EQUIVALENCE SCALES Entry for The New Palgrave Dictionary of Economics, 2nd edition



Similar documents
Calculating Compensation in Cases of Wrongful Death

Calculating compensation in cases of wrongful death

Thema Working Paper n Université de Cergy Pontoise, France

Demand. Lecture 3. August Reading: Perlo Chapter 4 1 / 58

Generalized Random Coefficients With Equivalence Scale Applications

c 2008 Je rey A. Miron We have described the constraints that a consumer faces, i.e., discussed the budget constraint.

Lecture 2: Consumer Theory

Beef Demand: What is Driving the Market?

Chapter 3 Consumer Behavior

Chapter 4 Online Appendix: The Mathematics of Utility Functions

Price Elasticity of Supply; Consumer Preferences

CHAPTER 4 Consumer Choice

Managerial Economics Prof. Trupti Mishra S.J.M. School of Management Indian Institute of Technology, Bombay. Lecture - 13 Consumer Behaviour (Contd )

1. Briefly explain what an indifference curve is and how it can be graphically derived.

Semiparametric estimates and tests of base-independent equivalence scales

REVIEW OF MICROECONOMICS

Module 3: Measuring (step 2) Poverty Lines

Demand for Food in the United States. A Review of Literature, Evaluation of Previous Estimates, and Presentation of New Estimates of Demand

Prot Maximization and Cost Minimization

Lecture Note 7: Revealed Preference and Consumer Welfare

Well-being and the value of health

Notes - Gruber, Public Finance Chapter 20.3 A calculation that finds the optimal income tax in a simple model: Gruber and Saez (2002).

Economic Growth and Development EC 375. Chapter 1 #2, 3, 4, 5, 6, 7 (on pages 24-25) and Appendix problems A.1 and A.2 (on pages 28-29).

14.74 Lecture 11 Inside the household: How are decisions taken within the household?

Name. Final Exam, Economics 210A, December 2011 Here are some remarks to help you with answering the questions.

A HOW-TO GUIDE: UNDERSTANDING AND MEASURING INFLATION

Reference: Gregory Mankiw s Principles of Macroeconomics, 2 nd edition, Chapters 10 and 11. Gross Domestic Product

A Classical Monetary Model - Money in the Utility Function

Adjusting Compensation for Geographical Differences

Exact Nonparametric Tests for Comparing Means - A Personal Summary

The Cobb-Douglas Production Function

The Distortionary Costs of Taxation

Chapter 9. The IS-LM/AD-AS Model: A General Framework for Macroeconomic Analysis Pearson Addison-Wesley. All rights reserved

A national poverty line for South Africa

Deriving Demand Functions - Examples 1

HOMEWORK 5 SOLUTIONS. n!f n (1) lim. ln x n! + xn x. 1 = G n 1 (x). (2) k + 1 n. (n 1)!

University of Saskatchewan Department of Economics Economics Homework #1

Loss of Future Income in the Case of Personal Injury of a Child: Parental Influence on a Child s Future Earnings. Lawrence M. Spizman and John Kane*

Macroeconomics 2301 Potential questions and study guide for exam 2. Any 6 of these questions could be on your exam!

MERSİN UNIVERSITY FACULTY OF ECONOMICS AND ADMINISTRATIVE SCİENCES DEPARTMENT OF ECONOMICS MICROECONOMICS MIDTERM EXAM DATE

Empirical Methods in Applied Economics

INTERNATIONAL ECONOMICS, FINANCE AND TRADE Vol. II - Sustainable Development, Environmental Regulation, and International Trade - Pushkar Maitra

CITY AND REGIONAL PLANNING Consumer Behavior. Philip A. Viton. March 4, Introduction 2

The fundamental question in economics is 2. Consumer Preferences

Florida s Families and Children Below the Federal Poverty Level

Public Health Insurance Expansions for Parents and Enhancement Effects for Child Coverage

Chapter 1. Vector autoregressions. 1.1 VARs and the identi cation problem

RESEARCH. Poor Prescriptions. Poverty and Access to Community Health Services. Richard Layte, Anne Nolan and Brian Nolan.

