1 MICRO -SIMULATION IN COMPUTABLE GENERAL EQUILIBRIUM: PROCEDURE FOR ANALYZING AND RECONCILING DATA Ismaël FOFANA & John COCKBURN Poverty and Economic Policy Network and Centre Interuniversitaire sur le Risque, les Politiques Économiques et l Emploi Université Laval ABSTRACT We describe a procedure for reconciling household s survey data (incomes and expenditures), and their adjustment with a standard social accounting matrix (SAM). It is applied to the Nepalese data: the 1995/96 Nepal Living Standard Survey (NLSS) and the 1996/97 Nepal Social Accounting Matrix. The approach consists in increasing households declared incomes, that we consider underestimated compared to their expenditure. First, we proceed with household incomes and expenditures vectors analysis, while adopting the structure of the MCS (top-down approach), then increase the households capital and domestic transfers incomes to solve the problem of negative incomes from factors and negative saving. Incomes from households are adjusted by the inflation rate, and the net incomes generated from self-employment activities are imputated to the various factors used in these activities. The inter-household transfers expenditures being underestimated comprared to the income, we finance the difference by household saving s to reconcile them. In order to insure the consistency of the survey data (incomes, consumptions and savings) compared to the SAM values, we proceed to their adjustment through the inflation rate, considering the lag in the NLSS and the SAM periods, and the implicit prices of self -employed ressources, as they might be overestimated. Key Words: Nepal, Micro-simulation, Computable General Equilibrium, Data Analysis and reconciliation Septembre 2003
2 Introduction Computable general equilibrium (CGE) models typically include a small number of household categories (representative households), limiting their usefulness for analyzing poverty and the income distribution. Indeed, indictors used for the analysis of poverty and inco me distribution the density function, Lorenz curves, dominance analysis, the Atkinson and Gini inequality coefficients, FGT poverty indices, etc. generally use household - or individual-level data. Because of this, a large number of households are required for an adequate analysis of the impacts of macroeconomic policies on poverty and the income distribution. Thus, an increasing number of analysts are opting for micro-simulations within a computable general equilibrium framework in order to reconcile the use of CGE models with poverty and income distribution analysis, by integrating all categories of households from a national representative household surveys. This approach is equivalent to building a CGE model in which the number of household categories equals the number of participants in the household surveys, eliminating the assumption of representative agents. Constructing a micro-simulation model in a computable general equilibrium framework requires the use of a social accounting matrix (SAM) and vecto rs of household incomes and expenditures. The SAM is a square matrix representing the flows between different sectors, agents and institutions within an economy during a given period. 1 Vectors of household incomes and expenditures are yielded by income-expenditure surveys conducted on households. The analysis of household incomes and expenditures requires the use of a data analysis computer program. In the case of Nepal, we use the SAM for 1996/97, built by Prakash Sapkota of the Himalayan Institute of Deve lopment at Katmandu in collaboration with the CIRPÉE at Université Laval. Household incomes and expenditures are generated from the household survey (Nepal Living Standard Survey NLSS) from 1995/96, based on a representative sample of 3388 Nepalese households. 2 This paper addresses a procedure for reconciling households incomes and expenditures, on the one hand, and their adjustment to the social accounting matrix, on the other. Section 1 presents the main features of household incomes and expenditures generated earlier. We discuss their reconciliation in Section 2. Inter-household transfers are the subject of Section 3. Adjusting 1 For details see Pyatt and Round (1985). 2 We used the Stata package to analyze household incomes and expenditures.
3 households average savings rates to those of representative households in the SAM is the subject of Section 4. Finally, comparative analysis of the adjusted data with respect to the SAM is in Section 5. 1 Household Incomes and Expenditures After estimating incomes and expenditures from the survey, we proceed to a detailed analysis of these data, which must necessarily precede the reconciliation. 1.1 Items in Nepalese Households Incomes and Expenditures Table 1 presents the income and expenditure items for the seven socio-economic household categories in the Nepalese social accounting matrix and the 3388 households in the survey. The SAM includes seven variables for income and three variables for expenditure, and the household survey features seven income variables and three consumption variables as well 3. Analysis of household income and expenditure variables in the SAM and the survey reveals several situations detailed in Table The variable appears in both data sources (the SAM and NLSS); in this case, it is simply a matter of reconciling the data (e.g. skilled wage labor, unskilled wage labor, direct tax, consumption expenditures, etc.) 2. The variable appears in one of the data sources, but not the other; a. When the variable is absent from the SAM, its aggregate value is estimated from NLSS by simple addition (e.g. transfers between domestic households). b. When the variable is not featured in the survey, it is approximated by the SAM ratio (e.g. public transfers and dividends). c. Imputation is used to allocate net income from self-employment activities to the factors of production involved. 3. Owing to the unreliability of declared savings, we estimate this variable from residuals, i.e. the difference between total household income and consumption. 3 The SAM and the household survey might have different number of variable for income and expenditure.
