ERD TECHNICAL NOTE SERIES NO. 3 ECONOMICS AND RESEARCH DEPARTMENT Measuring Willingness to Pay for Electricity Peter Choynowski July 2002 Asian Development Bank ERD Technical Note No. 3 Measuring Willingness to Pay for Electricity Peter Choynowski July 2002 Peter Choynowski is an Economist with the Economic Analysis and Operations Support Division of the Economics and Research Department, Asian Development Bank. Asian Development Bank P.O. Box 789 0980 Manila Philippines 2002 by Asian Development Bank July 2002 ISSN 1655-5236 The views expressed in this paper are those of the author(s) and do not necessarily reflect the views or policies of the Asian Development Bank. Foreword The ERD Technical Note Series deals with conceptual, analytical, or methodological issues relating to project/program economic analysis or statistical analysis. Papers in the Series are meant to enhance analytical rigor and quality in project/program preparation and economic evaluation, and improve statistical data and development indicators. ERD Technical Notes are prepared mainly, but not exclusively, by staff of the Economics and Research Department, their consultants, or resource persons primarily for internal use, but may be made available to interested external parties. Table of Contents Abstract v I. Introduction 1 II Derivation of the Electricity Demand Function A. The Household Demand for Electricity B. The Firm’s Demand for Electricity C. A Functional Form for the Demand for Electricity 3 3 5 6 III. An Illustrative Example 7 IV. Conclusions 8 Appendix 9 References 12 Abstract The measurement of willingness to pay for electricity relies critically on a reliable estimate of the demand for electricity function. However, standard microeconomic theory falls short in providing a plausible framework within which such estimation could be made, at least in the case of electricity. Empirical work to date generally tends to assume that the demand for electricity has no satiation point. Many electricity demand models assume a constant price elasticity, which implies infinite demand at low prices. Many demand models also do not allow for the possibility of goods at zero price because the price variable is in logarithmic form for which zero is undefined. The purpose of this technical note is to propose a plausible functional form for the demand for electricity. The proposed functional form is consistent with two properties of electricity demand functions for households and firms, namely, the negative relationship between price and quantity, and the finiteness of demand at zero price. The technical note also demonstrates that this functional form of the demand function leads to easily estimable economic benefits of electricity. I. Introduction Measuring willingness to pay for electricity relies critically on a reliable estimate of the demand for electricity function. However, standard microeconomic theory falls short in providing a plausible framework within which such estimation could be made, at least in the case of electricity. Empirical work to date generally tends to assume that the demand for goods has no satiation point. Many electricity demand models (for a survey of some of these models, see Taylor 1975 and Westley 1989) assume a constant price elasticity, which implies the double logarithmic functional form.1 It also implies infinite demand at low prices. It is intuitive that, even at zero price, the demand for some goods will be finite. Many single equation and demand system models also do not allow for the possibility of goods at zero price because the price variable is in logarithmic form for which zero is undefined. The main examples of these models are Stone’s (1954) double logarithmic demand model; Theil’s (1965) and Barten’s (1966) Rotterdam model; the translog model of Christensen, Jorgensen, and Lau (1975), and the almost ideal demand system of Deaton and Muellbauer (1980b). Nan and Murry (1992) developed a demand model that overcomes some of the theoretical shortcomings of the double logarithmic functional form identified by Deaton and Muellbauer(1980a), but it still employs the logarithmic price term. Although the use of a logarithmic price variable in econometric studies of electricity demand has little a priori justification, recent studies, for example Haas and Schipper (1998) and Beenstock, Goldin, and Nabot (1999), demonstrate the continuing popularity and use of this variable. Empirical studies have typically treated electricity as just one good of many consumed by households. Strictly speaking, this is correcthouseholds do consume electricity. But the demand for electricity is a derived demand and is essentially an input into the production of services from a stock of electricity-consuming equipment in the household. Electricity is never consumed on its own and, moreover, cannot be stored in an economical way. Therefore, there should be no reason to assume that electricity enters directly into a household’s utility function. Rather it should be expected that it enters indirectly through the user cost associated with the services produced by the electricityconsuming equipment. Consequently, the demand for electricity function cannot be derived using the normal constrained utility maximization procedure. In practice, electricity demand models are seldom employed for measuring willingness to pay because sufficient amounts of data are not available, especially in developing countries. The usual approach is to calculate consumer surplus (CS) on the basis of a linear electricity demand function.2 Consumer surplus is estimated as: CS = 1 2 ( p Α − pΒ ) (q Β − q Α ) (1) The linear demand function is often selected because only two data points are needed to estimate its parameters. One data point is the price and quantity of an alternative source of energy Deaton and Muellbauer (1980a) have shown that the double logarithmic demand function is not consistent with consumer theory because it violates the adding up condition. 