How To Learn Economics In India

Empirical Applying Of Mutual Funds

APPENDIX. Interest Concepts of Future and Present Value. Concept of Interest TIME VALUE OF MONEY BASIC INTEREST CONCEPTS

The Binomial Distribution

LECTURE NOTES ON MACROECONOMIC PRINCIPLES

A version of this essay was published as "Reduziert die Globalisierung die Kinderarbeit?" in Neue Zürcher Zeitung, February 23/24, 2002 p29.

4. The accountant s product costing art

The Life-Cycle Motive and Money Demand: Further Evidence. Abstract

To give it a definition, an implicit function of x and y is simply any relationship that takes the form:

Common sense, and the model that we have used, suggest that an increase in p means a decrease in demand, but this is not the only possibility.

Economics 326: Duality and the Slutsky Decomposition. Ethan Kaplan

CHAPTER 3 CONSUMER BEHAVIOR

DEMAND FORECASTING. Demand. Law of Demand. Definition of Law of Demand

NBER WORKING PAPER SERIES BEHAVIORAL INDIFFERENCE CURVES. John Komlos. Working Paper

Chapter 1. Introduction

MTH6120 Further Topics in Mathematical Finance Lesson 2

A. GDP, Economic Growth, and Business Cycles

I. HEALTH ASSESSMENT B. SOCIOECONOMIC CHARACTERISTICS

Economics 2020a / HBS 4010 / HKS API-111 FALL 2010 Solutions to Practice Problems for Lectures 1 to 4

From the help desk: Demand system estimation

Chapter 27: Taxation. 27.1: Introduction. 27.2: The Two Prices with a Tax. 27.2: The Pre-Tax Position

Chapter 10. Key Ideas Correlation, Correlation Coefficient (r),

DOES GOVERNMENT R & D POLICY MAINLY BENEFIT SCIENTISTS AND ENGINEERS?

Consumer Price Indices in the UK. Main Findings

INDIRECT INFERENCE (prepared for: The New Palgrave Dictionary of Economics, Second Edition)

The Logistic Function

What colleges do for local economies: A direct measure based on consumption

The EU Enlargement, and Immigration from Eastern Europe

The basics of Dixit-Stiglitz lite

Lecture 2. Marginal Functions, Average Functions, Elasticity, the Marginal Principle, and Constrained Optimization

Theory of Demand. ECON 212 Lecture 7. Tianyi Wang. Winter Queen s Univerisity. Tianyi Wang (Queen s Univerisity) Lecture 7 Winter / 46

Are Chinese Growth and Inflation Too Smooth? Evidence from Engel Curves

WHERE DOES WORKING TAX CREDIT GO?

Theoretical Tools of Public Economics. Part-2

How Not to Count the Poor? A Reply to Reddy and Pogge

The Economics of Ecosystem Based Management: The Fishery Case

Homework #5: Answers. b. How can land rents as well as total wages be shown in such a diagram?

The Microsimulation Approach to Policy Evaluation

Chapter 3: The effect of taxation on behaviour. Alain Trannoy AMSE & EHESS

The Effect of Housing on Portfolio Choice. July 2009

Economics 301 Problem Set 4 5 October 2007

ANSWERS TO END-OF-CHAPTER QUESTIONS

Elasticity. I. What is Elasticity?

Chapter 21: The Discounted Utility Model

Loss of Self-Employed Earning Capacity in Wrongful Death or Major Accident of the Self-Employed

Inflation. Chapter Money Supply and Demand

Interpreting Kullback-Leibler Divergence with the Neyman-Pearson Lemma

Health Economics Demand for health capital Gerald J. Pruckner University of Linz & Lecture Notes, Summer Term 2010 Demand for health capital 1 / 31

Statement by Gary Claxton Vice President, Henry J. Kaiser Family Foundation Director, Health Care Marketplace Project

II- Review of the Literature

Recently, the Bureau of Labor Statistics projected

WHY STUDY PUBLIC FINANCE?