4 1.2 Principal Characteristics According to Paxson (1992) and Deaton (1997), it is usually more difficult to collect data on income than on consumption. Data on consumption are usually more recent, and by extension more reliable, because the reference period for most consumer goods (non-durables) is generally shorter, on the order of one week or one month. Owing to its seasonal nature, the reference period for income is generally one year, and consequently declaration and measurement errors linked to this variable are greater. Also, to adequately measure households incomes we require a thorough knowledge of their assets and wages, which are very often underestimated. Most households in developing countries receive the bulk of their income from informal production activities, in which family income and business revenues are very often combined. The absence of formal accounting in these activities makes it impossible to constitute an accurate picture of the income of prod ucer households, as they tend to underestimate incomes (or overestimate expenditures) generated by these activities. Analysis of the survey reveals that incomes declared by households are underestimated relative to consumption, which explains the computed low savings rates compared to those in the SAM (Table 3). Forty-five per cent of Nepalese households declared a total income that was below their total consumption. A few households (0.4 per cent) showed a negative total income. Table 4 presents details on incomes and dissavings of households by region. The low incomes, and by extension the low savings rates, can be attributed to several factors, including: 1. The mismatch between the income and consumption reference periods causes an overestimation of consumption owing to inflation and, consequently, an underestimation of savings (Paxson, 1992). 2. Underestimation of incomes generated by household self -employment activities is the principal reason for low income declarations. 4 Over 91 per cent of Nepalese househo lds engage in self-employment activities, and over 46 per cent of them declared total income that was lower than their total consumption. From another perspective, among households that dissave, 93 per cent receive their income primarily from self-employment activities. Consequently, it is of some interest to take a closer look at this source of income. 4 For more details, see Deaton (1997).
5 3. Low incomes could also be attributable to transitory financial difficulties experienced by households 5 (job loss, unusual climatic conditions, etc.), in keeping with Milton Friedman s (1957) permanent income theory. Thus, to maintain the same level of consumption as during previous periods, these households either cash in part of their previously accumulated assets (dissave), or borrow, or are supported by other family members. With limited access to the formal credit system, households generally borrow from other households in informal arrangements that do not incur financing charges (interest). This leads us to the conclusion that domestic inter-household transfers are underestimated in the Nepalese survey. Transfers-in and transfers-out, represent four (4) and one (1) per cent of total income, respectively. It should also be noted that the former are considerably greater than the latter. 2 Reconciling Household Income and Expenditure The use of household income and expenditure vectors in a micro-simulation program within a computable general equilibrium framework requires preliminary adjustments. There is no recipe for handling adjustments to survey data. Any procedure for reconciling survey data for purposes of analysing policy must first be based on a detailed and rigorous analysis of these data. The adjustment procedure in this section is based on the points previously described. Thus, it primarily consists of augmenting the underestimated household incomes from the survey. STEP 1: Inflating Income by the Consumer Price Index Paxson (1992) argues that inflation tends to cause consumption to be overestimated relative to income, owing to the mismatch of the reference (or data collection) periods. In order to solve the problem of negative savings, he deflates household consumption by the inflation rate over the period of the survey. In a similar vein, we adjust household income upward by half of the inflation rate for the period. We assume that recent income, which is largely generated by the sale of goods and services from household productive activities, is also affected by inflation. Given the impossibility of distinguishing between income from the beginning and the end of the period, we use half of the applicable inflation rate as a proxy for adjusting incomes. Thus, for 1995/96, the household consumer price index grew by 8.1 per cent (Sakpoka, 2001). The low levels of aggregate household incomes and savings in the survey relative to the corresponding values in the SAM led us to inflate households incomes rather than deflate their consumption. 5 This reason was also mentioned by Deaton (1997), and by Robillard and Robinson (1999).