2 Consumer surplus plus revenue equals gross economic benefit (or willingness to pay) by definition. See Figure 1 for a graphical representation. 1 1 ERD Technical Note No. 3 July 2002 consumed (converted to electrical units), for example kerosene, in an area where electricity is not available (point A in Figure 1). Data on the quantity of the alternative source of energy consumed is usually obtained from surveys while the price is obtained from market data. The other data point is the quantity of electricity consumed by the representative household and the corresponding average price paid for the consumption (point B in Figure 1). This information is readily available from the utility supplying the electricity. Figure 1. A Linear Demand Function for Electricity p pA A B pB qB qA q From a mathematical perspective, a straight line closely approximates a curve for small changes in the variables and therefore the use of a linear demand function is justified. More often than not, however, the change in the price variable in the case of estimating willingness to pay for electricity is not small and the straight-line assumption does not hold. Therefore, to reflect curvature in the demand function, the practice has been to modify equation (1) to: CS = (: (c + :)) ( p Α − p Β ) (q Β − q Α ) (2) where c is a proportionality factor greater or equal to unity. The parameter c may be calculated with a third data point. Unfortunately, a third data point is rarely available and consequently an assumption is usually made regarding the value of this parameter. Values in the range of 1.5 to 3 are often used. In the case of equation (1), c = 1. There are two principal weaknesses of this approach to measuring willingness to pay. First, there is no theoretical basis for the linear demand function and the use of it is essentially a matter of convenience. Second, the assignment of a value to the parameter c is often arbitrary and leads to an arbitrary valuation of consumer surplus. The arbitrary nature of the linear demand function, the shortcomings in applying constrained utility maximization to derive a demand for electricity function, and the need for a demand function that allows satiation indicate that an alternate approach to deriving the demand for electricity function is needed. The purpose of this technical note is to discuss such an approach. 2 Measuring Willingness to Pay for Electricity II. A. Derivation of the Electricity Demand Function The Household Demand for Electricity In deriving the demand for electricity function, one begins with an individual’s or household’s utility function U such as ( U = U q g 1 ,..., q g m , q s 1 ,..., q s n ) where q gi and q sj are quantities of goods and services consumed, respectively. When the utility function is maximized subject to a budget constraint, ordinary demand functions for each good and service may be derived. These demand functions relate the quantity of the good or service demanded to income and all prices (in the case of goods) and user costs (in the case of services). Let us assume a single composite piece of electricity-consuming equipment to represent all such equipment to simplify exposition. The demand function for the services from this stock of equipment q se will be ( q se = f y , p se , a ` ) (3) where y is income, pse is the user cost of qse, and po is a vector of all other prices and user costs. For a normal good, the user cost is negatively related to the quantity demanded, that is, df/dpse < 0. Since the user cost pse, of which the electricity price is a component, is negatively related to the quantity of services demanded from electricity-consuming equipment, it may be shown that the electricity price is also negatively related to the quantity of electricity demanded. The user cost and the price of electricity are positively related because the electricity price is a component of user cost. Thus, ( ) p se = g p e (4) where dg/dpe > 0 and pe is the price of electricity. The quantity of electricity demanded qe is also positively related to the quantity of services from electricity-consuming equipment because of technology. Thus, ( ) q e = h q se (5) where dh/dqse > 0. Substituting equation (4) into (3) and then substituting the result into equation (5), one gets ( ( ( ))) qe = h f g pe (6) Differentiating equation (6) with respect to pe, one gets 3 ERD Technical Note No. 3 July 2002 ( )( )( dq e dp e = dh dq se df dp se dg dp e ) and thus dqe/dpe < 0, that is, the electricity demand function is negatively sloped with respect to its price. Figure 2. A Household Demand Function for the Services of Electricity-consuming Equipment Pse * pse (pe=p ) A A Pse (pe=0) B B qse A qse B qse The demand for electricity should also have an upper bound. For a given stock of electricityconsuming equipment, the amount of electricity that is consumed is determined by the user cost of electricity-consuming equipment, composed of the electricity price and other costs such as capital depreciation, maintenance, etc. This is represented by point A in Figure 2. At point A, the user cost is pseA where the subsumed electricity price is pe = p* and corresponds to quantity qseA. If the electricity price is allowed to fall to zero, the user cost will also fall, but only to pseB because the cost of other components has not changed. Electricity demand will increase by some proportion of pe Figure 3. An Electricity Demand Function qemax 4 qe Measuring Willingness to Pay for Electricity qseB – qseA, depending on the relationship between the electricity-consuming equipment and the amount of electricity needed to power it. As long as no other components of the user cost change, the demand for electricity cannot be increased and thus an upper bound on electricity demand vis-àvis the electricity price has been reached. Thus, a household electricity demand function would resemble the curve in Figure 3. The maximum amount of electricity that can be possibly consumed, qemax, depends on the stock of