Progressivity, vertical and horizonal equity

Size: px
Start display at page:

Download "Progressivity, vertical and horizonal equity"

Transcription

1 Progressivity, vertical and horizonal equity Abdelkrim Araar, Sami Bibi and Jean-Yves Duclos Workshop on poverty and social impact analysis in Sub-Saharan Africa Kampala, Uganda, November 2009 Progressivity and equity Kampala 1 / 11

2 Checking the progressivity of taxes and transfers Progressivity and poverty Concentration curves Checking the progressivity of taxes and transfers Tax Redistribution (TR) Income Redistribution (IR) Checking the progressivity of taxes and transfers The measurement of progressivity Progressivity and equity Kampala 2 / 11

3 Progressivity and poverty How do the poor benefit from the redistribution of national wealth? Do the poor benefit more than the non poor from different types of monetary and in-kind transfers? Is the tax burden on the poor relatively low? Studying the progressivity of taxes and transfers can help answer these questions. Progressivity and equity Kampala 3 / 11

4 Concentration curves An important descriptive and normative tool for capturing the impact of tax and transfer policies is the concentration curve. Suppose pre-tax incomes (gross incomes) X are ranked in ascending order such that: X 1 X 2... X n. Suppose that taxes T j (or transfers) are ranked according to the size of their associated gross income. The concentration curve of a tax T at percentile p is: C T (p = i/n) = i j=1 T j n j=1 T j Progressivity and equity Kampala 4 / 11

5 Concentration curves Table 1: Illustrative Example i p i X i T i L(p i ) C(p i ) Progressivity and equity Kampala 4 / 11

6 Concentration curves The concentration curve shows the proportion of total taxes paid by the bottom p proportion of the population. L(p) and C(p) line L(p) C(p) Percentiles (p) Progressivity and equity Kampala 4 / 11

7 Concentration curves When the concentration curve of a tax is below the Lorenz curve, the poor pay less taxes than the non-poor, relative to their income: the tax is said to be progressive. When the concentration curve of a transfer is above the Lorenz curve, the poor receive more transfers than the non poor, relative to their incomes: the transfer is progressive. What about inequality of net income N? There is a close link between the progressivity of taxes and transfers and inequality in net income. If a tax is progressive, then the net income share of the poor will be higher than the poor s share of gross income. Progressivity and equity Kampala 4 / 11

8 Concentration curves The concentration curve of net incomes N is: C N (p = i/n) = i j=1 N j n j=1 N j We can thus compare the concentration curve ofn to the Lorenz curve for X to assess the net progressivity of the tax and transfer system: C N (p) L X (p) = µ T µ N [L X (p) C T (p)]. Progressivity and equity Kampala 4 / 11

9 Concentration curves When reranking is not observed, we also find: L N (p) L X (p) = µ T µ N [L X (p) L T (p)]. Progressivity and equity Kampala 4 / 11

10 Checking the progressivity of taxes and transfers There are two approaches to making progressivity comparisons: Tax Redistribution : TR approach Income Redistribution : IR approach. Using Lorenz and concentration curves, the following rules can be used to check progressivity. Progressivity and equity Kampala 5 / 11

11 Tax Redistribution (TR) 1. A tax T is TR-progressive if: L X (p) C T (p) > 0 for all p ]0,1[. 2. A transfer B is TR-progressive if: C B (p) L X (p) > 0 for all p ]0,1[ 3. A tax T1 is moretr-progressive than a tax T2 if: C T2 (p) C T1 (p) > 0 for all p ]0,1[ 4. A transfer B1 is moretr-progressive than a transfer B2 if: C B1 (p) C B2 (p) > 0 for all p ]0,1[ Progressivity and equity Kampala 6 / 11

12 Income Redistribution (IR) 1. A tax or a transfer T is IR-progressive if: C N (p) L X (p) > 0 for all p ]0,1[ 2. A tax or a transfer T1 is moreir-progressive than a tax (and/or a transfer) T2 if: C N1 (p) C N2 (p) > for all p ]0,1[ Progressivity and equity Kampala 7 / 11

13 Checking the progressivity of taxes and transfers The measurement of progressivity Quantifying progressivity Indices of progressivity Redistributive Equity The measurement of progressivity Progressivity and equity Kampala 8 / 11

14 Quantifying progressivity 1. Lorenz and concentration curves may cross. 2. It may be useful to provide summary quantitative indices of progressivity. Progressivity and equity Kampala 9 / 11

15 Indices of progressivity Musgrave and Thin (1948) propose to measure progressivity by the ratio of Gini equality of net income to Gini equality of gross income: 1 I N 1 I X This ratio will be greater than one if the tax is progressive. Progressivity and equity Kampala 10 / 11

16 Indices of progressivity The Kakwani index of progressivity is based on thetr approach and equals twice the area between the Lorenz curve and the concentration curve of a tax. This is also the difference between the concentration index of the tax (IC X ) and the Gini index of gross income: IC T I X Progressivity and equity Kampala 10 / 11

17 Indices of progressivity The Reynolds-Smolensky index of progressivity is based on their approach and equals twice the area between the concentration curve of net incomes and the Lorenz curve of gross incomes. This is also the difference between the Gini index of gross income and the concentration index of net income: I X IC N Progressivity and equity Kampala 10 / 11

18 Indices of progressivity L(p) & C(p) Lorenz Curve & Concentration curves Percentiles (p) 0.5(Kakwani Index) 0.5(Reynolds Smolensky Index) R-S Index = µ T µ N (Kakwani Index). (1) Progressivity and equity Kampala 10 / 11

19 Indices of progressivity Example: Calculating progressivity indices Rank i X i T i N i Total I X = 0.25 //I N = 0.19 //IC T = 0.43 // IC N = 0.19 Musgrave and Thin index = (1 I N )/(1 I X ) = 1.08 Kakwani index = IC T I X = 0.18 R-S index = I X IC N = 0.06 Progressivity and equity Kampala 10 / 11