6 STEP 2: Imputing and Adjusting Self-Employment Incomes Lie et al. (1998) and Wobst (1998) use distribution shares to impute net incomes from households market production to the various factors that serve as inputs. According to the former, the allocation of agricultural value added between land, labor, and capital should be on the order of 15:65:25 for the countries of sub-saharan Africa (in particular, South Africa and Zimbabwe). However, in this approach households endowments in various factors of production are underestimated, when they understate their income, and in particular the value added generated by their productive activities. Round (2001) uses market equivalent prices to transform volumes of non-marketed goods and services into values. He recognizes that imputing implicit prices still remains an important issue to explore. According to this author, the disadvantage of this approach lies in the excess value imputed to producer-household factor endowments, relative to other households 6. In the case of Nepal, we estimate the prices of non-marketed goods and services as their opportunity cost. The assumption underlying this is that rational economic agents will not use their resources in self-employment production unless this yields at least as much as renting them out. The imputation procedure then involves estimating the market equivalent prices in term of opportunity cost of factors (labor, land, and capital) used in households self-employment activities. - Labor: Individuals will engage in self-employment either because they cannot find paid work in their profession (unemployment, underemployment) or because the expected implicit wage from this activity exceeds that offered in the market. Thus, we estimate the implicit wage from the wage of socio-professional categories (individuals having different reservation wages) adjusted by the employment rate for the category. In the case of Nepal, the implicit price of an hour work in self-employment is approximated by the mean market wage of workers by socio-professional category, adjusted by the level of employment in each profession. Indeed, when the level of employment is high for a profession, the wage agents forgo when undertaking a self-employment productive activity is higher, and consequently they receive a larger implicit wage, and vice versa. 6 Later, we closely look on this aspect by adjusting survey households aggregate saving rate to the representative households saving rate in the SAM.
7 Total labor income (by profession) = hours of work (by profession) x (1 ß) x mean market wage (by profession) where ß = unemployment rate by socio-professional category. - Land: The mean rental price of land for the region would be a good indicator for this factor, assuming that landowners have no difficulty leasing their land for a rent. In the Nepalese case, we use the mean regional market price to valuate land used in self-employment agricultural activities. Value of land in self-employment activities = number of units of land in self-employment activities x mean market price by region. - Capital: The value of capital used in self-employment activities is estimated as a residual from net revenue and the estimated values of the other factors. Value of capital in self-employment activities = net revenue from self-employment activities implicit labor income in self-employment activities implicit land value in self-employment activities. Though households are endowed with nonnegative values of labor and land, a number of them present a negative capital income (41 per cent of households). Consequently, the adjustment process consists of increasing the business revenues of households showing a negative capital income, so as to bring the latter to nil. This adjustment justified in 2 and 3 section (1.2), brings the number of households that are dissaving from 40 per cent prior to adjustment, to 26 per cent after adjustment. To mitigate the undesirable effects of the imputation method (overestimation) previously described, we ensure in Section 4 that the aggregate income and saving rates correspond to their actual SAM equivalents. Table 6 summarizes the situation before and after adjustments. STEP 3: Inter-Household Transfers Transfers between domestic households are underestimated in the survey (2 and 3, Section 1.2), whence the relevance of this stage in which these values are augmented so as to bring dissaving to nil. The procedure of increasing income from inter-households transfers is formulated in the following way: a) Minimum income: estimates the level of income required for consumption expenditures and indirect taxes.
8 MININCh = TOTCONSOh + INCTAXOh where MININC represents the minimum income; TOTCONSO the consumption, INCTAXO the income tax; and h a subscript for households. b) Income adjustment: Households whose minimum income is greater than the initial level see their incomes increased by the difference. ADJha = MININCha TOTINCOha TOTINCh = TOTINCOh + ADJh ADJ is the adjustment factor for household incomes; TOTINC, final income; TOTINCO, initial income 7 ; and ha represents households for which the minimum income exceeds the initial income. It should be noted that these include households that are dissaving. c) Final saving ( SAV h ) is residual, i.e. the difference between final income and expenditures. SAVh = TOTINCh TOTCONSOh INCTAXOh The increase in incomes to households that are dissaving occurs over received transfers. After adjustment, inter-household transfer income represents 10 per cent of total income, compared with 4 per cent initially declared. XFERINh = XFERINOh + ADJh XFERIN and XFERINO respectively represent adjusted and initial transfers received by households. The value of ADJ is positive for households ha and nil for the others. In the following sections (3 and 4) we seek to reconcile households transfers and savings. The excess of transfers received is financed by households saving, and then regional saving rate in the survey is adjusted to the SAM. 7 Note that initial income includes income from items that are not mentioned in the survey. They are estimated using the SAM ratios. In the case of Nepal, ratios of public transfers are estimated as proportions of household total consumption, and dividends as a proportion of urban households endowments in capital.