electricity-consuming equipment. This stock, in turn, depends on the consumer’s income, the prices of other energy forms, and consumer tastes and preferences. B. The Firm’s Demand for Electricity The demand for electricity by firms follows a similar pattern. Microeconomic theory shows that the demand for an input by a firm, such as electricity, is negatively related to its price. It can also be shown that there exists an upper bound for the demand for electricity. The demand for a good qgA produced by firms is determined by its market and is a function of the marginal cost of production, that is, its price, pgA (point A in Figure 4). As in the case of the household, marginal cost subsumes the price of electricity, pe = p*. If the electricity price were to fall to zero, the market price of the good would fall by an equivalent amount, ceteris paribus. Thus, the amount of the good demanded would rise (point B in Figure 4). In response, the demand for electricity would rise by a proportional amount. Thus, as in the household case, as long as no other components of the production cost change, the demand for electricity cannot be increased and an upper bound on electricity demand vis-à-vis the electricity price is reached. The form of the electricity demand function would therefore be similar to the curve in Figure 3. Figure 4. A Demand Function for a Firm’s Output pg A pg (pe=p*) A B Pg (pe=0) B qg qg A B 5 qg ERD Technical Note No. 3 July 2002 C. A Functional Form for the Demand for Electricity The above exposition leads to a functional form for the household demand for electricity. If it may be assumed that the demand for electricity function is smooth and continuous, then the class of functions that resembles the curve in Figure 3, that is, one that includes an intercept on the abscissa, passes through any other feasible point in (qe,pe)-space, and is not a straight line, is ln q e = α + βρ e (7) where ln is the natural logarithm and α >0, β < 0. The price variable is in real terms. The upper bound of electricity demand (when the price is zero) is given by eα (Figure 5) and β is the price semielasticity of demand. The price elasticity is given by ( )( ) η p = dq e dp e p e q e = βp e (8) which varies with the price level, as may be expected. This functional form also has the desirable property that willingness to pay rises exponentially as demand falls, as suggested by economic theory. The parameter α depends on income, prices of other energy forms, and other variables. Figure 5. Semilog Demand Function for Electriciy pe po p1 qo q1 e qe In the case of the firm, the electricity demand function may be derived algebraically under the assumption that the production function is weakly separable and the marginal product of electricity falls to zero over a range of feasible output levels. The production function that satisfies these conditions is ( ) ( ) y = q e ln q e − α − : β + g x o (9) where y is output, xo is a vector of other inputs into the production process, and α >0, β < 0. Solving the profit maximization problem results in the same demand for electricity function given in equation (7). 6 Measuring Willingness to Pay for Electricity This functional form (7) readily lends itself to calculating the economic benefit (EB) of electricity. The economic benefit is simply the area beneath the demand curve (Figure 5), that is, q EB = ∫ q : p e dq e (10) 9 where q0 to q1 is the range of integration. Integrating with respect to qe results in an economic benefit of EB = q: ( p: − : β ) − q 9 ( p9 − : β ) (11) where p0 and p1 are prices corresponding to q0 and q1, respectively. III. An Illustrative Example The demand for electricity function may be estimated econometrically if sufficient data is available or by means of a survey. The econometric approach normally requires at least 20 years of time-series data on electricity sales, the marginal price of the electricity sold, and economic data such as income, the price of alternate fuels (kerosene, gas, wood, etc.), and weather and demographic data. Sufficient data are often not available, electricity supply may be constrained, and other statistical issues arise, such as the identification problem. It also may not be possible to relate the resultant parameters of the econometric analysis from a relatively large group of existing consumers, say on a country level, to the consumer group under investigation. Therefore, the econometric approach is usually used sparingly. The survey approach is likely easier to apply. The electrification of a village in the rural area is used here as an illustrative example. Households in villages usually share similar economic and demographic characteristics and thus there is likely little need to collect this kind of data. This approach usually begins with a survey of two villages: the village to be electrified, and another village already electrified but with a similar population size, and economic and demographic characteristics. The differences in the consumption of all energy in these villages may therefore be attributed to the electrification project. The necessary data from the nonelectrified village includes consumption of the various forms of energy and the prices paid for them. In the electrified village, similar data are collected along with the data on electricity consumption and its price. The survey may find that households without access to electricity use kerosene for lighting while those with access use electric lighting as well as electricity for fans, radios, television, etc. Other energy consumption, for example gas for cooking, may remain the same for both villages. The kerosene that is displaced by electric lighting is a resource cost saving to the economy and the economic benefit of this should be valued accordingly. Normally, more electric lighting is used than the equivalent in kerosene form. This excess electricity consumption along with that used for other purposes is incremental consumption induced by electricity’s lower price and other positive externalities and is valued in terms of willingness to pay. The price paid for kerosene lighting is an indication of the willingness to pay for the quantity of lighting consumed. In this illustrative example, willingness to pay for kerosene by the representative household is $0.20 per kWh equivalent for 30 kWh per month equivalent. In Figure 5, this would correspond to point (q0, p0). 