20 Redistributive Equity Does redistribution compress the distribution of post-tax incomes? (Vertical equity) Are equals in pre-tax incomes treated equally by the tax system? (Classical horizontal equity) Does the redistribution re-rank households? (Horizontal equity as non reranking). Progressivity and equity Kampala 11 / 11

21 Redistributive Equity Ranki X N A N B N C Average I X = 0.148;I N = Progressivity and equity Kampala 11 / 11

22 Redistributive Equity VE: HE: RE: Case A: Ranki X N A N B N C Average Vertical equity, since inequality has decreased. Horizontal inequity equals zero since equals are treated equally. Reranking inequity equals zero since no re-ranking is observed. Progressivity and equity Kampala 11 / 11

23 Redistributive Equity VE: HE: RE: Case B: Ranki X N A N B N C Average Vertical equity, since inequality has decreased. Horizontal inequity since equals are treated unequally. Reranking inequity equals zero, since no re-ranking is observed. Progressivity and equity Kampala 11 / 11

24 Redistributive Equity VE: HE: RE: Case C: Ranki X N A N B N C Average Vertical equity, since inequality has decreased. Horizontal inequity equals zero, since equals are treated equally. Reranking inequity since some households are re-ranked. Progressivity and equity Kampala 11 / 11

25 Redistributive Equity Ranki X N A N B N C Average One can use the following decomposition of the redistributive effect on inequality: I X (ρ) I N (ρ) = I X (ρ) IC N (ρ) }{{} Vertical equity (I N (ρ) IC N (ρ)). }{{} Reranking Progressivity and equity Kampala 11 / 11

26 Redistributive Equity Observed & Expected PC Net Income Gross and Net Per Capita Incomes Canada 1994 line_45 Observed E(N X) PC Gross Income in 1994 Progressivity and equity Kampala 11 / 11

Stata module for decomposition of progressivity measurements.

Stata module for decomposition of progressivity measurements. Stata module for decomposition of progressivity measurements. Abdelkrim Araar Luis Huesca Arturo Robles-Valencia * Université Laval & CIRPÉE / Araar.Abdelkrim@ecn.ulaval.ca Department of Regional Economics,

More information

Module 4: Progressivity Analysis. This presentation was prepared by Adam Wagstaff and Caryn Bredenkamp

Module 4: Progressivity Analysis. This presentation was prepared by Adam Wagstaff and Caryn Bredenkamp Module 4: Progressivity Analysis This presentation was prepared by Adam Wagstaff and Caryn Bredenkamp Progressivity in ADePT in a nutshell Progressivity analysis asks whether across all sources of finance

More information

Title: A Note on the Relationship between Top Income Shares and the Gini Coefficient

Title: A Note on the Relationship between Top Income Shares and the Gini Coefficient Economics Letters Manuscript Draft Manuscript Number: EL29122 Title: A Note on the Relationship between Top Income Shares and the Gini Coefficient Article Type: Original Article Keywords: Gini coefficient;

More information

Decomposing Changes in Income Inequality into Vertical and Horizontal Redistribution and Reranking, with Applications to China and Vietnam

Decomposing Changes in Income Inequality into Vertical and Horizontal Redistribution and Reranking, with Applications to China and Vietnam Public Disclosure Authorized Decomposing Changes in Income Inequality into Vertical and Horizontal Redistribution and Reranking, with Applications to China and Vietnam by Public Disclosure Authorized Public

More information

Joyce Meng November 23, 2008

Joyce Meng November 23, 2008 Joyce Meng November 23, 2008 What is the distinction between positive and normative measures of income inequality? Refer to the properties of one positive and one normative measure. Can the Gini coefficient

More information

A Note on Growth and Poverty Reduction

A Note on Growth and Poverty Reduction N. KAKWANI... A Note on Growth and Poverty Reduction 1 The views expressed in this paper are those of the author and do not necessarily reflect the views or policies of the Asian Development Bank. The

More information

A modified Kakwani measure for health inequality

A modified Kakwani measure for health inequality Fukushige et al. Health Economics Review 212, 2:1 RESEARCH Open Access A modified Kakwani measure for health inequality Mototsugu Fukushige 1*, Noriko Ishikawa 2 and Satoko Maekawa 3 Abstract We propose

More information

Chapter 3 What Economies Do Macroeconomics In Context (Goodwin, et al.)

Chapter 3 What Economies Do Macroeconomics In Context (Goodwin, et al.) Chapter 3 What Economies Do Macroeconomics In Context (Goodwin, et al.) Chapter Overview This chapter introduces the four essential economic activities: resource maintenance, the production of goods and

More information

L(p) 0 p 1. Lorenz Curve (LC) is defined as

L(p) 0 p 1. Lorenz Curve (LC) is defined as A Novel Concept of Partial Lorenz Curve and Partial Gini Index Sudesh Pundir and Rajeswari Seshadri Department of Statistics Pondicherry University, Puducherry 605014, INDIA Department of Mathematics,

More information

Source:

Source: According to Wikipedia, Occupy Wall Street was a protest movement that began in September of 2011 in New York City s Wall Street financial district. The movement was intended to raise awareness of social

More information

A NOTE ON THE INTERPRETATION AND APPLICATION OF THE GINI COEFFICIENT. Kwang Soo Cheong. Working Paper No. 99-1R September 1999

A NOTE ON THE INTERPRETATION AND APPLICATION OF THE GINI COEFFICIENT. Kwang Soo Cheong. Working Paper No. 99-1R September 1999 A OTE O THE ITERPRETATIO AD APPLICATIO OF THE GII COEFFICIET by Kwang Soo Cheong Working Paper o. 99-1R September 1999 A OTE O THE ITERPRETATIO AD APPLICATIO OF THE GII COEFFICIET by KWAG SOO CHEOG Department