9 3 Reconciling Inter-Households Transfers In this stage, we reconcile domestic private transfers received and distributed by the households. Consequently, we proceed by augmenting the transfers-out, which are initially underestimated relative to the transfer s-in of households. This increase is financed by a reduction (at a uniform rate?) of households saving. Then it is a matter of increasing the transfers-out from households that save: XFEROUT = XFEROUTO + η SAV hps hps hps such that XFERINh = XFEROUTO h where hps represents households that save, XFEROUT and XFEROUTO respectively represent adjusted and initial transfers disbursed by households. 4 Adjusting Savings After adjustment households incomes and expenditures from the 1996 s household survey are underestimated compare to the 1997 s SAM (about 40 per cent). The gap may be imputed to, the household sampling weights as thousands of households (15 categories) were omitted when computing their incomes and expenditures 8, as well as Nepalese population grew by 2.4 per cent between the two periods, and the inflation, as prices rose by 7.8 per cent between 1996 and 1997 (Sapkota, 2001). Consequently, we increase uniformly incomes and expenditures generated from the survey to match them to the SAM values. In contrast, the survey regional saving rates remain above the SAM values (Table 7), which we attribute to overvaluation of the factors used in self-employment activities. Consequently, we reduce these values so as to reconcile the survey and the SAM regional saving rates (Table 8). 8 Lack of information on their incomes, expenditures, and/or other socio -economical variables.
10 Adjusted incomes and expenditures are then reconciled with the other variables in the social accounting matrix, using a SAM balancing program based on minimizing additional information (cross-entropy approach). 9 REFERENCES Deaton A. (1997), «The analysis of household survey: A Microeconometric Approach to Development Policy», The Johns Hopkins University Press. Fofana I., Lemelin A. and Cockburn J. (2002), «Balancing a Social Accounting Matrix», CREFA - Université Laval Friedman M. (1957) «A Theory of the Consumption Function». Liu J., van Leeuwen N., Vo T. T., Tyers R., et Herzel T. W. (1998), «Disaggregating Labor Payments by Skill Level in GTAP», GTAP, Technical Paper No 11. Nicolas M. (2002), «Training Module 1: Using STATA for Survey Data Analysis», Poverty Mapping and Market Access in Vietnam, IFPRI and IDS. Paxson (1992), «The analysis of household survey: A Microeconometric Approach to Development policy»,the Johns Hopkins University Press. 9 See Fofana, Cockburn, and Lemelin (2002).
11 Pyatt G. and Round J. I. (1985), «Social Accounting Matrices: A basis for planning», A World Bank Symposium. Robillard A. S. & Robinson S. (1999), «Reconciling household surveys and national accounts data using cross entropy estimation method», TMD-IFPRI. Round J. (2001), «Social Accounting Matrices and SAM-Based Multiplier Analysis», The World Bank. Sapkota P. R. (2001), «Trade liberalization and Poverty in Nepal: An applied general equilibrium analysis.», Himalayan Institute of Development and CIRPÉE-PEP, unpublished paper. Wobst P. (2001), «Structural Adjustment and Intersectoral Shifts in Tanzania: A Computable General Equilibrium Analysis. International Food Policy Research Institute», Research Report ANNEXES Table 1: Sources of household incomes and consumption Income Expenditure Social Accounting Matrix (SAM 1996/97) 1- unskilled labor 1- consumption 2- skilled labor 2- direct taxes 3- land 3- savings 4- other capital 5- dividends from firms 6- transfers from government 7- transfers from abroad Living Standard Survey (NLSS 1995/96) 1- unskilled labor 1- consumption 2- skilled labor 2- savings 3- net income from households productive activities 3- direct taxes 4- net domestic transfers 5- net transfers from abroad
12 6- other capital 7- rent Table 2: Reconciliation of income and consumption sources SAM 1996/97 Household survey NLSS 1995/96 Household income variables 1) unskilled labor 1) unskilled labor + (3) share of net income from selfemployment activities imputable to unskilled labor 2) skilled labor 2) skilled labor + (3) share of net income from self-employment activities imputable to skilled labor 3) land 7) rent + (3) share of net income from self-employment activities imputable to land 4) other capital 6) other capital + (3) share of net income from self-employment activities imputable to non-agricultural capital 6) transfers from abroad 5) transfers from abroad 5) transfers from SAM ratio government 7) dividends SAM ratio NLSS Sum 4) domestic transfers Household consumption variables