7 ERD Technical Note No. 3 July 2002 The quantity of kerosene consumed is an average for all households surveyed in the nonelectrified village. Billing data for households in the electrified village shows that, at a marginal price of $0.08 per kWh, households on average consume 60 kWh of electricity per month. Therefore, with the electrification project, consumption is expected to rise to 60 kWh per month in the nonelectrified village, or an incremental 30 kWh per month. This corresponds to point (q1, p1) in Figure 5. The parameter β in equation (7) is therefore estimated as β = (ln q: − ln q 9 ) ( p: − p9 ) = (4.09 – 3.40)/(0.08 – 0.20) = –5.78 and parameter α is α = ln q: − βp: = 4.09 + 5.78*0.08 = 4.56 The economic benefit of the incremental 30 kWh per month consumption given by equation (11) and is calculated as EB = q: ( p: − : B ) −q 9 ( p9 − : β ) = 60(0.08 + 0.17) – 30(0.20 + 0.17) = $3.903 IV. Conclusions The purpose of this technical note is to propose a plausible functional form for the demand for electricity. The functional form proposed in this note is consistent with two properties of electricity demand functions for households and firms, namely, the negative relationship between the price and quantity, and the finiteness of demand at zero price. This note also demonstrates that this functional form of the demand function leads to easily estimable economic benefits of electricity. The above approach of measuring willingness to pay is applicable to other sectors where demand is finite, for example, in telecommunications and water supply. Appendix 1 provides an example in the telecommunications sector.4 3A 4 demand for electricity function approximated by a straight line estimates the economic benefit using the same data at $4.20. The project performance audit report for the Southern Provincial Towns Water Supply Project in the Lao People’s Democratic Republic (Asian Development Bank 2000) provides another example in the water supply sector. 8 Measuring Willingness to Pay for Electricity Appendix 1 Willingness to Pay for Telephone Services in Rural Thailand5 The measurement of an individual’s willingness to pay for goods or services for which there is a saturation point or finite demand even at zero price, such as telephone services, relies on a reliable estimate of a demand function. However, standard microeconomic theory falls short in providing a plausible framework within which such estimation could be made. Empirical work to date has generally tended toward assuming that the demand for goods or services has no saturation point. Many demand models assume a constant price elasticity, which implies infinite demand at prices approaching zero. Moreover, some single equation and demand system models do not allow for the possibility of goods at zero price because the price variable is in logarithmic form for which zero is undefined. It is intuitive that, even at zero price, the demand for some goods and services would be finite. In general, the demand for telephone services is a finite demand, even at zero price. Consumers are physically bound by the number of hours in any time period that could be devoted to making telephone calls. In regions such as North America where there is no charge for local telephone calls, it is observed that consumers limit the number of telephone calls they make. A socioeconomic study in the mid-1990s found several additional characteristics on the demand for telephone services in the rural areas of Thailand.6 More than 80 percent of telephone calls are for personal reasons; the balance is for business-related matters such as banking and dealing with government agencies. The average length of a telephone call is 5 minutes. Thus, consumers in rural areas tend to use telephone services for functional purposes such as keeping in touch with relatives and business-related matters. Rural telephones are also perceived as a new service. It has not substituted, to any great extent, traditional forms of communication, such as letter writing and travel. Therefore, the demand for rural telephone calls is primarily an incremental demand. These characteristics provide a guide for a functional form for the demand for telephone calls by an individual in the rural areas of Thailand. First, a quasilinear utility function (U) for a representative individual may be assumed, the form of which is U = V (q ) + λM (1) where V is a utility function for telephone calls only, q is the quantity of telephone calls demanded, M is a composite commodity called “money”, and λ is the marginal utility of money. The quasilinear utility function is separable and strongly additive and is appropriate because the demand for telephone calls is usually independent of the demand for other goods and services. This functional form also assumes that the marginal utility of money is constant or, equivalently, that the income effect is zero, an assumption that is reasonable for an individual whose demand of telephone calls is relatively small compared to other goods and services. The utility function for telephone calls V selected for the analysis is V = (ln q − α − :) q β (2) where ln is the natural logarithm, α>0 and β<0. This utility function has the desirable property of diminishing marginal utility. It also has a point where satiation occurs (lnq = α), that is, a point of demand where marginal utility is zero. The constrained maximization of utility leads to the following demand function 5 6 This appendix is reproduced from the project performance audit report for the Second Rural Telecommunications Project in Thailand (Asian Development Bank 2001). TA 2381-THA: Socioeconomic Impact Study of Rural Telecommunications in Thailand, for $200,000, approved on 22 August 1995. 