More information

ESTIMATION OF GINI-INDEX FROM CONTINUOUS DISTRIBUTION BASED ON RANKED SET SAMPLING

ESTIMATION OF GINI-INDEX FROM CONTINUOUS DISTRIBUTION BASED ON RANKED SET SAMPLING Electronic Journal of Applied Statistical Analysis EJASA, Electron. j. app. stat. anal. (008), ISSN 070-98, DOI 0.8/i07098vnp http://siba.unile.it/ese/ejasa http://faculty.yu.edu.jo/alnasser/ejasa.htm

More information

Income Redistributive Effects of the Health Care Financing System in Nigeria

Income Redistributive Effects of the Health Care Financing System in Nigeria Income Redistributive Effects of the Health Care Financing System in Nigeria A Research Proposal * Submitted to: PEP Research Network Department of Economics Universite Laval, Ste Foy, Quebec, GIK 7P4

More information

The Relationship Between Annual GDP Growth and Income Inequality: Developed and Undeveloped Countries

The Relationship Between Annual GDP Growth and Income Inequality: Developed and Undeveloped Countries The Relationship Between Annual GDP Growth and Income Inequality: Developed and Undeveloped Countries Zeyao Luan, Ziyi Zhou Georgia Institute of Technology ECON 3161 Dr. Shatakshee Dhongde April 2017 1

More information

Downloaded from:

Downloaded from: Ataguba, JE; Asante, AD; Limwattananon, S; Wiseman, V (2018) How to do (or not to do) a health financing incidence analysis. Health policy and planning. ISSN 0268-1080 DOI: https://doi.org/10.1093/heapol/czx188

More information

TJHSST Senior Research Project Exploring Artificial Societies Through Sugarscape

TJHSST Senior Research Project Exploring Artificial Societies Through Sugarscape TJHSST Senior Research Project Exploring Artificial Societies Through Sugarscape 2007-2008 Jordan Albright January 22, 2008 Abstract Agent based modeling is a method used to understand complicated systems

More information

EC Chapter 1. Burak Alparslan Eroğlu. October 13, Burak Alparslan Eroğlu EC Chapter 1

EC Chapter 1. Burak Alparslan Eroğlu. October 13, Burak Alparslan Eroğlu EC Chapter 1 EC 101 - Chapter 1 Burak Alparslan Eroğlu October 13, 2016 Outline Introduction to New Course Module Introduction to Unit 1 Hockey Stick Growth Capitalism Inequality Economics and Economy Introduction

More information

Modeling Companion B Measures of well being and inequality

Modeling Companion B Measures of well being and inequality Modeling Companion B Measures of well being and inequality LEARNING OBJECTIVES What is the Human Development Index? What is affective/evaluative happiness and how do we measure them? Measuring inequality

More information

The inequity of the Swiss health care system financing from a federal state perspective

The inequity of the Swiss health care system financing from a federal state perspective Crivelli and Salari International Journal for Equity in Health 2014, 13:17 RESEARCH The inequity of the Swiss health care system financing from a federal state perspective Luca Crivelli 1,2 and Paola Salari

More information

Downloads from this web forum are for private, non-commercial use only. Consult the copyright and media usage guidelines on

Downloads from this web forum are for private, non-commercial use only. Consult the copyright and media usage guidelines on Econ 3x3 www.econ3x3.org A web forum for accessible policy-relevant research and expert commentaries on unemployment and employment, income distribution and inclusive growth in South Africa Downloads from

More information

Economic Inequality and Academic Achievement

Economic Inequality and Academic Achievement Economic Inequality and Academic Achievement Larry V. Hedges Northwestern University, USA Prepared for the 5 th IEA International Research Conference, Singapore, June 25, 2013 Background Social background

More information

Confidence Intervals. Class 23. November 29, 2011

Confidence Intervals. Class 23. November 29, 2011 Confidence Intervals Class 23 November 29, 2011 Last Time When sampling from a population in which 30% of individuals share a certain characteristic, we identified the reasonably likely values for the

More information

Estimation of Concentration Measures and Their Standard Errors for Income Distributions in Poland

Estimation of Concentration Measures and Their Standard Errors for Income Distributions in Poland Int Adv Econ Res (2012) 18:287 297 DOI 10.1007/s11294-012-9361-4 Estimation of Concentration Measures and Their Standard Errors for Income Distributions in Poland Alina Jędrzejczak Published online: 24

More information

Keywords: Poverty reduction, income distribution, Gini coefficient, T21 Model

Keywords: Poverty reduction, income distribution, Gini coefficient, T21 Model A Model for Evaluating the Policy Impact on Poverty Weishuang Qu and Gerald O. Barney Millennium Institute 1117 North 19 th Street, Suite 900 Arlington, VA 22209, USA Phone/Fax: 703-841-0048/703-841-0050

More information

Inequality as difference: A teaching note on the Gini coefficient

Inequality as difference: A teaching note on the Gini coefficient Inequality as difference: A teaching note on the Gini coefficient Samuel Bowles Wendy Carlin SFI WORKING PAPER: 07-0-003 SFI Working Papers contain accounts of scienti5ic work of the author(s) and do not

More information

Convergence Forward and Backward? 1. Quentin Wodon and Shlomo Yitzhaki. World Bank and Hebrew University. March Abstract

Convergence Forward and Backward? 1. Quentin Wodon and Shlomo Yitzhaki. World Bank and Hebrew University. March Abstract Convergence Forward and Backward? Quentin Wodon and Shlomo Yitzhaki World Bank and Hebrew University March 005 Abstract This note clarifies the relationship between -convergence and -convergence in a univariate