Transcription:

EQUIVALENCE SCALES Entry for The New Palgrave Dictionary of Economics, 2nd edition Arthur Lewbel and Krishna Pendakur Boston College and Simon Fraser University Dec. 2006 Abstract An equivalence scale is a measure of the cost of living of a household of a given size and demographic composition, relative to the cost of living of a reference household (usually a single adult), when both households attain the same level of utility or standard of living. Equivalence scales are difcult to construct because household utility cannot be directly measured, which results in economic identication problems. Applications of equivalence scales include: measurement of social welfare, economic inequality, poverty, and costs of children; indexing payments for social benets, life insurance, alimony, and legal compensation for wrongful death. 1 Introduction Equivalence scales are used to make interpersonal and interhousehold comparisons of well-being, to measure social welfare, economic inequality and poverty, and to index social benets payments. Dene equivalent-expenditure as the expenditure level required by a reference household, such as a single childless adult, to make it as well off as some given alternative household. The equivalence scale for the given household is then its expenditure level divided by the reference household equivalent-expenditures. For example, according to Jackson (1968) (the last equivalence scale estimates published by the US government), a typical adult living alone requires 36% of the income of a typical family of four to attain the same standard of living or welfare level as the family. So, a family of four spending $100,000 a year is as well off as a single adult with an expenditure level of $36,000 1

per year. The family's equivalent expenditure is thus $36,000 and its equivalence scale is 100/36 or about 2.78. Equivalence scales are primarily based on the extent to which some, but not all expenses can be shared. So, e.g., a married couple will have an equivalence scale between 1 and 2, meaning that a couple requires more income than a single individual living alone, but less than twice that individual's income, to attain the same standard of living as the individual. The more couples share expenses (equivalently, the greater are the economies of scale to consumption), the closer their scale will be to 1. Equivalence scales may also account for the different needs of different types of people. For example, the equivalence scale for a single mother and baby will be lower than the scale for a married couple, because the costs of feeding, clothing, and housing a baby are less than those same costs for an adult. Given a poverty line for a reference household, we can multiply that line by equivalence scales to obtain the corresponding poverty lines for households of other sizes and compositions. Equivalence scales are also used in calculating payments for life insurance, alimony, and legal compensation for wrongful death, to account for the changes in money needed to maintain standards of living when households lose members by death or separation. By comparing households with different numbers of children, equivalence scales are sometimes used as measures of the costs of children. 2 History Providing two different households with the same standard of living, making them equally well off, requires some denition of well-being. In the early literature on equivalence scales, a household's well-being was dened in terms of needs, such as having a nutritionally adequate diet. Engel (1895) observed that household's food expenditures are an increasing function of income and of family size, but that richer households tend to spend a smaller share of their total budget on food than poorer households. He therefore proposed that this food budget share could be a measure of a household's welfare or standard of living. The resulting Engel equivalence scale is dened as the ratio of incomes of two different sized households that have the same food budget share. This is essentially the method used by the United States Census Bureau to measure poverty. Roughly, the bureau rst denes the poverty line for a typical household as three times the cost of a nutritionally adequate diet, then uses food shares (Engel scales) to derive comparable poverty lines for households of different sizes and compositions, and nally adjusts the results annually by the consumer price index to account for ination (see Fisher 1997). 2

Similar to Engel scales, given two households that differ only in their number or age distribution of children, Rothbarth (1943) equivalence scales are dened as the ratio of incomes of the two households when each household purchases the same quantity of some good that is only consumed by adults, such as alcohol, tobacco, or adult clothing. Modern equivalence scales measure well-being in terms of utility, using cost (expenditure) functions estimated from consumer demand data via revealed preference theory. Having Engel or Rothbarth scales equal valid cost function based equivalence scales requires strong restrictions regarding the dependence of demand functions on characteristics such as age and family size, and on the links between demand functions and utility for these different household types. One strand of the equivalence scale literature focuses on the former issue, and so deals primarily with the empirical question of how best to model the dependence of household Marshallian demand functions on demographic characteristics. Examples are Sydenstricker and King (1921), Prais and Houthakker (1955), and Barten (1964) scales, in which a different Engel type scale is constructed for every good people purchase, roughly corresponding to a different economies of scale measure for each good. Other examples are Gorman's (1976) general linear technologies, Lewbel's (1985) modifying functions, and Pendakur's (1999) shape-invariance. The second, closely related literature, focuses on the joint restrictions on both preferences and interpersonal comparability of utility required for measuring the relative costs of providing one household with the same utility level as another. Examples include Jorgenson and Slesnick (1987), Lewbel (1989), Blackorby and Donaldson (1993), and Donaldson and Pendakur (2004, 2006). 3 Denition Consider a consumer (an individual or a household) with a vector of demographic characteristics z and nominal total expenditures x that faces the M vector p of prices of M different goods. The consumer chooses a bundle of goods to maximize utility given a linear budget constraint. Dene the cost (expenditure) function x D C.p; u; z/ which equals the minimum expenditure required for a consumer with characteristics z to attain utility level u when facing prices p. C.p; u; z/ is a conditional cost function in the sense of Pollak (1989) because it gives the expenditure necessary to attain a utility level u, conditional on the consumer having characteristics z. Equivalence scales relate the expenditures of a consumer with characteristics z to a consumer with a reference vector of characteristics z. The reference vector of characteristics may describe, for example, a single, medically healthy, middle-aged childless 3

