Publication:
Too Little Too Late : Welfare Impacts of Rainfall Shocks in Rural Indonesia

Loading...
Thumbnail Image
Files in English
English PDF (731.51 KB)
571 downloads
Date
2012-11-20
ISSN
0007-4918
Published
2012-11-20
Author(s)
Editor(s)
Abstract
We use regression analysis to assess the potential welfare impacts in rural Indonesia of two types of shock: a delay in monsoon onset; and a significant shortfall in rain during the 90-day post-onset period. Focusing on households with family farm businesses, we find that a delay in monsoon onset does not have a significant effect on the welfare of rice farmers. However, rice farm households located in areas exposed to low rainfall following the monsoon are negatively affected. Such households appear to be able to protect their food expenditure in the face of weather shocks, but at the expense of their non-food expenditure. We also use propensity score matching to identify community programs that might moderate the impact of this type of shock. We find that access to credit and public works projects has the strongest moderating effect. This is an important consideration for the design and implementation of adaptation strategies.
Link to Data Set
Associated content
Report Series
Other publications in this report series
Journal
Journal Volume
Journal Issue

Related items

Showing items related by metadata.

  • Publication
    Too Little Too Late : Welfare Impacts of Rainfall Shocks in Rural Indonesia
    (2011-03-01) Katayama, Roy S.; Skoufias, Emmanuel; Essama-Nssah, B.
    The authors use regression analysis to assess the potential welfare impact of rainfall shocks in rural Indonesia. In particular, they consider two shocks: (i) a delay in the onset of monsoon and (ii) a significant shortfall in the amount of rain in the 90 day post-onset period. Focusing on households with family farm businesses, the analysis finds that a delay in the monsoon onset does not have a significant impact on the welfare of rice farmers. However, rice farm households located in areas exposed to low rainfall following the monsoon are negatively affected. Rice farm households appear to be able to protect their food expenditure in the face of weather shocks at the expense of lower nonfood expenditures per capita. The authors use propensity score matching to identify community programs that might moderate the welfare impact of this type of shock. Access to credit and public works projects in communities were among the programs with the strongest moderating effects. This is an important consideration for the design and implementation of adaptation strategies.
  • Publication
    Disquiet on the Weather Front : The Welfare Impacts of Climatic Variability in the Rural Philippines
    (World Bank, Washington, DC, 2013-08) Safir, Abla; Piza, Sharon Faye; Skoufias, Emmanuel
    Three recent rounds (2003, 2006, and 2009) of the Family Income and Expenditure Survey are matched to rainfall data from 43 rainfall stations in the Philippines to quantify the extent to which unusual weather has any negative effects on the consumption of Filipino households. It is found that negative rainfall shocks decrease consumption, in particular food consumption. Rainfall below one standard deviation of its long-run average causes food consumption to decrease by about 4 percent, when compared with rainfall within one standard deviation. Positive deviations above one standard deviation have a limited impact. Moreover, for households close to a highway or to a fixed-line phone, consumption appears to be fully protected from the impact of negative rainfall shocks.
  • Publication
    The Impacts of Climate Variability on Welfare in Rural Mexico
    (2011-02-01) Vinha, Katja; Skoufias, Emmanuel; Conroy, Hector V.
    This paper examines the impacts of weather shocks, defined as rainfall or growing degree days more than a standard deviation from their respective long-run means, on household consumption per capita and child height-for-age. The results reveal that the current risk-coping mechanisms are not effective in protecting these two dimensions of welfare from erratic weather patterns. These findings imply that the change in the patterns of climatic variability associated with climate change is likely to reduce the effectiveness of the current coping mechanisms even more and thus increase household vulnerability further. The results reveal that weather shocks have substantial (negative as well as positive) effects on welfare that vary across regions (North vs. Center and South) and socio-economic characteristics (education and gender). The heterogeneous impacts of climatic variability suggest that a "tailored" approach to designing programs aimed at decreasing the sensitivity and increasing the capacity of rural households to adapt to climate change in Mexico is likely to be more effective.
  • Publication
    The Poverty and Distributional Impact of Macroeconomic Shocks and Policies : A Review of Modeling Approaches
    (World Bank, Washington, DC, 2005-08) Essama-Nssah, B.
    The importance of distributional issues in policymaking creates a need for empirical tools to assess the social impact of economic shocks and policies. This paper reviews some of the modeling approaches that are currently in use at the World Bank and other international financial institutions. The specification of these models is dictated by the issues at stake, the knowledge about the nature of the process involved, and the availability and reliability of relevant data. Furthermore, shocks and policies have macroeconomic, structural, and distributional implications. This creates interdependence between such policy issues. Finally, the distributional impact of shocks and policies hinges on the heterogeneity of socioeconomic agents with respect to endowments and behavior. In the end, each modeling approach should be judged on how well it handles the interdependence between policy issues and the heterogeneity of the stakeholders, given other constraints.
  • Publication
    Economy-wide and Distributional Impacts of an Oil Price Shock on the South African Economy
    (World Bank, Washington, DC, 2007-09) Kearney, Marna; Essama-Nssah, B.; Korman, Vijdan; Go, Delfin S.; Robinson, Sherman; Thierfelder, Karen
    As crude oil prices reach new highs, there is renewed concern about how external shocks will affect growth and poverty in developing countries. This paper describes a macro-micro framework for examining the structural and distributional consequences of a significant external shock-an increase in the world price of oil-on the South African economy. The authors merge results from a highly disaggregative computable general equilibrium model and a micro-simulation analysis of earnings and occupational choice based on socio-demographic characteristics of the household. The model provides changes in employment, wages, and prices that are used in the micro-simulation. The analysis finds that a 125 percent increase in the price of crude oil and refined petroleum reduces employment and GDP by approximately 2 percent, and reduces household consumption by approximately 7 percent. The oil price shock tends to increase the disparity between rich and poor. The adverse impact of the oil price shock is felt by the poorer segment of the formal labor market in the form of declining wages and increased unemployment. Unemployment hits mostly low and medium-skilled workers in the services sector. High-skilled households, on average, gain from the oil price shock. Their income rises and their spending basket is less skewed toward food and other goods that are most affected by changes in oil prices.