More information

Modeling Income Distributions and Lorenz Curves

Modeling Income Distributions and Lorenz Curves Modeling Income Distributions and Lorenz Curves ECONOMIC STUDIES IN EQUALITY, SOCIAL EXCLUSION AND WELL-BEING Editor: Jacques Silber, Bar Ilan University Editorial Advisory Board John Bishop, East Carolina

More information

Economics 448 Lecture 13 Functional Inequality

Economics 448 Lecture 13 Functional Inequality Economics 448 Functional Inequality October 16, 2012 Introduction Last time discussed the measurement of inequality. Today we will look how inequality can influences how an economy works. Chapter 7 explores

More information

Working Group of Experts on Measuring the Sustainability of Tourism Second meeting UNWTO Headquarters, Madrid, Spain October 2018

Working Group of Experts on Measuring the Sustainability of Tourism Second meeting UNWTO Headquarters, Madrid, Spain October 2018 Working Group of Experts on Measuring the Sustainability of Touris Second eeting UNWTO Headquarters, Madrid, Spain 24 25 October 2018 Statistical Tools to Measure Touris fro a Social Focus - Argentine

More information

Package GiniWegNeg. January 13, 2016

Package GiniWegNeg. January 13, 2016 Type Package Package GiniWegNeg January 13, 2016 Title Computing the Gini Coefficient for Weighted and Negative Attributes Version 1.0 Imports graphics Date 2016-01-13 Author Emanuela Raffinetti, Fabio

More information

Innovation, Inequality and Inclusive Development: Research Priorities to Inform Policy Govindan Parayil Vice Rector, UNU & Director, UNU-IAS

Innovation, Inequality and Inclusive Development: Research Priorities to Inform Policy Govindan Parayil Vice Rector, UNU & Director, UNU-IAS Innovation, Inequality and Inclusive Development: Research Priorities to Inform Policy Govindan Parayil Vice Rector, UNU & Director, UNU-IAS OECD-DST Conference Innovation for Inclusive Development Cape

More information

Aspects of the Economics of Inequality

Aspects of the Economics of Inequality Aspects of the Economics of Inequality Professor Angus Deaton (Princeton) Inequality is a kno8y subject. There is li8le agreement on what ought to be equal. Should it be a measurable outcome such as income

More information

Ramses H. ABUL NAGA University of Aberdeen, Aberdeen AB24 3QY

Ramses H. ABUL NAGA University of Aberdeen, Aberdeen AB24 3QY Ramses H. ABUL NAGA University of Aberdeen, Aberdeen AB24 3QY r.abulnaga@abdn.ac.uk PERSONAL PROFILE I have a joint appointment as a Reader in Economics between the Business School and the Health Economics

More information

Robust measures of income and wealth inequality. Giovanni Vecchi U. Rome Tor Vergata C4D2 Perugia December 10-14, 2018

Robust measures of income and wealth inequality. Giovanni Vecchi U. Rome Tor Vergata C4D2 Perugia December 10-14, 2018 Robust measures of income and wealth inequality Giovanni Vecchi U. Rome Tor Vergata C4D2 Perugia December 10-14, 2018 Two questions 1) How to produce robust estimates of wealth (income) inequality? robust

More information

Pro-poor Growth. Peter Warr* Poverty is not natural. It is man-made. And it can be eradicated by human action. Nelson Mandela, July

Pro-poor Growth. Peter Warr* Poverty is not natural. It is man-made. And it can be eradicated by human action. Nelson Mandela, July Blackwell Oxford, APEL Asian-Pacific 0818-9935 November 19 2ORIGINAL WARR ASIAN-PACIFIC 2005 UKPublishing, PRO-POOR 2005 Pacific ARTICLE Economic ECONOMIC School Ltd. GROWTH Literature of Economics LITERATURE

More information

Poverty: Looking for the Real Elasticities

Poverty: Looking for the Real Elasticities Poverty: Looking for the Real Elasticities Florent Bresson CERDI - Université d Auvergne First draft March 2006 PLEASE DO NOT QUOTE OR CIRCULATE. Abstract After decades of intensive research on the statistical

More information

Unit 1: The Economic Fundamentals Weeks How does scarcity impact the decisions individuals and societies must make?

Unit 1: The Economic Fundamentals Weeks How does scarcity impact the decisions individuals and societies must make? Economics Teacher: Vida Unit 1: The Economic Fundamentals Weeks 1-4 Essential Questions 1. How does scarcity impact the decisions individuals and societies must make? 2. What roles do individuals and businesses

More information

La démographie par Hervé Le Bras

La démographie par Hervé Le Bras Économie publique/public economics 18-19 2007 Varia La démographie par Hervé Le Bras Éditeur IDEP - Institut d'économie publique Édition électronique URL : http:// economiepublique.revues.org/4982 ISSN

More information

Student Number: Full Name:

Student Number: Full Name: Full Name: APS420 H1S/APS1420 HiS - Technology, Engineering and Global Development FINAL EXAMINATION: April 26, 2017 University of Toronto, Faculty of Applied Science & Engineering Exam Type: X - Open

More information

Solving Equations and Graphing

Solving Equations and Graphing Solving Equations and Graphing Question 1: How do you solve a linear equation? Answer 1: 1. Remove any parentheses or other grouping symbols (if necessary). 2. If the equation contains a fraction, multiply

More information

The Pareto Distribution of World s GDP

The Pareto Distribution of World s GDP The Economies of the Balkan and the Eastern European Countries in the changing World Volume 2018 Conference Paper The Pareto Distribution of World s GDP Zoran Petar Tomić Faculty of Economics, University

More information

Montclair State University; Research Methods: Spring 2015 ON INEQUALITY: MEASUREMENT AND OTHER ISSUES

Montclair State University; Research Methods: Spring 2015 ON INEQUALITY: MEASUREMENT AND OTHER ISSUES Montclair State University; Research Methods: Spring 2015 ON INEQUALITY: MEASUREMENT AND OTHER ISSUES WHAT IS INEQUALITY? If there were in the world today any large number of people who desired their own

More information

The Weakness of the Gini Coefficient in Farm States

The Weakness of the Gini Coefficient in Farm States Whitepaper No. 16506 The Weakness of the Gini Coefficient in Farm States November 22, 2016 Morgan Campbell, Gail Werner-Robertson Fellow Faculty Mentors: Dr. Ernie Goss Executive Summary Over the past

More information

Mobility, Inequality, and Horizontal Equity. Shlomo Yitzhaki and Quentin Wodon 1 Hebrew University and World Bank August 2001.