man. The equivalence scale is dened by D.p; u; z/ D C.p; u; z/=c.p; u; z/. Equivalentexpenditure X.p; x; z/ is dened as the expenditure level needed to bring the well-being of a reference household to the level of well-being of a household which characteristics z, so X.p; x; z/ D x=d.p; u; z/ D C.p; u; z/ where u is replaced by the indirect utility function, i.e., x D C.p; u; z/ solved for u. 4 Identication In economics, a parameter is said to be 'identied' if its numerical value can be determined given enough observable data. Here we show why identication of equivalence scales requires either strong untestable assumptions regarding preferences or unusual types of data. Equivalence scales depend on utility, which cannot be directly observed and so must be inferred from consumer demand data, that is, from the quantities that consumers buy of different goods in varying price regimes and at various income levels. The observable (Marshallian) demand functions for goods derived from a conditional cost function C.p; u; z/ are the same as those obtained from C.p;.u; z/; z/ for any function.u; z/ that is strictly monotonically increasing in u. By revealed preference theory, demand data identies the shape and ranking of a consumer's indifference curves over bundles of goods, but not the actual utility level associated with each indifference curve. Changing.u; z/ just changes the utility level associated with each indifference curve. Therefore, given any C.p; u; z/ derived from demand data, the consumer's true cost of attaining a utility level u is C.p;.u; z/; z/ for some unknown function, so true equivalence scales are D.p; u; z/ D C.p;.u; z/; z/=c.p;.u; z/; z/. This is the source of equivalence scale nonidentication. We cannot identify D.p; u; z/ because the change from z to z has an unobservable affect on D through. The problem is that revealed preferences over goods identies one set of indifference curves for households of type z and another set for households of type z, but we have no way of observing which indifference curve of type z yields the same level of utility as any given indifference curve of type z. Given only goods demand data, Blundell and Lewbel (1994) show that changes in equivalence scales that result from price changes can be identied, but the levels of equivalence scales are completely unidentied, because for any cost function C and any positive number d, there exists a.u; z/ function that makes D.p; u; z/ D d. Changes in D resulting from price changes can be identied because the ratio D.p 1 ; u; z/=d.p 0 ; u; z/ equals a ratio of ordinary identifable cost of living (ination) indices. Identication of equivalence scales therefore requires either additional information or untestable assumptions regarding preferences over characteristics z and hence regarding. There are also other identication issues associated with equivalence scales. For example, 4

different members of a household may have different standards of living, so there may simply not exist a single level of utility that applies to the entire household to be compared or equated to anything. Lewbel (1997) lists additional equivalence scale identication issues. 5 Identication From Demand Data Let w j be the fraction of total expenditures a household spends on the j'th good (its budget share) and let w be the vector of budget shares of all purchased goods. Shephard's Lemma states that w D!.p; u; z/ D r ln p ln C.p; u; z/, the price elasticity of cost. Let w f D! f.p; u; z/ indicate the food equation. Engel's method notes that since! f is monotonically declining in utility u, w f may be taken as an indicator of well-being. If, in addition, w f indicates the same level of well-being for all household types z, then the expenditure levels which equate the food share w f, across household types are the equivalent-expenditure function, whose ratios give the equivalence scale. Monotonicity of! f in u is observable, but the second restriction concerning utility levels for different types of households refers to and so is not testable. The Rothbarth approach is similar. Let q a D h a.p; u; z/ indicate the quantity demanded for a good consumed only by adults, such as alcohol. If h a is increasing in utility (a testable restriction), q a may be taken as an indicator of the well-being of adult household members. If, in addition, q a indicates the same level of adult well-being for adults living in all types of households (untestable), then the expenditure levels which equate q a across households types are the equivalent-expenditure function, whose ratios again give the (Rothbarth) equivalence scale. Lewbel (1989) and Blackorby and Donaldson (1993) consider the case where the equivalence scale function is independent of utility, which they call 'independence of base' (IB) and 'equivalence-scale exactness' (ESE), respectively. In this case there is a function 1 such that D.p; u; z/ D 1.p; z/ and C.p; u; z/ D C.p; u; z/1.p; z/. The special case where D.p; u; z/ is also independent of p yields Engel scales. Given IB/ESE, Shephard's Lemma implies that!.p; u; z/ D!.p; u; z/ C n.p; z/, where n.p; z/ D r ln p ln 1.p; z/. Since households with the same equivalent-expenditure have the same utility, and since in this case, equivalent-expenditure is given by x=1.p; z/, we may write the relation as w.p; x; z/ D w.p; x=1.p; z/; z/ C n.p; z/, where w./ is the Marshallian budget share vector. Here, 1.p; z/ `shrinks' the budget share functions in the expenditure direction, and the amount of 'shrinkage' identies the equivalence scale. Pendakur (1999) shows that this "shape invariance" expression equals the testable implications required for IB/ESE. The untestable restriction, which uniquely denes.u; z/ (up 5