13 1) consumption 1) consumption 2) direct taxes 2) direct taxes 3) savings residual Table 3: Analysis of household income and consumption, from NLSS Number Income Totcons Income/ Saving households volume max min volume max minconsum. volume max min rate URBAN TERAI HILL & MOUNTAIN ALL Table 4: Analysis of negative income and consumption slfeinc othinc rent xferdnet xferwnet uskwage skwage totinc totcons saving nber % nber % nber % nber % nber % nber % nber % nber % nber % nber % URBAN TERAI HILL & MOUNTAIN ALL Table 5: Adjustment of incomes for inflation Before adjustment Negative net income from self-employment activities of households Negative income Negative savings Total nber Per cent After adjustment Total nber Per cent
14 Table 6: Adjustment to revenue generated by household self-employment activities Negative capital Negative revenues Negative savings Before adjustment Total nber Per cent After adjustment Total nber Per cent Table 7: Aggregate Household Savings Rates Urban households Terai households Hills/Mount households Survey aggregate savings rate (1) Official aggregate savings rate (2) Ratio (1)/(2) Table 8: Results of the adjustment ALL URBAN TERAI HILLS/MOUNT. Before After Var* Before After Var* Before After Var* Before After Var* No households Total household income Mean Standard deviation Minimum Maximum
The government s economic objective of equity in the distribution personal income basically means that it is striving for a fair, but not necessarily equal, share of income to be distributed to all members
A 2007 Social Accounting Matrix for Uganda James Thurlow World Institute for Development Economics Research of the United Nations University, Helsinki Abstract: This paper documents a Ugandan Social Accounting
CONGRESS OF THE UNITED STATES CONGRESSIONAL BUDGET OFFICE Percent 70 The Distribution of Household Income and Federal Taxes, 2008 and 2009 60 50 Before-Tax Income Federal Taxes Top 1 Percent 40 30 20 81st
. Expanding the household coverage of global simulation models: An application to Ghana Marijke Kuiper Lindsay Shutes FOODSECURE Technical paper no. 3 December 2014 INTERDISCIPLINARY RESEARCH PROJECT TO
A 2007 Social Accounting Matrix for Malawi Mathilde Douillet a, Karl Pauw b and James Thurlow c a Sciences Po, Paris b International Food Policy Research Institute, Washington D.C. c World Institute for
Growth and Distributive Impacts of Public Infrastructure Investments in the Philippines ADB, Manila, Philippines / June 19, 2013 / 14th Annual Global Development Conference / Erwin Corong, Lawrence Dacuycuy,
Chapter 6. Inequality Measures Summary Inequality is a broader concept than poverty in that it is defined over the entire population, and does not only focus on the poor. The simplest measurement of inequality
Main approaches to calculate the GDP Metadata on National Account The estimates of GDP are produced using a system of statistical sources and administrative data which are based on the NA definitions or
Economic Development Research Group April 1997 MEASURING ECONOMIC IMPACTS OF PROJECTS AND PROGRAMS GLEN WEISBROD, ECONOMIC DEVELOPMENT RESEARCH GROUP BURTON WEISBROD, ECONOMICS DEPT., NORTHWESTERN UNIV.
Chapter 14 Social Accounting Matrices and SAM-based Multiplier Analysis Jeffery Round 1 14.1 Introduction This chapter sets out the framework of a social accounting matrix (SAM) and shows how it can be
Online Appendix for Has Consumption Inequality Mirrored Income Inequality? by Mark Aguiar and Mark Bils In this appendix we describe construction of the variables in our data set and the impact of sample
For Official Use STD/NA(99)20 Organisation de Coopération et de Développement Economiques OLIS : 19-Aug-1999 Organisation for Economic Co-operation and Development Dist. : 20-Aug-1999 Or. Eng. STATISTICS
APPENDIX A SENSITIVITY ANALYSIS TABLE The economic forecasts and assumptions underpinning the 2013-14 Budget are subject to variation. This section analyses the impact of variations in these parameters
Ministry of Finance Chief Economist - Research, State Revenue and International Affairs June 2013 Forecasts of Macroeconomic Developments, State Revenues from Taxes and Revenue from Other Sources, 2013-2014