Mobility, Inequality, and Horizontal Equity. Shlomo Yitzhaki and Quentin Wodon 1 Hebrew University and World Bank August 2001. Mobility, Inequality, and Horizontal Equity Shlomo Yitzhaki and Quentin Wodon 1 Hebrew University and World Bank August 2001 Abstract Mobility implies two distributions and a transition process between

More information

Impacts of Policies on Poverty

Impacts of Policies on Poverty Module 009 Impacts of Policies on Poverty Impacts of Policies on Poverty by Lorenzo Giovanni Bellù, Agricultural Policy Support Service, Policy Assistance Division, FAO, Rome, Italy Paolo Liberati, University

More information

Working with NHS and Taxfiler data to measure income and poverty in Toronto neighbourhoods

Working with NHS and Taxfiler data to measure income and poverty in Toronto neighbourhoods Working with NHS and Taxfiler data to measure income and poverty in Toronto neighbourhoods Wayne Chu Planning Analyst Social Development, Finance & Administration, City of Toronto CCSD Community Data Canada

More information

EDUCATION Ph.D. Economics, Harvard University, 1982 B.S. Mathematics, summa cum laude, University of Washington, 1978

EDUCATION Ph.D. Economics, Harvard University, 1982 B.S. Mathematics, summa cum laude, University of Washington, 1978 CURRICULUM VITAE DANIEL T. SLESNICK December 2012 Department of Economics University of Texas Austin, TX 78712 EDUCATION Ph.D. Economics, Harvard University, 1982 B.S. Mathematics, summa cum laude, University

More information

Ramses H. ABUL NAGA University of Aberdeen, Aberdeen AB24 3QY

Ramses H. ABUL NAGA University of Aberdeen, Aberdeen AB24 3QY Ramses H. ABUL NAGA University of Aberdeen, Aberdeen AB24 3QY r.abulnaga@abdn.ac.uk PERSONAL PROFILE I have a joint appointment as a Reader in Economics between the Business School and the Health Economics

More information

Changes in poverty and the stability of income distribution in Argentina: evidence from the 1990s via decompositions

Changes in poverty and the stability of income distribution in Argentina: evidence from the 1990s via decompositions Working Paper Series Changes in poverty and the stability of income distribution in Argentina: evidence from the 1990s via decompositions ECINEQ WP 2006 33 ECINEQ 2006-33 March 2006 www.ecineq.org Changes

More information

Empirical evidence on long-term global trends in income inequality Joe Hasell Our World In Data, Oxford Martin Programme on Global Development

Empirical evidence on long-term global trends in income inequality Joe Hasell Our World In Data, Oxford Martin Programme on Global Development Empirical evidence on long-term global trends in income inequality Joe Hasell Our World In Data, Oxford Martin Programme on Global Development 1. Introduction The aim of the present paper is to say something

More information

How unequal is Russia?

How unequal is Russia? How unequal is Russia? Kristina Butaeva candidate of science in economics, research fellow, NES CSDSI, Moscow, PhD student, HKUST, Hong Kong Carnegie Conference September 20, 2018, Moscow Kristina Butaeva

More information

Inclusive Growth Poverty, Inequality and Employment

Inclusive Growth Poverty, Inequality and Employment Inclusive Growth Poverty, Inequality and Employment Fabio Veras Soares, Raquel Ramos and Rafael Ranieri IPC-IG Asia Public Policy Forum 2013 Jakarta, Indonesia May 28-30, 2013 0 Inclusive Growth: Building

More information

Performance and Inequality in Health: A Comparison of Child and Maternal Health across Asia

Performance and Inequality in Health: A Comparison of Child and Maternal Health across Asia Performance and Inequality in Health: A Comparison of Child and Maternal Health across Asia Bénédicte H. Apouey, Jacques Silber To cite this version: Bénédicte H. Apouey, Jacques Silber. Performance and

More information

HOW DOES INCOME DISTRIBUTION AFFECT ECONOMIC GROWTH? EVIDENCE FROM JAPANESE PREFECTURAL DATA

HOW DOES INCOME DISTRIBUTION AFFECT ECONOMIC GROWTH? EVIDENCE FROM JAPANESE PREFECTURAL DATA Discussion Paper No. 910 HOW DOES INCOME DISTRIBUTION AFFECT ECONOMIC GROWTH? EVIDENCE FROM JAPANESE PREFECTURAL DATA Masako Oyama July 2014 The Institute of Social and Economic Research Osaka University

More information

Financing Incidence Analysis of Health Financing in Zimbabwe. Skills workshop Report

Financing Incidence Analysis of Health Financing in Zimbabwe. Skills workshop Report Financing Incidence Analysis of Health Financing in Zimbabwe Skills workshop Report Training and Research Support Centre With Ministry of Health and Child Welfare With University of Cape Town Health Economics

More information

Pro Poor Growth in Cameroon

Pro Poor Growth in Cameroon Pro Poor Growth in Cameroon Samuel Fambon 1 University of Yaoundé II, Yaoundé, Cameroon Abstract The purpose of this paper is to analyze the relationship between economic growth, poverty and income distribution