to transformations of u that do not depend on z) is that all households with the same value of x=1.p; z/ have the same level of utility. Blackorby and Donaldson (1993) show when cost functional forms uniquely identify IB/ESE. Donaldson and Pendakur (2004, 2006) consider identication for equivalence scales with more general functional forms. 6 Other sources of Identication Equivalence scale identication depends on how we dene utility or well-being. Identi- cation is not a problem if what we mean by making households equally well off refers to some observable characteristic like nutritional adequacy of diet. As an alternative to revealed preference, identication may be based on surveys that ask respondents to either report their happiness (and hence utility) on some ordinal scale, or ask, based on introspection, how their utility or costs would change in response to changes in household characteristics. An early example is Kapteyn and van Praag (1976), who estimate equivalence scales based on surveys where households rank income levels as "excellent," "sufcient," etc.,. Identication requires comparability of these ordinal utility measures across consumers. Happiness studies by psychologists and experimental economists may prove useful for validating these types of subjective responses regarding utility, especially with recent neuroeconomic results measuring brain activity associated with pleasure, regret, and economic decision making. See, e.g., McFadden (2005). Another possible source of identication is when consumers can choose z, and we can collect information relevant to these choices. Assuming z is chosen to maximize utility can provide information about how utility varies with z, and hence may restrict the set of possible transformations. With enough information regarding how z is chosen one could identify "unconditional" cost or utility functions over both goods and z and thereby identify the dependence of on z. Pollak (1989) refers to the use of unconditional versus conditional data to calculate the cost of demographic changes as "situation comparisons" versus "welfare comparisons." Traditional equivalence scales assign a single level of utility to a household, implicitly assuming that all household members have the same utility level and hence ignoring the effects of the within-household distribution of resources. Features of this intra-household allocation of resources can be identied and estimated with demand data. Given the indifference curves and resource shares of each household member, instead of trying to calculate the cost of making an individual as well off as a household, one may instead calculate the cost of putting the individual on the same indifference curve when living alone that he attained as a member of a household. Whereas the former calculation requires a welfare comparison, the latter calculation only involves comparing the same individual in two dif- 6

ferent price and income environments. Browning, Chiappori and Lewbel (2006) call this type of comparison an "indifference scale," and provide one set of conditions under which such scales can be nonparametrically identied. 7 Applications of Equivalence Scales Equivalent-expenditures and equivalence scales may be used for social evaluation such as inequality and poverty analysis. Given an equivalence scale, d i, and household expenditure, x i, for each person i in a population, one constructs equivalent-expenditure for each person: xi e D x i =d i. Expenditure data are observed at the level of the household, but xi e is constructed for each individual. By construction, the population distribution of equivalent-expenditures is equivalent in welfare terms to the actual distribution of expenditures across households. Therefore, one can use this `as if' distribution for constructing population measures of poverty or inequality, or for calculating the welfare implications of tax and transfer programs. Equivalence scales can also be used to calibrate social benets payments and poverty lines. For example, if the social benet rate (or poverty line) x is agreed upon for a single household type, e.g., a single childless adult, then one could use equivalence scales to set rates for other household types z as D.p; u; z/x where u is the utility level of the reference type with expenditures x. Some statistical agencies ow information in the other direction: poverty lines are constructed for each household type, which can then be use to construct an implicit `poverty relative' equivalence scale. If scales are IB/ESE, this provides enough information to identify equivalence scales for all households. Other applications of equivalence scales are for life insurance, alimony, and wrongful death calculations (see Lewbel 2003), and for indirectly measuring the cost of children based on equivalence scales for households of different sizes. 8 References Barten, A. P. (1964), Family Composition, Prices, and Expenditure Patterns, in Econometric Analysis for National Economic Planning: 16th Symposium of the Colston Society, ed. by P. Hart, L. Mills, and J. K. Whitaker, London: Butterworth. Blackorby, C. and D. Donaldson. (1993), Adult-equivalence scales and the economic implementation of interpersonal comparisons of well-being, Social Choice and Welfare 10, 335 361. Blundell, R. W. and A. Lewbel (1991), The Information Content of Equivalence Scales, Journal of Econometrics, 50, 49-68. 7