The Circular Flow of Income and Expenditure Imports HOUSEHOLDS Savings Taxation Govt Exp OTHER ECONOMIES GOVERNMENT FINANCIAL INSTITUTIONS Factor Incomes Taxation Govt Exp Consumer Exp Exports FIRMS Capital
184. PROFILE ON MICRO FINANCE SERVICE 184-2 TABLE OF CONTENTS PAGE I. SUMMARY 184-3 II. SERVICE DESCRIPTION & APPLICATION 184-3 III. MARKET STUDY AND SERVICE CAPACITY 184-4 A. MARKET STUDY 184-4 B. CAPACITY
HAS FINANCE BECOME TOO EXPENSIVE? AN ESTIMATION OF THE UNIT COST OF FINANCIAL INTERMEDIATION IN EUROPE 1951-2007 IPP Policy Briefs n 10 June 2014 Guillaume Bazot www.ipp.eu Summary Finance played an increasing
Chapter 12. Aggregate Expenditure and Output in the Short Run Instructor: JINKOOK LEE Department of Economics / Texas A&M University ECON 203 502 Principles of Macroeconomics Aggregate Expenditure (AE)
Statistical Commission Thirty-ninth session 26 29 February 2008 Item 3(d) of the provisional agenda Items for discussion and decision: National accounts Background document Available in English only Updated
Chapter 2: Key Macroeconomics Variables ECON2 (Spring 20) 2 & 4.3.20 (Tutorial ) National income accounting Gross domestic product (GDP): The market value of all final goods and services produced within
CHAPTER 7: AGGREGATE DEMAND AND AGGREGATE SUPPLY Learning goals of this chapter: What forces bring persistent and rapid expansion of real GDP? What causes inflation? Why do we have business cycles? How
INTRODUCTION TO MACROECONOMICS MIDTERM- SAMPLE QUESTIONS MULTIPLE CHOICE. Choose the one alternative that best completes the statement or answers the question. 1) In May 2009, Ford Motor Company's sales
New Insights into the Impact of the Doha Round on the Indian Economy Results of a Recent CUTS Study 5/2010 Negotiators from developing countries at the WTO are often hampered by the lack of rigorous research
The Treatment of Insurance in the SNA Peter Hill Statistical Division, United Nations Economic Commission for Europe April 1998 Introduction The treatment of insurance is one of the more complicated parts
Chapter 22 The Classical Foundations Learning Objectives Define Say s law and the classical understanding of aggregate supply Understand the supply of saving and demand for investment that leads to the
Fill in the Blanks. Module 1 S.Y.B.COM. (SEM-III) ECONOMICS 1. The continuous flow of money and goods and services between firms and households is called the Circular Flow. 2. Saving constitute a leakage
Economics for Managers by Paul Farnham Chapter 11: Measuring Macroeconomic Activity 11.1 Measuring Gross Domestic Product (GDP) GDP: the market value of all currently yproduced final goods and services
UNIT I NATIONAL INCOME AND MACROECONOMICS 1 National Income National Income is defined as the sum total of all the goods and services produced in a country, in a particular period of time. Normally this
Chapter 11 MONEY, INTEREST, REAL GDP, AND THE PRICE LEVEL* The Demand for Topic: Influences on Holding 1) The quantity of money that people choose to hold depends on which of the following? I. The price
Chapter 8 Inflation This chapter examines the causes and consequences of inflation. Sections 8.1 and 8.2 relate inflation to money supply and demand. Although the presentation differs somewhat from that
The National Accounts and the Public Sector by Casey B. Mulligan Fall 2010 Factors of production help interpret the national accounts. The factors are broadly classified as labor or (real) capital. The
Macroeconomics 2301 Potential questions and study guide for exam 2 Any 6 of these questions could be on your exam! 1. GDP is a key concept in Macroeconomics. a. What is the definition of GDP? b. List and
The impact on the UK economy of a reduction in fuel duty Report for Fair Fuel UK March 2012 Centre for Economics and Business Research Ltd. Unit 1, 4 Bath Street, London EC1V 9DX t: 020 7324 2850 f: 020
Manuscript Click here to view linked References Is Temporary Emigration of Unskilled Workers A Solution to the Child Labor Problem? 1 Sylvain Dessy 2 Tiana Rambeloma 3 November 2009. Abstract: As the incidence
Economic Systems The way a country s resources are owned and the way that country takes decisions as to what to produce, how much to produce and how to distribute what has been produced determine the type
HW 2 Macroeconomics 102 Due on 06/12 1.What are the three important macroeconomic goals about which most economists, and society at large, agree? a. economic growth, full employment, and low interest rates