9 ERD Technical Note No. 3 July 2002 ln q = α + β λp (3) The upper bound of the demand for telephone calls function (when the price is zero) is given by eα and βλ is the price semi-elasticity of demand. The price elasticity is given by η p = (dq dp )( p q ) = βλp (4) which varies with the price level, as may be expected. The demand function also has the desirable property that willingness to pay rises exponentially as demand falls, as suggested by economic theory.7 Thus, the functional form incorporates the following three characteristics. First, it is negatively sloped with respect to price, as economic theory suggests for a normal good. Second, it is a smooth and continuous function. And third, it intercepts the abscissa to allow for the finiteness of the demand for telephone calls. The economic benefit (EB) derived from a new telephone service is the area beneath the demand curve (Figure 1). The quantity of telephone calls demanded is q* at the given price of p*. Figure 1. Semilog Household Demand Function for Telephone Calls p p* q q* The demand curve (3) readily lends itself to calculating the economic benefit of telephone calls, namely, * EB = ∫ q0 pdq (5) Integrating with respect to q results in an economic benefit of ( EB = q * p * − : λβ ) (6) Estimation of the Demand for Telephone Calls Function The parameters of the demand for telephone calls function (3) were estimated from data collected in March 2001 by a survey of 23 individuals with similar socioeconomic characteristics resident in the rural areas within reasonable access to the rural telecommunications network. Individuals were asked questions about their current telephone usage and about two hypothetical scenarios: one on telephone usage if there was no 7 Equation (3) should normally be used to estimate demand functions of consumers with the same socioeconomic characteristics because of the absence of an income variable. If income varies significantly among consumers, an income variable should be included in equation (3). 10 Measuring Willingness to Pay for Electricity telephone service available nearby and travel to the next nearest telephone in another village was necessary; and the other on telephone usage if telephone calls were free. From the survey responses, it was found that there was a distinct pattern in telephone usage. If no telephone were available nearby, on average, rural people would make four telephone calls per month at an average cost of B62 per 5-minute call. These calls were primarily to relatives and friends and sometimes for business purposes. If telephone calls were free, survey responders indicated that they would likely make one call a day, or about 30 telephone calls per month. This information indicates that the parameter α has a value of 3.4012 while βλ has a value of –0.0325, or the following demand for telephone calls function, lnq = 3.4012 – 0.0325p (7) The accuracy of the demand for telephone calls model (7) was verified by comparing actual telephone usage and the price paid with that predicted by (7). The comparison concluded that the demand for telephone calls model is reasonably accurate. 11 ERD Technical Note No. 3 July 2002 References Asian Development Bank, 2000. Project Performance Audit Report on the Southern Provincial Towns Water Supply Project in the Lao People’s Democratic Republic. Manila. , 2001. Project Performance Audit Report on the Second Rural Telecommunications Project in Thailand. Manila. Barten, A., 1966. Theorie en emperie van een volledig stelsel van vraagvergelijkingen. Doctoral dissertation, University of Rotterdam, Rotterdam. Beenstock, M., E. Goldin, and D. 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Malcolm Dowling, Jr., December 1983 Effects of External Shocks on the Balance of Payments, Policy Responses, and Debt Problems of Asian Developing Countries —Seiji Naya, December 1983 Changing Trade Patterns and Policy Issues: The Prospects for East and Southeast Asian Developing Countries —Seiji Naya and Ulrich Hiemenz, February 1984 Small-Scale Industries in Asian Economic Development: Problems and Prospects —Seiji Naya, February 1984 A Study on the External Debt Indicators Applying Logit Analysis —Jungsoo Lee and Clarita Barretto, February 1984 Alternatives to Institutional Credit Programs in the Agricultural Sector of Low-Income Countries —Jennifer Sour, March 1984 Economic Scene in Asia and Its Special Features —Kedar N. Kohli, November 1984 The Effect of Terms of Trade Changes on the Balance of Payments and Real National Income of Asian Developing Countries —Jungsoo Lee and Lutgarda Labios, January 1985 Cause and Effect in the World Sugar Market: Some Empirical Findings 1951-1982 —Yoshihiro Iwasaki, February 1985 Sources of Balance of Payments Problem in the 1970s: The Asian Experience —Pradumna Rana, February 1985 India’s Manufactured Exports: An Analysis of Supply Sectors —Ifzal Ali, February 1985 Meeting Basic Human Needs in Asian Developing Countries —Jungsoo Lee and Emma Banaria, March 1985 The Impact of Foreign Capital Inflow on Investment and Economic Growth in Developing Asia —Evelyn Go, May 1985 The Climate for Energy Development in the Pacific and Asian Region: Priorities and Perspectives —V.V. Desai, April 1986 Impact of Appreciation of the Yen on Developing Member Countries of the Bank —Jungsoo Lee, Pradumna Rana, and Ifzal Ali, May 1986 Smuggling and Domestic Economic Policies in Developing Countries —A.H.M.N. Chowdhury, October 1986 Public Investment Criteria: Economic Internal Rate of Return and Equalizing Discount Rate —Ifzal Ali, November 1986 Review of the Theory of Neoclassical Political Economy: An Application to Trade Policies —M.G. Quibria, December 1986 Factors Influencing the Choice of Location: Local and Foreign Firms in the Philippines —E.M. Pernia and A.N. Herrin, February 1987 A Demographic