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MEASURES OF INEQUALITY AND EMPIRICAL RESULTS Maria Wrzeszcz, Martina Slomski & Sascha Rybarczyk 14 th May 2010

MEASURES OF INEQUALITY AND EMPIRICAL RESULTS · 2019-04-15 · Advantages and disadvantages Coefficient of variation Theil index Gini coefficient Easy to understand Immune to outliers

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Page 1: MEASURES OF INEQUALITY AND EMPIRICAL RESULTS · 2019-04-15 · Advantages and disadvantages Coefficient of variation Theil index Gini coefficient Easy to understand Immune to outliers

MEASURES OF INEQUALITY AND EMPIRICAL RESULTS

Maria Wrzeszcz, Martina Slomski & Sascha Rybarczyk14th May 2010

Page 2: MEASURES OF INEQUALITY AND EMPIRICAL RESULTS · 2019-04-15 · Advantages and disadvantages Coefficient of variation Theil index Gini coefficient Easy to understand Immune to outliers

Agenda

1. Introduction

2. Definition of inequality

3. How to measure?

4. Coefficient of variation

5. Theil index

6. Gini coefficient

7. Advantages and disadvantages

8. Critique

Page 3: MEASURES OF INEQUALITY AND EMPIRICAL RESULTS · 2019-04-15 · Advantages and disadvantages Coefficient of variation Theil index Gini coefficient Easy to understand Immune to outliers

Introduction

F. Scott Fitzgerald: “The rich are different from us.”

Ernest Hemingway: “Yes, they have more money.”

Page 4: MEASURES OF INEQUALITY AND EMPIRICAL RESULTS · 2019-04-15 · Advantages and disadvantages Coefficient of variation Theil index Gini coefficient Easy to understand Immune to outliers

Definition of inequality

What is inequality?

„State or condition of being unequal”

economic inequality: resources vs. population

Which persons/groups?

What kind of conditions?

Page 5: MEASURES OF INEQUALITY AND EMPIRICAL RESULTS · 2019-04-15 · Advantages and disadvantages Coefficient of variation Theil index Gini coefficient Easy to understand Immune to outliers

Definition: reasons for inequality

labor market

inborn ability

wealth

condensation

culture

risk

preferences

race

education

work

preferences

gender

leisure

preferences

within one country

under-

development

(post-)

colonialism

exploitation

imperialism

corruption

between countries

tax

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Definition: effects of inequality

Page 7: MEASURES OF INEQUALITY AND EMPIRICAL RESULTS · 2019-04-15 · Advantages and disadvantages Coefficient of variation Theil index Gini coefficient Easy to understand Immune to outliers

Definition: importance of inequality

Policy making

Economic performance

Requirements on the measurement

data?

properties?

metric?

Page 8: MEASURES OF INEQUALITY AND EMPIRICAL RESULTS · 2019-04-15 · Advantages and disadvantages Coefficient of variation Theil index Gini coefficient Easy to understand Immune to outliers

How to measure?

Range (ratios)

Variance

Relative mean deviation

Coefficient of variation

Hoover index

Atkinson index

Theil index

Gini coefficient

… etc.

Page 9: MEASURES OF INEQUALITY AND EMPIRICAL RESULTS · 2019-04-15 · Advantages and disadvantages Coefficient of variation Theil index Gini coefficient Easy to understand Immune to outliers

How to measure?

Basic criteria

income distribution

n people with income xi (with i = 1,…,n)

x1 ≤ x2 ≤ … ≤ xn (ascending order)

Characteristics

scale invariance

principle of transfer

sensitivity to transfer

Page 10: MEASURES OF INEQUALITY AND EMPIRICAL RESULTS · 2019-04-15 · Advantages and disadvantages Coefficient of variation Theil index Gini coefficient Easy to understand Immune to outliers

Coefficient of variation

Source: http://www.equalitytrust.org.uk/resources

Page 11: MEASURES OF INEQUALITY AND EMPIRICAL RESULTS · 2019-04-15 · Advantages and disadvantages Coefficient of variation Theil index Gini coefficient Easy to understand Immune to outliers

