11.2.2 Geographical Targeting of Poverty Alleviation Programs

MEASUREMENT AND POVERTY MAPPING

UPA Package 1, Module 2

21.2.2 Geographical Targeting of Poverty Alleviation Programs

POVERTY: Theory, Measurement, Policy and Administration

- Geographical Targeting of Poverty Alleviation Programs -

31.2.2 Geographical Targeting of Poverty Alleviation Programs

Background

• Geographical targeting of welfare programs is common in developing countries and is often used in conjunction with additional targeting criteria to narrow the beneficiary population and thus reduce costs

• The challenge for policymakers is to use the available resources to provide the greatest possible assistance to those who need it most

• In the absence of reliable information on personal income, the first best solution of identifying the poor and directing all benefits only to them is not feasible

41.2.2 Geographical Targeting of Poverty Alleviation Programs

Background

• Even in industrial countries that have the necessary data, it is not possible to ascertain whether targeted programs do indeed reach all of the poor and do not leak to the nonpoor

• In the past, since most developing countries did not have reliable information on individual income, many chose programs with universal coverage

• However, governments had to drastically reduce or even terminate these programs due to growing budget constraints

• Some countries replaced universal coverage with means testing

51.2.2 Geographical Targeting of Poverty Alleviation Programs

Background

Targeting by the use of indirect indicators• The absence of reliable information for identifying the poor,

on the one hand, and the mounting constraints on public resources, on the other, made targeting by means of indirect indicators the only viable alternative for most developing countries

• The indicators used to determine eligibility could include the household’s size, the number of children in the household, the size of the household’s landholdings or other assets, and the region in which the household was located

61.2.2 Geographical Targeting of Poverty Alleviation Programs

Geographical Targeting

• The optimum solution in welfare programs, from a theoretical point of view, is to identify the target population and design the most effective program for this group

• In most cases, however, it is not possible to identify the target population since this requires information that is not observable and thus difficult to verify

• In poverty alleviation programs, the target population is the group of households with incomes below a certain minimum level necessary to provide basic needs.

• Household income is often difficult to observe, however, and efforts to assess its value and thus identify the target group may involve prohibitive costs

71.2.2 Geographical Targeting of Poverty Alleviation Programs

Geographical Targeting

• These costs consist not only of direct administrative expenses for collecting the necessary information on income, but also of indirect costs due to incentives that the program may give individuals either to modify their behavior or to falsify information on their income in order to qualify for the program’s benefits

• Poverty alleviation programs such as income transfers or food subsidies to the poor, for example, may provide incentives to work less, cut earnings, or underreport income in order to qualify

81.2.2 Geographical Targeting of Poverty Alleviation Programs

Geographical Targeting

• Even in countries that have an accurate income reporting system, frequent means testing is necessary to verify that only households that meet the criteria remain on the eligibility lists

• The difficulties and expenses involved in identifying eligible households leave two options: either to implement universal programs that cover the entire population, or to use observable indicators that are highly correlated with the relevant unobserved variables, such as income, in order to determine eligibility

91.2.2 Geographical Targeting of Poverty Alleviation Programs

Geographical Targeting

• Universal programs are too expensive for most developing countries, and even many industrial countries find the rising welfare costs daunting

• The only viable option, therefore, is to use some form of targeting

• This, however, requires a careful choice of the targeting criteria, the observable indicators that will determine eligibility, and the programs that be fit the specific conditions of the country or locality

101.2.2 Geographical Targeting of Poverty Alleviation Programs

Geographical Targeting

• Aside from geographic targeting, there are other targeting options available to developing countries

• These options fall into three categories, namely, self-targeted programs, programs targeted on the basis of household characteristics and programs targeted on the household’s place of residence

111.2.2 Geographical Targeting of Poverty Alleviation Programs

Effectiveness of Targeted Programs

• The effectiveness of a targeted program depends on the share of the target population – that is, the percentage of the total poor population – that is actually covered by the program

• This, in turn, depends on the accuracy with which the observable indicators predict the unobserved variables that are the basis for determining eligibility

• For poverty alleviation programs, the desired indicators are those that are highly correlated with income

121.2.2 Geographical Targeting of Poverty Alleviation Programs

Effectiveness of Targeted Programs

• The effectiveness of the set of indicators depends on the probability expressed as

where is the household’s level of the kth indicator (for example, the number of children) and is the critical value of the indicator that determines eligibility, yi is the unobservable income the ith household, and z is the poverty-line income, below which the household is considered poor and therefore eligible for the program

1, ,( )m

*Prob ( | for 1, , ) for all householdsi ik ky z k K

ik*k

131.2.2 Geographical Targeting of Poverty Alleviation Programs

Effectiveness of Targeted Programs

• In practice, a data set containing complete information on both income and the indicators that are highly correlated with income is used and the reduced form of the analysis is

where Pi is either the level of consumption expenditures or a dummy variable which indicates whether the household is considered poor or not, are household or personal indicators and are dummies that identify the place of residence

1 1, ,i q iq m mq

P x

1( , , )i iqx x1( , , )m

141.2.2 Geographical Targeting of Poverty Alleviation Programs

Effectiveness of Targeted Programs

• When the dependent variable is itself a dummy variable, the econometric analysis is transformed into a logit analysis, and the equation then estimates the probability of a person being poor, assuming his personal indicators are within a given range and his place of residence is in a given area

151.2.2 Geographical Targeting of Poverty Alleviation Programs

Costs of Targeted Programs

• The overall costs of the program have the following there components: (1) the direct (administrative) costs of obtaining the information on these indicators; (2) the indirect costs dues to incentives that eligibility for the program may provide; and (3) the costs of providing the benefits to the population covered by the program