More information

Decomposition of Income Inequality: Evidence from Turkey

Decomposition of Income Inequality: Evidence from Turkey Loyola University Chicago Loyola ecommons Topics in Middle Eastern and North African Economies Quinlan School of Business 9-1-2000 Decomposition of ncome nequality: Evidence from Turkey Jacques Silber

More information

Institutions, Pro-poor Growth and Inequality in Kenya 1

Institutions, Pro-poor Growth and Inequality in Kenya 1 Institutions, Pro-poor Growth and Inequality in Kenya 1 Jane Kabubo-Mariara School of Economics, University of Nairobi, Kenya Email: jkmariara@yahoo.com Domisiano Mwabu Domsam Management and Research Consultants

More information

Moore, IPS 6e Chapter 05

Moore, IPS 6e Chapter 05 Page 1 of 9 Moore, IPS 6e Chapter 05 Quizzes prepared by Dr. Patricia Humphrey, Georgia Southern University Suppose that you are a student worker in the Statistics Department and they agree to pay you

More information

Workshop on Census Data Evaluation for English Speaking African countries

Workshop on Census Data Evaluation for English Speaking African countries Workshop on Census Data Evaluation for English Speaking African countries Organised by United Nations Statistics Division (UNSD), in collaboration with the Uganda Bureau of Statistics Kampala, Uganda,

More information

3. Data and sampling. Plan for today

3. Data and sampling. Plan for today 3. Data and sampling Business Statistics Plan for today Reminders and introduction Data: qualitative and quantitative Quantitative data: discrete and continuous Qualitative data discussion Samples and

More information

A whole-of-society approach to realizing the SDGs

A whole-of-society approach to realizing the SDGs A whole-of-society approach to realizing the SDGs I. What is the original contribution of the Sustainable Development Goals, and why are they a significant step beyond the Millennium Development Goals?

More information

How to Understand Development? Reflections from a Catholic Perspective. Meeting of German-African Bishops Antananarivo, May 23rd 2018

How to Understand Development? Reflections from a Catholic Perspective. Meeting of German-African Bishops Antananarivo, May 23rd 2018 How to Understand Development? Reflections from a Catholic Perspective Meeting of German-African Bishops Antananarivo, May 23rd 2018 Development an Ambiguous Term Different uses of development Combating

More information

Measuring Income Inequality in Farm States: Weaknesses of the Gini Coefficient

Measuring Income Inequality in Farm States: Weaknesses of the Gini Coefficient Whitepaper No. 16006 Measuring Income Inequality in Farm States: Weaknesses of the Gini Coefficient April 28, 2016 Madelyn McGlynn, Gail Werner-Robertson Fellow Faculty Mentor: Dr. Ernie Goss EXECUTIVE

More information

IS THE DIGITAL DIVIDE REALLY CLOSING? A CRITIQUE OF INEQUALITY MEASUREMENT IN A NATION ONLINE

IS THE DIGITAL DIVIDE REALLY CLOSING? A CRITIQUE OF INEQUALITY MEASUREMENT IN A NATION ONLINE IT&SOCIETY, VOLUME, ISSUE 4, SPRING 2003, PP. -3 A CRITIQUE OF INEQUALITY MEASUREMENT IN A NATION ONLINE STEVEN P. ABSTRACT According to the U.S. Department of Commerce Report A Nation Online: How Americans

More information

A New Approach for Analysing Income Convergence across Countries. a. June Abstract

A New Approach for Analysing Income Convergence across Countries. a. June Abstract A New Approach for Analysing Income Convergence across Countries. a Donal O Neill * and Philippe Van Kerm ** June 2004 Abstract In this paper we develop a coherent framework that integrates both traditional

More information

Pollution, Mortality Risk, and the Distribution of Income. N.Z. Muller, P. H. Matthews, V. Wiltshire-Gordon Spring, 2017

Pollution, Mortality Risk, and the Distribution of Income. N.Z. Muller, P. H. Matthews, V. Wiltshire-Gordon Spring, 2017 Pollution, Mortality Risk, and the Distribution of N.Z. Muller, P. H. Matthews, V. Wiltshire-Gordon Spring, 2017 Introduction Considerable attention/interest in distributional issues in economics. Piketty

More information

Keywords: Geographic mapping, Health expenses, Inequality, Spatial Analysis

Keywords: Geographic mapping, Health expenses, Inequality, Spatial Analysis Journal of Research & Health Social Development & Health Promotion Research Center Vol. 5, No.1, Spring 2015 Pages: 28-34 Original Article 1. Correspondence to: Associate Professor of Statistics Department,

More information

Designing Information Devices and Systems I Fall 2018 Lecture Notes Note 14

Designing Information Devices and Systems I Fall 2018 Lecture Notes Note 14 EECS 16A Designing Information Devices and Systems I Fall 2018 Lecture Notes Note 14 14.1 Voltage Divider Circuit Review Before modeling the 2D touchscreen, let s review the most important concept that

More information

Appendix to the Greater Louisville Project 2015 Competitive City Update: Louisville A Focus on Poverty

Appendix to the Greater Louisville Project 2015 Competitive City Update: Louisville A Focus on Poverty Appendix to the Greater Louisville Project 2015 Competitive City Update: Louisville A Focus on Poverty Appendix to Competitive City Update 2015: Focus on Poverty In preparing the Focus on Poverty report,

More information

Similarities between Business Models of Gaming and Gambling

Similarities between Business Models of Gaming and Gambling Similarities between Business Models of Gaming and Gambling June 9, 2015 1/18 Content Introduction 1 Introduction 2 3 4 2/18 Gaming and gambling is treated differently Gambling is highly regulated in all