Striking it Richer: The Evolution of Top Incomes in the United States (Updated with 2009 and 2010 estimates) Emmanuel Saez March 2, 2012 What s new for recent years? Great Recession 2007-2009 During the
Chapter 5 MEASURING GDP AND ECONOMIC GROWTH* Key Concepts Gross Domestic Product Gross domestic product, GDP, is the market value of all the final goods and services produced within in a country in a given
International Comparison Program [03.03] Guidelines for the User Cost Method to calculate rents for owner occupied housing Global Office 3 rd Technical Advisory Group Meeting June 10-11, 2010 Paris, France
Page 1 of 13 ASSIGNMENT 1 ST SEMESTER : MACROECONOMICS (MAC) ECONOMICS 1 (ECO101) STUDY UNITS COVERED : STUDY UNITS 1 AND 2 DUE DATE : 3:00 p.m. 19 MARCH 2013 TOTAL MARKS : 100 INSTRUCTIONS TO CANDIDATES
Public Disclosure Authorized Public Disclosure Authorized Public Disclosure Authorized Public Disclosure Authorized Agricultural Protection and Poverty in Indonesia: A General Equilibrium Analysis Peter
ECON 3312 Macroeconomics Exam 3 Fall 2014 Name MULTIPLE CHOICE. Choose the one alternative that best completes the statement or answers the question. 1) Everything else held constant, an increase in net
Competency: Comparative Economic Systems 1. Use basic economic concepts (e.g., supply and demand; production, distribution, and consumption; labor, wages, and capital; inflation and deflation; market economy
Wright State University CORE Scholar Economic Development Center for Urban and Public Affairs 2010 Economic Impact Analysis of School Facility Construction Wright State University, Center for Urban and
Macroeconomia Capitolo 7 Seguire l andamento della macroeconomia PowerPoint Slides by Can Erbil 2006 Worth Publishers, all rights reserved What you will learn in this chapter: How economists use aggregate
Construction Economics & Finance Module 6 Lecture-1 Financial management: Financial management involves planning, allocation and control of financial resources of a company. Financial management is essential
CHAE Review Financial Statements, Capital Leases & Forms of Business This is a complete review of the two volume text book, Certified Hospitality Accountant Executive Study Guide, as published by The Educational
A Macroeconomic Perspective on the Real Sector: Growth, Economic Fluctuations and Inflation Workshop for Staff of Ministry of National Planning and Economic Development Nay Pyi Taw, Myanmar June 2 3, 2014
KrugmanMacro_SM_Ch07.qxp 11/9/05 4:47 PM Page 87 Tracking the Macroeconomy 1. Below is a simplified circular-flow diagram for the economy of Micronia. a. What is the value of GDP in Micronia? b. What is
1 Objectives for Chapter 10 The Circular Flow Model At the end of Chapter 10, you will be able to answer the following: 1. Explain the basic circular flow model. 2. Define "consumption" and "saving" 3.
East African Community and Poverty Alleviation in Uganda: Micro Simulations in a CGE Model Proposal to be presented at GTAP Conference, Addis Ababa Mr Niringiye Aggrey Makerere University Aggrey1970@yahoo.com
ANNEX 1 - MACROECONOMIC IMPLICATIONS FOR ITALY OF ACHIEVING COMPLIANCE WITH THE DEBT RULE UNDER TWO DIFFERENT SCENARIOS The aim of this note is first to illustrate the impact of a fiscal adjustment aimed
Calculator Descriptions and Updated 18/10/2013 Basic Loan Repayments This calculator compares 4 different loan scenarios using the minimum required inputs. The end statement compares the least expensive
CONCEPT OF MACROECONOMICS Macroeconomics is the branch of economics that studies economic aggregates (grand totals):e.g. the overall level of prices, output and employment in the economy. If you want to
HELP Interest Rate Options: Equity and Costs Bruce Chapman and Timothy Higgins July 2014 Abstract This document presents analysis and discussion of the implications of bond indexation on HELP debt. This
FINANCIAL STATEMENTS Years Ended June 30, 2014 and 2013 STATEMENTS OF FINANCIAL POSITION June 30, 2014 and 2013 A S S E T S 2014 2013 CURRENT ASSETS Cash and cash equivalents $ 761,322 $ 648,987 Investments
Fiscal Stimulus Improves Solvency in a Depressed Economy Dennis Leech Economics Department and Centre for Competitive Advantage in the Global Economy University of Warwick firstname.lastname@example.org Published
Name: Date: 1. GDP is all of the following except the total: A) expenditure of everyone in the economy. B) income of everyone in the economy. C) expenditure on the economy's output of goods and services.
