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Geometric Mean, Harmonic Mean, and Relationship with Arithmetic Mean

In addition to the commonly used Arithmetic Mean (AM), other types of averages like Geometric Mean (GM) and Harmonic Mean (HM) are particularly useful in specific statistical and business contexts. Understanding these means helps in analyzing growth rates, ratios, and rates of change more accurately.

Unit 5: Business Statistics and Research Methods

Geometric Mean (GM)

Definition

Geometric Mean is the nth root of the product of n values. It is best used when dealing with multiplicative processes, such as growth rates, financial returns, and population studies.

Formula

For nn positive values x1,x2,...,xnx_1, x_2, ..., x_n:

GM=x1×x2××xnn

Or in logarithmic form:

log(GM)=1ni=1nlog(xi)\log(GM) = \frac{1}{n} \sum_{i=1}^{n} \log(x_i)
GM=antilog(1nlog(xi))GM = \text{antilog} \left( \frac{1}{n} \sum \log(x_i) \right)

Example

Let the values be: 4, 16, and 64

GM=4×16×643=40963=16


Harmonic Mean (HM)

Definition

Harmonic Mean is the reciprocal of the arithmetic mean of the reciprocals of the values. It is especially useful for averaging rates like speed, price per unit, or cost per item.

Formula

For nn values x1,x2,...,xnx_1, x_2, ..., x_n:

HM=ni=1n1xi​

Example

Let the values be: 4, 5, and 6

HM=314+15+16=30.25+0.20+0.1667=30.61674.87


Relationship Between AM, GM, and HM

For any two positive numbers aa and bb:

  • Arithmetic Mean (AM) = a+b2​

  • Geometric Mean (GM) = ab\sqrt{ab}

  • Harmonic Mean (HM) = 2aba+b\frac{2ab}{a + b}

Inequality Relationship:

AMGMHMAM \geq GM \geq HM

Equality holds only when all values are equal.


Example (Illustrating the Relation)

Let a=4a = 4, b=16b = 16

  • AM = 4+162=10

  • GM = 4×16=64=8\sqrt{4 \times 16} = \sqrt{64} = 8

  • HM = 2×4×164+16=12820=6.4\frac{2 \times 4 \times 16}{4 + 16} = \frac{128}{20} = 6.4

So,

AM(10)>GM(8)>HM(6.4)


When to Use AM, GM, and HM

MeasureBest Used ForLimitation
Arithmetic MeanGeneral average; additive dataAffected by extreme values
Geometric MeanMultiplicative processes (growth rates)Cannot be used for negative values
Harmonic MeanRates, ratios, speed per unitSensitive to very small values

Key Points 

  • GM and HM are suitable only for positive values.

  • GM is used for compounded growth, e.g., interest rates.

  • HM is used for time-speed-distance and cost-volume problems.

  • Always remember the inequality:

    AMGMHM

Conclusion

The Geometric Mean and Harmonic Mean offer valuable insights into specific statistical scenarios where the Arithmetic Mean may be misleading. For UGC NET Commerce, mastering the use cases, formulas, and the relationship among AM, GM, and HM is crucial. Understanding when and why to use each mean can improve data interpretation and analytical accuracy in business contexts.



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