Perspective on Developing Asia and Its Relevance to the Bank No. 41 No. 42 No. 43 No. 44 No. 45 No. 46 No. 47 No. 48 No. 49 No. 50 No. 51 No. 52 No. 53 No. 54 No. 55 —E.M. Pernia, May 1987 Emerging Issues in Asia and Social Cost Benefit Analysis —I. Ali, September 1988 Shifting Revealed Comparative Advantage: Experiences of Asian and Pacific Developing Countries —P.B. Rana, November 1988 Agricultural Price Policy in Asia: Issues and Areas of Reforms —I. Ali, November 1988 Service Trade and Asian Developing Economies —M.G. Quibria, October 1989 A Review of the Economic Analysis of Power Projects in Asia and Identification of Areas of Improvement —I. Ali, November 1989 Growth Perspective and Challenges for Asia: Areas for Policy Review and Research —I. Ali, November 1989 An Approach to Estimating the Poverty Alleviation Impact of an Agricultural Project —I. Ali, January 1990 Economic Growth Performance of Indonesia, the Philippines, and Thailand: The Human Resource Dimension —E.M. Pernia, January 1990 Foreign Exchange and Fiscal Impact of a Project: A Methodological Framework for Estimation —I. Ali, February 1990 Public Investment Criteria: Financial and Economic Internal Rates of Return —I. Ali, April 1990 Evaluation of Water Supply Projects: An Economic Framework —Arlene M. Tadle, June 1990 Interrelationship Between Shadow Prices, Project Investment, and Policy Reforms: An Analytical Framework —I. Ali, November 1990 Issues in Assessing the Impact of Project and Sector Adjustment Lending —I. Ali, December 1990 Some Aspects of Urbanization and the Environment in Southeast Asia —Ernesto M. Pernia, January 1991 No. 56 No. 57 No. 58 No. 59 No. 60 No. 61 No. 62 No. 63 No. 64 No. 65 No. 66 No. 67 Financial Sector and Economic Development: A Survey —Jungsoo Lee, September 1991 A Framework for Justifying Bank-Assisted Education Projects in Asia: A Review of the Socioeconomic Analysis and Identification of Areas of Improvement —Etienne Van De Walle, February 1992 Medium-term Growth-Stabilization Relationship in Asian Developing Countries and Some Policy Considerations —Yun-Hwan Kim, February 1993 Urbanization, Population Distribution, and Economic Development in Asia —Ernesto M. Pernia, February 1993 The Need for Fiscal Consolidation in Nepal: The Results of a Simulation —Filippo di Mauro and Ronald Antonio Butiong, July 1993 A Computable General Equilibrium Model of Nepal —Timothy Buehrer and Filippo di Mauro, October 1993 The Role of Government in Export Expansion in the Republic of Korea: A Revisit —Yun-Hwan Kim, February 1994 Rural Reforms, Structural Change, and Agricultural Growth in the People’s Republic of China —Bo Lin, August 1994 Incentives and Regulation for Pollution Abatement with an Application to Waste Water Treatment —Sudipto Mundle, U. Shankar, and Shekhar Mehta, October 1995 Saving Transitions in Southeast Asia —Frank Harrigan, February 1996 Total Factor Productivity Growth in East Asia: A Critical Survey —Jesus Felipe, September 1997 Foreign Direct Investment in Pakistan: Policy Issues and Operational Implications —Ashfaque H. Khan and Yun-Hwan Kim, July 1999 Fiscal Policy, Income Distribution and Growth —Sailesh K. Jha, November 1999 ECONOMIC STAFF PAPERS (ES) No. 1 No. 2 No. 3 No. 4 No. 5 No. 6 International Reserves: Factors Determining Needs and Adequacy —Evelyn Go, May 1981 Domestic Savings in Selected Developing Asian Countries —Basil Moore, assisted by A.H.M. Nuruddin Chowdhury, September 1981 Changes in Consumption, Imports and Exports of Oil Since 1973: A Preliminary Survey of the Developing Member Countries of the Asian Development Bank —Dal Hyun Kim and Graham Abbott, September 1981 By-Passed Areas, Regional Inequalities, and Development Policies in Selected Southeast Asian Countries —William James, October 1981 Asian Agriculture and Economic Development —William James, March 1982 Inflation in Developing Member Countries: No. 7 No. 8 No. 9 No. 10 No. 11 15 An Analysis of Recent Trends —A.H.M. Nuruddin Chowdhury and J. Malcolm Dowling, March 1982 Industrial Growth and Employment in Developing Asian Countries: Issues and Perspectives for the Coming Decade —Ulrich Hiemenz, March 1982 Petrodollar Recycling 1973-1980. Part 1: Regional Adjustments and the World Economy —Burnham Campbell, April 1982 Developing Asia: The Importance of Domestic Policies —Economics Office Staff under the direction of Seiji Naya, May 1982 Financial Development and Household Savings: Issues in Domestic Resource Mobilization in Asian Developing Countries —Wan-Soon Kim, July 1982 Industrial Development: Role of Specialized No. 12 No. 13 No. 14 No. 15 No. 16 No. 17 No. 18 No. 19 No. 20 No. 21 No. 22 No. 23 No. 24 No. 25 No. 26 No. 27 No. 28 No. 29 No. 30 No. 31 No. 32 No. 33 No. 34 Financial Institutions —Kedar N. Kohli, August 1982 Petrodollar Recycling 1973-1980. Part II: Debt Problems and an Evaluation of Suggested Remedies —Burnham Campbell, September 1982 Credit Rationing, Rural Savings, and Financial Policy in Developing Countries —William James, September 1982 Small and Medium-Scale Manufacturing Establishments in ASEAN Countries: Perspectives and Policy Issues —Mathias Bruch and Ulrich Hiemenz, March 1983 Income Distribution and Economic Growth in Developing Asian Countries —J. Malcolm Dowling and David Soo, March 1983 Long-Run Debt-Servicing Capacity of Asian Developing Countries: An Application of Critical Interest Rate Approach —Jungsoo Lee, June 1983 External Shocks, Energy Policy, and Macroeconomic Performance of Asian Developing Countries: A Policy Analysis —William James, July 1983 The Impact of the Current Exchange Rate System on Trade and Inflation of Selected Developing Member Countries —Pradumna Rana, September 1983 Asian Agriculture in Transition: Key Policy Issues —William James, September 1983 The Transition to an Industrial Economy in Monsoon Asia —Harry T. Oshima, October 1983 The Significance of Off-Farm Employment and Incomes in Post-War East Asian Growth —Harry T. Oshima, January 1984 Income Distribution