More information

The limitations of negative incomes in the Gini coefficient decomposition by source 1

The limitations of negative incomes in the Gini coefficient decomposition by source 1 The limitations of negative incomes in the Gini coefficient decomposition by source 1 A. Manero Crawford School of Public Policy, Australian National University, Canberra, Australia School of Commerce,

More information

Measuring Income Inequality in Farm States: Weaknesses of The Gini Coefficient

Measuring Income Inequality in Farm States: Weaknesses of The Gini Coefficient Whitepaper No. 16006 Measuring Income Inequality in Farm States: Weaknesses of The Gini Coefficient April 28, 2016 Madelyn McGlynn, Gail Werner-Robertson Fellow Faculty Mentor: Dr. Ernest Goss Executive

More information

Industry Concentration: The Case of Real Estate Investment Trusts

Industry Concentration: The Case of Real Estate Investment Trusts Industry Concentration: The Case of Real Estate Investment Trusts by Vinod Chandrashekaran Manager, Equity Risk Model Research BARRA Inc. 2100 Milvia Street Berkeley, California 94704 phone: 510-649-4689

More information

DETERMINATES OF CLUSTERING ACROSS AMERICA S NATIONAL PARKS: AN APPLICATION OF THE GINI COEFFICIENT

DETERMINATES OF CLUSTERING ACROSS AMERICA S NATIONAL PARKS: AN APPLICATION OF THE GINI COEFFICIENT DETERMINATES OF CLUSTERING ACROSS AMERICA S NATIONAL PARKS: AN APPLICATION OF THE GINI COEFFICIENT R. Geoffrey Lacher Department of Parks, Recreation & Tourism Management Clemson University rlacher@clemson.edu

More information

The Gini Coefficient and Personal Inequality Measurement

The Gini Coefficient and Personal Inequality Measurement Western University Scholarship@Western Department of Economics Research Reports Economics Working Papers Archive 2016 2016-1 The Gini Coefficient and Personal Inequality Measurement James B. Davies Follow

More information

TWO DIMENSIONAL DESIGN CHAPTER 6: GRADATION. Dr. Hatem Galal A Ibrahim

TWO DIMENSIONAL DESIGN CHAPTER 6: GRADATION. Dr. Hatem Galal A Ibrahim TWO DIMENSIONAL DESIGN CHAPTER 6: GRADATION Dr. Hatem Galal A Ibrahim DEFINITION: Gradation is a daily visual experience. Things that are close to us appear large and those that are far from us appear

More information

Ahimsa Roundtable Remarks on GLOBAL HEALTH

Ahimsa Roundtable Remarks on GLOBAL HEALTH 1. Ahimsa Roundtable 2013 Remarks on GLOBAL HEALTH AND FAITH BASED COMMUNITIES Michel Camdessus Former Managing director of the International Monetary Fund Ahimsa Fund Annecy - June 17 th, 2013 2. My name

More information

From Goldrush to Collapse

From Goldrush to Collapse From Goldrush to Collapse Explaining Iceland s Financial Rise and Fall Stefán Ólafsson University of Iceland After the Goldrush Plenum lecture at a conference organized by the Faculty of Human and Social

More information

Chapter 11. Sampling Distributions. BPS - 5th Ed. Chapter 11 1

Chapter 11. Sampling Distributions. BPS - 5th Ed. Chapter 11 1 Chapter 11 Sampling Distributions BPS - 5th Ed. Chapter 11 1 Sampling Terminology Parameter fixed, unknown number that describes the population Example: population mean Statistic known value calculated

More information

IES, Faculty of Social Sciences, Charles University in Prague

IES, Faculty of Social Sciences, Charles University in Prague IMPACT OF INTELLECTUAL PROPERTY RIGHTS AND GOVERNMENTAL POLICY ON INCOME INEQUALITY. Ing. Oksana Melikhova, Ph.D. 1, 1 IES, Faculty of Social Sciences, Charles University in Prague Faculty of Mathematics

More information

Provided by. RESEARCH ON INTERNATIONAL MARKETS We deliver the facts you make the decisions

Provided by. RESEARCH ON INTERNATIONAL MARKETS We deliver the facts you make the decisions Provided by April 2015 PREFACE Market reports by ystats.com inform top managers about recent market trends and assist with strategic company decisions. A list of advantages ystats.com provides secondary

More information

An Alternative Single Parameter Functional Form for Lorenz Curve

An Alternative Single Parameter Functional Form for Lorenz Curve Crawford School of Public Policy Crawford School working aers An Alternative Single Parameter Functional Form for Lorenz Curve Crawford School Working Paer 7 Setember 07 Satya Paul Amrita University, India

More information

WIDER Working Paper 2014/151. Monetary inequality among households in Togo

WIDER Working Paper 2014/151. Monetary inequality among households in Togo WIDER Working Paper 2014/151 Monetary inequality among households in Togo n illustration based on the decomposition of the Gini coefficient using the Shapley value approach Yawo gbényégan Noglo* November

More information

University of Cape Town

University of Cape Town Africa Region Working Paper Series No. 96 Industry Concentration in South African Manufacturing: Trends and Consequences, 1972-1996 by Johannes Fedderke and Gábor Szalontai School of Economics University

More information

Looking into the Future: Innovation Capacity needs in South Africa

Looking into the Future: Innovation Capacity needs in South Africa Looking into the Future: Innovation Capacity needs in South Africa Rasigan Maharajh, PhD. Special Session A: BUILDING NATIONAL RESEARCH CAPACITY ON INNOVATION: THE CASE OF SOUTH AFRICA, AfricaLics 15 Conference,

