM=∑XN𝑨𝑴=∑𝑿𝑵

 

  • Example: Reduction in Blood Pressure 
Individual  Reduction (mmHg) 
1  8 
2  10 
3  7 
4  5 
5  9 
  • Calculation: 

∑X=8+10+7+5+9=39∑X=8+10+7+5+9=39

  •  
  • N = 5 
  • AM = 39 / 5 = 7.8 
  • Result: Mean reduction = 7.8 mmHg 
  1. Shortcut Method 

  • Uses an assumed mean to simplify calculations. 
  • Steps: 
  1. Choose a value as the assumed mean (A). 
  1. Compute deviations d = X – A. 
  1. Use the formula to find the mean. 
  • Formula: 

AM=A+∑dNAM=A+∑dN

 

  • Example: Using assumed mean A = 8 
Individual  X (Reduction)  A  d = X – A 
1  8  8  0 
2  10  8  2 
3  7  8  -1 
4  5  8  -3 
5  9  8  1 
  • Calculation: 

∑d=0+2−1−3+1=−1∑d=0+2−1−3+1=−1

  •  

AM=8+(−1/5)=7.8AM=8+−1/5=7.8

  •  
  • Result: Same mean, 7.8 mmHg 

Arithmetic Mean for Discrete Series (Ungrouped Frequency Data) 

  1. Direct Method 

  • Frequency is associated with each data point. 
  • Formula: 

AM=∑fXN𝑨𝑴=∑𝒇𝑿𝑵

 

  • Example: Days to Recover 
X (Days)  f (Patients) 
3  2 
4  5 
5  3 
6  4 
  • Calculation: 

∑fX=(3×2)+(4×5)+(5×3)+(6×4)=6+20+15+24=65∑fX=3×2+4×5+5×3+6×4=6+20+15+24=65

  •  

N = 2 + 5 + 3 + 4 = 14N = 2 + 5 + 3 + 4 = 14

  •  

AM = 65 / 14 ≈ 4.64AM = 65 / 14 ≈ 4.64

  •  
  • Result: Mean recovery time = 4.64 days 
  1. Shortcut Method 

  • Formula: 

AM=A+∑fdN

 

  • Assumed Mean (A) = 5 
X  f  A  d = X – A  fd 
3  2  5  -2  -4 
4  5  5  -1  -5 
5  3  5  0  0 
6  4  5  1  4 
  • Calculation: 

∑fd=−5

  •  
  • N = 14 

AM=5+(−5/14)≈4.64

  •  
  • Result: Mean recovery time = 4.64 days 

Arithmetic Mean for Continuous Series (Grouped Data) 

  1. Direct Method 

  • Use midpoint (m) of each class interval. 
  • Formula: 

AM=∑f⋅mN

 

  • Example: Cholesterol Reduction 
Class Interval  f  Midpoint (m) 
10 – 19  5  14.5 
20 – 29  12  24.5 
30 – 39  8  34.5 
40 – 49  5  44.5 
  • Calculation: 

∑fm=(14.5×5)+(24.5×12)+(34.5×8)+(44.5×5)=865∑fm=14.5×5+24.5×12+34.5×8+44.5×5=865

  •  

N = 30N = 30

  •  

AM = 865 / 30 = 28.83AM = 865 / 30 = 28.83

  •  
  • Result: Mean cholesterol reduction = 28.83 mg/dL 
  1. Shortcut Method 

  • Formula: 

AM=A+∑fdNAM=A+∑fdN

 

  • Assumed Mean (A) = 24.5 
Class Interval  f  m  d = m – A  fd 
10 – 19  5  14.5  -10  -50 
20 – 29  12  24.5  0  0 
30 – 39  8  34.5  10  80 
40 – 49  5  44.5  20  100 
  • Calculation: 

∑fd=−50+0+80+100=130∑fd=−50+0+80+100=130

  •  

N = 30N = 30

  •  

AM=24.5+(130/30)=28.83AM=24.5+130/30=28.83

  •  
  • Result: Mean cholesterol reduction = 28.83 mg/dL 

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