and Poverty in Selected Asian Countries —John Malcolm Dowling, Jr., November 1984 ASEAN Economies and ASEAN Economic Cooperation —Narongchai Akrasanee, November 1984 Economic Analysis of Power Projects —Nitin Desai, January 1985 Exports and Economic Growth in the Asian Region —Pradumna Rana, February 1985 Patterns of External Financing of DMCs —E. Go, May 1985 Industrial Technology Development the Republic of Korea —S.Y. Lo, July 1985 Risk Analysis and Project Selection: A Review of Practical Issues —J.K. Johnson, August 1985 Rice in Indonesia: Price Policy and Comparative Advantage —I. Ali, January 1986 Effects of Foreign Capital Inflows on Developing Countries of Asia —Jungsoo Lee, Pradumna B. Rana, and Yoshihiro Iwasaki, April 1986 Economic Analysis of the Environmental Impacts of Development Projects —John A. Dixon et al., EAPI, East-West Center, August 1986 Science and Technology for Development: Role of the Bank —Kedar N. Kohli and Ifzal Ali, November 1986 Satellite Remote Sensing in the Asian and Pacific Region —Mohan Sundara Rajan, December 1986 Changes in the Export Patterns of Asian and No. 35 No. 36 No. 37 No. 38 No. 39 No. 40 No. 41 No. 42 No. 43 No. 44 No. 45 No. 46 No. 47 No. 48 No. 49 No. 50 No. 51 No. 52 No. 53 No. 54 No. 55 No. 56 16 Pacific Developing Countries: An Empirical Overview —Pradumna B. Rana, January 1987 Agricultural Price Policy in Nepal —Gerald C. Nelson, March 1987 Implications of Falling Primary Commodity Prices for Agricultural Strategy in the Philippines —Ifzal Ali, September 1987 Determining Irrigation Charges: A Framework —Prabhakar B. Ghate, October 1987 The Role of Fertilizer Subsidies in Agricultural Production: A Review of Select Issues —M.G. Quibria, October 1987 Domestic Adjustment to External Shocks in Developing Asia —Jungsoo Lee, October 1987 Improving Domestic Resource Mobilization through Financial Development: Indonesia —Philip Erquiaga, November 1987 Recent Trends and Issues on Foreign Direct Investment in Asian and Pacific Developing Countries —P.B. Rana, March 1988 Manufactured Exports from the Philippines: A Sector Profile and an Agenda for Reform —I. Ali, September 1988 A Framework for Evaluating the Economic Benefits of Power Projects —I. Ali, August 1989 Promotion of Manufactured Exports in Pakistan —Jungsoo Lee and Yoshihiro Iwasaki, September 1989 Education and Labor Markets in Indonesia: A Sector Survey —Ernesto M. Pernia and David N. Wilson, September 1989 Industrial Technology Capabilities and Policies in Selected ADCs —Hiroshi Kakazu, June 1990 Designing Strategies and Policies for Managing Structural Change in Asia —Ifzal Ali, June 1990 The Completion of the Single European Community Market in 1992: A Tentative Assessment of its Impact on Asian Developing Countries —J.P. Verbiest and Min Tang, June 1991 Economic Analysis of Investment in Power Systems —Ifzal Ali, June 1991 External Finance and the Role of Multilateral Financial Institutions in South Asia: Changing Patterns, Prospects, and Challenges —Jungsoo Lee, November 1991 The Gender and Poverty Nexus: Issues and Policies —M.G. Quibria, November 1993 The Role of the State in Economic Development: Theory, the East Asian Experience, and the Malaysian Case —Jason Brown, December 1993 The Economic Benefits of Potable Water Supply Projects to Households in Developing Countries —Dale Whittington and Venkateswarlu Swarna, January 1994 Growth Triangles: Conceptual Issues and Operational Problems —Min Tang and Myo Thant, February 1994 The Emerging Global Trading Environment and Developing Asia —Arvind Panagariya, M.G. Quibria, and Narhari Rao, July 1996 Aspects of Urban Water and Sanitation in the Context of Rapid Urbanization in Developing Asia No. 57 No. 58 —Ernesto M. Pernia and Stella LF. Alabastro, September 1997 Challenges for Asia’s Trade and Environment —Douglas H. Brooks, January 1998 Economic Analysis of Health Sector ProjectsA Review of Issues, Methods, and Approaches —Ramesh Adhikari, Paul Gertler, and No. 59 No. 60 Anneli Lagman, March 1999 The Asian Crisis: An Alternate View —Rajiv Kumar and Bibek Debroy, July 1999 Social Consequences of the Financial Crisis in Asia —James C. Knowles, Ernesto M. Pernia, and Mary Racelis, November 1999 OCCASIONAL PAPERS (OP) No. 1 No. 2 No. 3 No. 4 No. 5 No. 6 No. 7 No. 8 No. 9 No. 10 No. 11 Poverty in the People’s Republic of China: Recent Developments and Scope for Bank Assistance —K.H. Moinuddin, November 1992 The Eastern Islands of Indonesia: An Overview of Development Needs and Potential —Brien K. Parkinson, January 1993 Rural Institutional Finance in Bangladesh and Nepal: Review and Agenda for Reforms —A.H.M.N. Chowdhury and Marcelia C. Garcia, November 1993 Fiscal Deficits and Current Account Imbalances of the South Pacific Countries: A Case Study of Vanuatu —T.K. Jayaraman, December 1993 Reforms in the Transitional Economies of Asia —Pradumna B. Rana, December 1993 Environmental Challenges in the People’s Republic of China and Scope for Bank Assistance —Elisabetta Capannelli and Omkar L. Shrestha, December 1993 Sustainable Development Environment and Poverty Nexus —K.F. Jalal, December 1993 Intermediate Services and Economic Development: The Malaysian Example —Sutanu Behuria and Rahul Khullar, May 1994 Interest Rate Deregulation: A Brief Survey of the Policy Issues and the Asian Experience —Carlos J. Glower, July 1994 Some Aspects of Land Administration in Indonesia: Implications for Bank Operations —Sutanu Behuria, July 1994 Demographic and Socioeconomic Determinants of Contraceptive Use among Urban Women in the Melanesian Countries in the South Pacific: A Case Study of Port Vila Town in Vanuatu —T.K. Jayaraman, February 1995 No. 12 No. 13 No. 14 No. 15 No. 16 No. 17 No. 18 No. 19 No. 20 No. 21 No. 22 Managing Development through Institution Building — Hilton L. Root, October 1995 Growth, Structural Change, and Optimal Poverty Interventions —Shiladitya Chatterjee, November 1995 Private Investment and Macroeconomic Environment in the South Pacific Island