More information

Beatrix Wepner & Susanne Giesecke

Beatrix Wepner & Susanne Giesecke DRIVERS, TRENDS AND SCENARIOS FOR THE FUTURE OF HEALTH IN EUROPE. IMPRESSIONS FROM THE FRESHER PROJECT Beatrix Wepner & Susanne Giesecke Center for Innovation Systems and Policy at the Austrian Institute

More information

Measuring Intangible Assets (IP & Data) for the Knowledge-based and Data-driven Economy

Measuring Intangible Assets (IP & Data) for the Knowledge-based and Data-driven Economy Measuring Intangible Assets (IP & Data) for the Knowledge-based and Data-driven Economy Jim Balsillie Chair and Co-founder of CIGI IMF Statistical Forum November 20, 2018 Big Data, Artificial Intelligence

More information

Lessons from a Decade s Research on Poverty: Innovation, Engagement and Impact 10 th anniversary conference of the ESRC DFID Joint Fund for Poverty

Lessons from a Decade s Research on Poverty: Innovation, Engagement and Impact 10 th anniversary conference of the ESRC DFID Joint Fund for Poverty Lessons from a Decade s Research on Poverty: Innovation, Engagement and Impact 10 th anniversary conference of the ESRC DFID Joint Fund for Poverty Alleviation Research 16 18 March 2016, Pretoria, South

More information

Package GiniWegNeg. May 24, 2016

Package GiniWegNeg. May 24, 2016 Package GiniWegNeg May 24, 2016 Type Package Title Computing the Gini-Based Coefficients for Weighted and Negative Attributes Version 1.0.1 Imports graphics Date 2016-05-20 Author Emanuela Raffinetti,

More information

THE PRO-POORNESS, GROWTH AND INEQUALITY NEXUS: SOME FINDINGS FROM A SIMULATION STUDY. by Thomas Groll. and

THE PRO-POORNESS, GROWTH AND INEQUALITY NEXUS: SOME FINDINGS FROM A SIMULATION STUDY. by Thomas Groll. and bs_bs_banner Review of Income and Wealth Series 59, Number 4, December 2013 DOI: 10.1111/j.1475-4991.2012.00522.x THE PRO-POORNESS, GROWTH AND INEQUALITY NEXUS: SOME FINDINGS FROM A SIMULATION STUDY by

More information

Analyze whether the People s Republic of China Government should issue currency with larger face value

Analyze whether the People s Republic of China Government should issue currency with larger face value 2017 Analyze whether the People s Republic of China Government should issue currency with larger face value Good Hope School Ruby Leung Tiana Tsang Clarissa Wong Priscilla Yeung Background In 1984, China

More information

GROWTH AND CONSUMPTION INEQUALITY IN PAKISTAN

GROWTH AND CONSUMPTION INEQUALITY IN PAKISTAN 69 Pakistan Economic and Social Review Volume 49, No. (Summer 20), pp. 69-89 GROWTH AND CONSUMPTION INEQUALITY IN PAKISTAN MUHAMMAD ALI ASAD and MEHBOOB AHMAD* Abstract. In this study an attempt is made

More information

THE PRO-POORNESS, GROWTH AND INEQUALITY NEXUS: SOME FINDINGS FROM A SIMULATION STUDY

THE PRO-POORNESS, GROWTH AND INEQUALITY NEXUS: SOME FINDINGS FROM A SIMULATION STUDY THE PRO-POORNESS, GROWTH AND INEQUALITY NEXUS: SOME FINDINGS FROM A SIMULATION STUDY BY THOMAS GROLL AND PETER J. LAMBERT Columbia University and University of Oregon forthcoming in Review of Income and

More information

Revisiting the Dynamics of Growth, Inequality and Poverty Reduction

Revisiting the Dynamics of Growth, Inequality and Poverty Reduction Discussion Paper 25/09 Revisiting the Dynamics of Growth, Inequality and Poverty Reduction Terry McKinley Professor of Development Studies and Director Centre for Development Policy & Research School of

More information

Economic crisis, European Welfare State Models and Inequality

Economic crisis, European Welfare State Models and Inequality Economic crisis, European Welfare State Models and Inequality Carlos Ochando Claramunt Department of Applied Economics, University of Valencia (Spain) Carlos.Ochando@uv.es Paper presented to XIII International

More information

An investigation into the determinants of income inequality and testing the validity of the Kuznets Hypothesis

An investigation into the determinants of income inequality and testing the validity of the Kuznets Hypothesis Mälardalen University Västerås, 2011-06-02 School of Sustainable Development of Society and Technology (HST) Bachelor Thesis in Economics Tutor: Dr. Johan Lindén An investigation into the determinants

More information

Leverage in Financial Markets

Leverage in Financial Markets An ACE model of Portfolio Choice and Trading Klaus Reiner Schenk-Hoppé 1,2 joint work with Terje Lensberg 2 and Dan Ladley 3 1 University of Leeds 2 Norwegian School of Economics, Bergen 3 University of

More information

Math Exam 2 Review. NOTE: For reviews of the other sections on Exam 2, refer to the first page of WIR #4 and #5.

Math Exam 2 Review. NOTE: For reviews of the other sections on Exam 2, refer to the first page of WIR #4 and #5. Math 166 Fall 2008 c Heather Ramsey Page 1 Math 166 - Exam 2 Review NOTE: For reviews of the other sections on Exam 2, refer to the first page of WIR #4 and #5. Section 3.2 - Measures of Central Tendency

More information

Math Exam 2 Review. NOTE: For reviews of the other sections on Exam 2, refer to the first page of WIR #4 and #5.

Math Exam 2 Review. NOTE: For reviews of the other sections on Exam 2, refer to the first page of WIR #4 and #5. Math 166 Fall 2008 c Heather Ramsey Page 1 Math 166 - Exam 2 Review NOTE: For reviews of the other sections on Exam 2, refer to the first page of WIR #4 and #5. Section 3.2 - Measures of Central Tendency

More information