Theil index

Decomposition:

with T‘g - between group element

and TWg - within group element

Page 12: MEASURES OF INEQUALITY AND EMPIRICAL RESULTS · 2019-04-15 · Advantages and disadvantages Coefficient of variation Theil index Gini coefficient Easy to understand Immune to outliers

Theil index

Page 13: MEASURES OF INEQUALITY AND EMPIRICAL RESULTS · 2019-04-15 · Advantages and disadvantages Coefficient of variation Theil index Gini coefficient Easy to understand Immune to outliers

Gini coefficient

Lorenz curve

Source: http://content.answers.com/main/content/img/oxford/Oxford_Geography/0198606737.lorenz-curve.1.jpg

Page 14: MEASURES OF INEQUALITY AND EMPIRICAL RESULTS · 2019-04-15 · Advantages and disadvantages Coefficient of variation Theil index Gini coefficient Easy to understand Immune to outliers

Gini coefficient

Gini coefficient

Source: http://www.laits.utexas.edu/lawdem/unit03/reading2/Gini_definition.jpg

Page 15: MEASURES OF INEQUALITY AND EMPIRICAL RESULTS · 2019-04-15 · Advantages and disadvantages Coefficient of variation Theil index Gini coefficient Easy to understand Immune to outliers

Gini index worldwide

Page 16: MEASURES OF INEQUALITY AND EMPIRICAL RESULTS · 2019-04-15 · Advantages and disadvantages Coefficient of variation Theil index Gini coefficient Easy to understand Immune to outliers

Source via Internet: The World Fact Book, Central Intelligence Agency; U.S. Census Bureau 2009

Gini index worldwide

Page 17: MEASURES OF INEQUALITY AND EMPIRICAL RESULTS · 2019-04-15 · Advantages and disadvantages Coefficient of variation Theil index Gini coefficient Easy to understand Immune to outliers

Advantages and disadvantages

Coefficient of variation Theil index Gini coefficient

Easy to understand

Immune to outliers (for weighted data)

Includes all data

Not affected by inflation (i.e. not skewed )

Use of group data

Splitting into within and between group components possible

Most commonly used measure in economic work (“gold standard”)

Includes all data

Direct comparison between units with different size populations feasible

Intuitive interpretation

Page 18: MEASURES OF INEQUALITY AND EMPIRICAL RESULTS · 2019-04-15 · Advantages and disadvantages Coefficient of variation Theil index Gini coefficient Easy to understand Immune to outliers

Advantages and disadvantages

Coefficient of variation Theil index Gini coefficient

Exhaustive individual level data is needed

No standard for an reasonable level of inequality

No intuitive motivating picture

Not directly comparable across populations with different sizes or group structures

Mathematically complex

Sensitivity to transfer among the lower range

Exhaustive individual level data is needed

Complex, sophisticated computations

Sensitivity to transfer especially in the middle range

Page 19: MEASURES OF INEQUALITY AND EMPIRICAL RESULTS · 2019-04-15 · Advantages and disadvantages Coefficient of variation Theil index Gini coefficient Easy to understand Immune to outliers

Critique

Social welfare function

Which measure is the best one?

Which one do you like?

Page 20: MEASURES OF INEQUALITY AND EMPIRICAL RESULTS · 2019-04-15 · Advantages and disadvantages Coefficient of variation Theil index Gini coefficient Easy to understand Immune to outliers

Thank you for your attention!!!

Page 21: MEASURES OF INEQUALITY AND EMPIRICAL RESULTS · 2019-04-15 · Advantages and disadvantages Coefficient of variation Theil index Gini coefficient Easy to understand Immune to outliers

References

Allison, Paul D.: Measure of Inequality, in: American Sociological Review, 1978, Vol. 43, pp. 865 – 880

Atkinson, Anthony B.: On the Measurement of Inequality, in: Journal of Economic Theory, 1970, Vol.2, pp. 244 – 263

Kaplow, Louis: Why Measure Inequality, in: Journal of Economic Inequality, Vol. 3 (1), pp. 65 – 79

Bureau of Economic Analysis, http://www.bea.gov/

Central Intelligence Agency: The World Factbook, https://www.cia.gov/library/publications/the-world-factbook/

The Equality Trust, http://www.equalitytrust.org.uk

U.S. Census Bureau, http://www.census.gov/