Countries: A Cross-Country Analysis —T.K. Jayaraman, October 1996 The Rural-Urban Transition in Viet Nam: Some Selected Issues —Sudipto Mundle and Brian Van Arkadie, October 1997 A New Approach to Setting the Future Transport Agenda —Roger Allport, Geoff Key, and Charles Melhuish June 1998 Adjustment and Distribution: The Indian Experience —Sudipto Mundle and V.B. Tulasidhar, June 1998 Tax Reforms in Viet Nam: A Selective Analysis —Sudipto Mundle, December 1998 Surges and Volatility of Private Capital Flows to Asian Developing Countries: Implications for Multilateral Development Banks —Pradumna B. Rana, December 1998 The Millennium Round and the Asian Economies: An Introduction —Dilip K. Das, October 1999 Occupational Segregation and the Gender Earnings Gap —Joseph E. Zveglich, Jr. and Yana van der Meulen Rodgers, December 1999 Information Technology: Next Locomotive of Growth? —Dilip K. Das, June 2000 STATISTICAL REPORT SERIES (SR) No. 1 No. 2 No. 3 No. 4 Estimates of the Total External Debt of the Developing Member Countries of ADB: 1981-1983 —I.P. David, September 1984 Multivariate Statistical and Graphical Classification Techniques Applied to the Problem of Grouping Countries —I.P. David and D.S. Maligalig, March 1985 Gross National Product (GNP) Measurement Issues in South Pacific Developing Member Countries of ADB —S.G. Tiwari, September 1985 Estimates of Comparable Savings in Selected DMCs —Hananto Sigit, December 1985 No. 5 No. 6 No. 7 No. 8 17 Keeping Sample Survey Design and Analysis Simple —I.P. David, December 1985 External Debt Situation in Asian Developing Countries —I.P. David and Jungsoo Lee, March 1986 Study of GNP Measurement Issues in the South Pacific Developing Member Countries. Part I: Existing National Accounts of SPDMCs–Analysis of Methodology and Application of SNA Concepts —P. Hodgkinson, October 1986 Study of GNP Measurement Issues in the South Pacific Developing Member Countries. Part II: Factors Affecting Intercountry No. 9 No. 10 No. 11 No. 12 No. 13 Comparability of Per Capita GNP —P. Hodgkinson, October 1986 Survey of the External Debt Situation in Asian Developing Countries, 1985 —Jungsoo Lee and I.P. David, April 1987 A Survey of the External Debt Situation in Asian Developing Countries, 1986 —Jungsoo Lee and I.P. David, April 1988 Changing Pattern of Financial Flows to Asian and Pacific Developing Countries —Jungsoo Lee and I.P. David, March 1989 The State of Agricultural Statistics in Southeast Asia —I.P. David, March 1989 A Survey of the External Debt Situation in Asian and Pacific Developing Countries: 1987-1988 —Jungsoo Lee and I.P. David, July 1989 No. 14 No. 15 No. 16 No. 17 No. 18 A Survey of the External Debt Situation in Asian and Pacific Developing Countries: 1988-1989 —Jungsoo Lee, May 1990 A Survey of the External Debt Situation in Asian and Pacific Developing Countrie s: 1989-1992 —Min Tang, June 1991 Recent Trends and Prospects of External Debt Situation and Financial Flows to Asian and Pacific Developing Countries —Min Tang and Aludia Pardo, June 1992 Purchasing Power Parity in Asian Developing Countries: A Co-Integration Test —Min Tang and Ronald Q. Butiong, April 1994 Capital Flows to Asian and Pacific Developing Countries: Recent Trends and Future Prospects —Min Tang and James Villafuerte, October 1995 SPECIAL STUDIES, COMPLIMENTARY (SSC) (Published in-house; Available through ADB Office of External Relations; Free of Charge) 1. 2. 3. 4. 5. 6. 7. 8. 9. 10. 11. 12. 13. 14. 15. 16. 17. Improving Domestic Resource Mobilization Through Financial Development: Overview September 1985 Improving Domestic Resource Mobilization Through Financial Development: Bangladesh July 1986 Improving Domestic Resource Mobilization Through Financial Development: Sri Lanka April 1987 Improving Domestic Resource Mobilization Through Financial Development: India December 1987 Financing Public Sector Development Expenditure in Selected Countries: Overview January 1988 Study of Selected Industries: A Brief Report April 1988 Financing Public Sector Development Expenditure in Selected Countries: Bangladesh June 1988 Financing Public Sector Development Expenditure in Selected Countries: India June 1988 Financing Public Sector Development Expenditure in Selected Countries: Indonesia June 1988 Financing Public Sector Development Expenditure in Selected Countries: Nepal June 1988 Financing Public Sector Development Expenditure in Selected Countries: Pakistan June 1988 Financing Public Sector Development Expenditure in Selected Countries: Philippines June 1988 Financing Public Sector Development Expenditure in Selected Countries: Thailand June 1988 Towards Regional Cooperation in South Asia: ADB/EWC Symposium on Regional Cooperation in South Asia February 1988 Evaluating Rice Market Intervention Policies: Some Asian Examples April 1988 Improving Domestic Resource Mobilization Through Financial Development: Nepal November 1988 Foreign Trade Barriers and Export Growth September 1988 18. The Role of Small and Medium-Scale Industries in the Industrial Development of the Philippines April 1989 19. The Role of Small and Medium-Scale Manufacturing Industries in Industrial Development: The Experience of Selected Asian Countries January 1990 20. National Accounts of Vanuatu, 1983-1987 January 1990 21. National Accounts of Western Samoa, 1984-1986 February 1990 22. Human Resource Policy and Economic Development: Selected Country Studies July 1990 23. Export Finance: Some Asian Examples September 1990 24. National Accounts of the Cook Islands, 1982-1986 September 1990 25. Framework for the Economic and Financial Appraisal of Urban Development Sector Projects January 1994 26. Framework and Criteria for the Appraisal and Socioeconomic Justification of Education Projects January 1994 27. Guidelines for the Economic Analysis of Projects February 1997 28. Investing in Asia 1997 29. Guidelines for the Economic Analysis of Telecommunication Projects 1998 30. 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