CHAPTER Accounting for Leases OBJECTIVES After careful study of this chapter, you will be able to: 1. Explain the advantages of leasing. 2. Understand key terms related to leasing. 3. Explain how to classify
10 MEASURING A NATION S INCOME WHAT S NEW IN THE FIFTH EDITION: There is more clarification on the GDP deflator. The Case Study on Who Wins at the Olympics? is now an FYI box. LEARNING OBJECTIVES: By the
CHOICES The magazine of food, farm and resource issues Second Quarter 2003 A publication of the American Agricultural Economics Association Policy Uses of Economic Multiplier and Impact Analysis By David
Prudential Standard LPS 340 Valuation of Policy Liabilities Objective and key requirements of this Prudential Standard The ultimate responsibility for the value of a life company s policy liabilities rests
FEDERAL RESERVE BANK OF NEW YORK IN ECONOMICS AND FINANCE December 19 Volume 5 Number 16 Explaining the Recent Divergence in Payroll and Household Employment Growth Chinhui Juhn and Simon Potter Each month,
MARCH 2013 Number 109 Gender Equality and Economic Growth in Brazil Pierre-Richard Agénor and Otaviano Canuto This note studies the long-run impacts of policies aimed at fostering gender equality on economic
The American Institute for Contemporary German Studies at The Johns Hopkins University, Inc. Financial Statements and Independent Auditor s Report The American Institute for Contemporary German Studies
Prof. Dr. Thomas Steger Advanced Macroeconomics II Lecture SS 2012 6. Budget Deficits and Fiscal Policy Introduction Ricardian equivalence Distorting taxes Debt crises Introduction (1) Ricardian equivalence
Name: Solutions Cosumnes River College Principles of Macroeconomics Problem Set 11 Will Not Be Collected Fall 2015 Prof. Dowell Instructions: This problem set will not be collected. You should still work
CHAPTER 20 GROSS DOMESTIC PRODUCT ACCOUNTING Chapter in a Nutshell Gross domestic product was introduced in the previous chapter as a basic measure of macroeconomic performance. This chapter identifies
Analysing the links between Growth, Employment, and Productivity in Rwanda IPAR CONFERENCE, 2013 By Dickson Malunda, PhD (IPAR-RWANDA) Concerns with jobless growth as major obstacle for the poor to benefit
KILM 16. Labour productivity Introduction This chapter presents information on labour productivity for the aggregate economy with labour productivity defined as output per unit of labour input (persons
Some micro- and macro-economics of offshore wind* EPSRC SUPERGEN Wind Energy Hub University of Strathclyde May 2016 Fraser of Allander Institute Energy Modelling Team Fraser of Allander Institute Department
Section II Question 6 The earning member of a family aged 35 years expects to earn till next 25 years. He expects an annual growth of 8% in his existing net income of Rs. 5 lakh p.a. If he considers an
Current and Non-Current Assets as Part of the Regulatory Asset Base. (The Return to Working Capital: Australia Post) R.R.Officer and S.R Bishop 1 4 th October 2007 Overview Initially, the task was to examine
An Evaluation of the Possible Macroeconomic Impact of the Income Tax Reduction in Malta Article published in the Quarterly Review 2015:2, pp. 41-47 BOX 4: AN EVALUATION OF THE POSSIBLE MACROECONOMIC IMPACT
The Macrotheme Review A multidisciplinary journal of global macro trends Measuring and Forecasting Inequality Based on Money Income and on Consumption Bulat Mukhamediyev*, Svetlana Kunitsa**, Tatyana Kudasheva***
THE MAGNITUDE AND CAUSES OF ARIZONA S LOW PER CAPITA INCOME February 2010 Dennis Hoffman, Ph.D. Professor, Department of Economics; Director, L. William Seidman Research Institute; and Director, Office
Technical Report International Workshop on Household Income, Consumption and Full Accounting of the Households Sector, Beijing, China, 26-28 March 2012 Viet Vu 9 April 2012 This report focuses mainly on
BENEVOLENT HEALTHCARE FOUNDATION DBA PROJECT C.U.R.E. FINANCIAL STATEMENTS MAY 31, 2014 C O N T E N T S Independent Auditors Report 2-3 Statements of Financial Position 4 Statements of Activities 5 Statements
Improvement in Real GDP Estimation by Production Approach Zhang Dongyou 1. Summarize As GDP estimation at current price, production approach for China GDP estimation at constant price which based on National
Eagan, Minnesota FINANCIAL STATEMENTS Including Independent Auditors' Report As of and For the Years Ended December 31,2014 and 2013 TABLE OF CONTENTS Independent Auditors' Report Statements of Financial
Chapter 12 Unemployment and Inflation Multiple Choice Questions 1. The origin of the idea of a trade-off between inflation and unemployment was a 1958 article by (a) A.W. Phillips. (b) Edmund Phelps. (c)
GOVERNMENT EXPENDITURE & REVENUE SCOTLAND 2013-14 MARCH 2015 GOVERNMENT EXPENDITURE & REVENUE SCOTLAND 2013-14 MARCH 2015 The Scottish Government, Edinburgh 2015 Crown copyright 2015 This publication is
INCOME DISTRIBUTION DATA REVIEW - FRANCE 1. Available data sources used for reporting on income inequality and poverty 1.1. OECD reporting: OECD income distribution and poverty indicators for France are
MEASURING INCOME FOR DISTRIBUTIONAL ANALYSIS Joseph Rosenberg Urban-Brookings Tax Policy Center July 25, 2013 ABSTRACT This document describes the income measure the Tax Policy Center (TPC) uses to analyze