Browning, M., P.-A. Chiappori, and A. Lewbel, (2006) "Estimating Consumption Economies of Scale, Adult Equivalence Scales, and Household Bargaining power," Boston College Working Paper #588. Donaldson, D. and K. Pendakur (2004), "Equivalent-Expenditure Functions and Expenditure- Dependent Equivalence Scales", Journal of Public Economics, 88, 175-208. Donaldson, D. and K. Pendakur (2006), "The Identication of Fixed Costs From Consumer Behaviour", Journal of Business and Economic Statistics, 24, 255-265. Engel, E. (1895), Die Lebenskosten Belgischer Arbeiter-Familien Fruher and jetzt, International Statistical Institute Bulletin, 9, 1-74. Fisher, G. M. (1997), " The Development and History of the U.S. Poverty Thresholds - A Brief Overview," Newsletter of the Government Statistics Section and the Social Statistics Section of the American Statistical Association, Winter 1997. Gorman, W. M. (1976), Tricks With Utility Functions, In Essays in Economic Analysis: Proceedings of the 1975 AUTE Conference, Shefeld, M. J. Artis and A.R. Nobay, eds., 211-243. Jackson, Carolyn A., (1968), "Revised Equivalence Scale for Estimating Equivalent Incomes or Budget Cost by Family Type," U.S. Bureau of Labor Statistics Bulletin 1570-2, November 1968. Jorgenson, D. W., and D. T. Slesnick (1987), Aggregate Consumer Behavior and Household Equivalence Scales, Journal of Business and Economic Statistics, 5, 219-232. Kapteyn, A. and B. Van Praag, (1976), "A new approach to the construction of family equivalence scales," European Economic Review, 7, 313-335. Lewbel, A. (1985), A Unied Approach to Incorporating Demographic or Other Effects into Demand Systems, Review of Economic Studies 52, 1-18. Lewbel, A. (1989), Household Equivalence Scales and Welfare Comparisons, Journal of Public Economics, 39, 377-391. Lewbel, A. (1997), Consumer Demand Systems and Household Equivalence Scales, Handbook of Applied Econometrics, Volume II: Microeconomics, M. H. Pesaran and P. Schmidt, eds., Oxford: Blackwell Publishers Ltd. Lewbel, A. (2003), "Calculating Compensation in Cases of Wrongful Death," Journal of Econometrics (2003) 113, 115-128. McFadden, D., (2005), "The New Science of Pleasure, Consumer Behavior and the Measurement of Well-Being," Frisch Lecture, Econometric Society World Congress, London. Pendakur, K. (1999). "Estimates and Tests of Base-Independent Equivalence Scales", Journal of Econometrics 88, 1-40. Pollak, R. A. (1989), The Theory of the Cost of Living Index, New York: Oxford University Press. 8

Prais, S. J. and H. S. Houthakker (1955), The Analysis of Family Budgets, Cambridge: Cambridge University Press. Rothbarth, E. (1943), Note on a Method of Determining Equivalent Income for Families of Different Composition, in War-time Pattern of Saving and Spending, Charles Madge, Ed., Cambridge: Cambridge University press, Appendix 4, 123-130. Sydenstricker, E., and W. I. King (1921), The Measurement of the Relative Economic Status of Families, Quarterly Publication of the American Statistical Association, 17, 842-57. 9