Users also downloaded

Showing related downloaded files

  • Publication
    Missed Opportunities
    (World Bank, Washington, DC, 2018-07-11) Montenegro, Claudio; Wodon, Quentin; Nguyen, Hoa; Onagoruwa, Adenike
    Too many girls drop out of school prematurely, especially in low income countries. Low educational attainment for girls has negative consequences not only for them, but also for their children and household, as well as for their community and society. This study documents the potential impacts of educational attainment for girls and women in six domains: (1) earnings and standards of living; (2) child marriage and early childbearing; (3) fertility and population growth; (4) health, nutrition, and well-being; (5) agency and decision-making; and (6) social capital and institutions. The results are sobering: the potential economic and social costs of not educating girls are large. Low educational attainment reduces expected earnings in adulthood, and it depresses labor force participation, leading to lower standards of living. When girls drop out of school prematurely, they are much more likely to marry as children, and have their first child before the age of 18 when they may not yet be ready to be wife and mothers. This in turn is associated with higher rates of fertility and population growth, which in low income countries are major impediments for reaping the benefits of the demographic dividend. Low educational attainment is also associated with worse health and nutrition outcomes for women and their children, leading among others to higher under-five mortality and stunting. Girls who drop out of school also suffer in adulthood from a lack of agency and decision-making ability within the household, and in society more generally. They are also less likely to report engaging in altruistic behaviors such as donating to charity, volunteering, or helping others. Finally, when girls and women are better educated, they may be better able to assess the quality of the basic services they rely on and the quality of their country’s institutions and leaders. These negative impacts have large economic costs, leading among others to losses in human capital wealth (future lifetime earnings of the labor force) estimated at $15 trillion to $30 trillion. Educating girls is not only the right thing to do: it is also a smart economic investment.
  • Publication
    Doing Business 2020
    (Washington, DC: World Bank, 2020) World Bank
    Doing Business 2020 is the 17th in a series of annual studies investigating the regulations that enhance business activity and those that constrain it. It provides quantitative indicators covering 12 areas of the business environment in 190 economies. The goal of the Doing Business series is to provide objective data for use by governments in designing sound business regulatory policies and to encourage research on the important dimensions of the regulatory environment for firms.
  • Publication
    Lebanon Public Finance Review
    (Washington, DC, 2022-07) World Bank
    The Public Finance Review (PFR) analyzes Lebanon’s public finances over a long horizon, to understand the roots of the fiscal profligacy and its eventual insolvency. To do so, the PFR links three critical elements in three Sections. Section I: Fiscal Policy in the Second Republic; Section II: Macro-Financial Restructuring; Section III: Public Service Non-Delivery. A fourth critical element is geopolitics, which is beyond the scope of the PFR. Taken together, these form critical determinants of the outcomes for any future socio-political-economic re-configuration.
  • Publication
    Gender Bias and Intergenerational Educational Mobility
    (World Bank, Washington, DC, 2020-05) Emran, M. Shahe; Jiang, Hanchen; Shilpi, Forhad
    This paper incorporates gender bias against girls in the family, school and labor market in a model of intergenerational persistence in schooling where parents self-finance children's education because of credit market imperfections. Parents may underestimate a girl's ability, expect lower returns, and assign lower weights to their welfare (“pure son preference”). The model delivers the widely used linear conditional expectation function under constant returns and separability but generates an irrelevance result: parental bias does not affect relative mobility. With diminishing returns and complementarity, the conditional expectation function can be concave or convex, and parental bias affects both relative and absolute mobility. This paper tests these predictions in India and China using data not subject to coresidency bias. The evidence rejects the linear conditional expectation function in rural and urban India in favor of a concave relation. Girls in India face lower mobility irrespective of location when born to fathers with low schooling, but the gender gap closes when the father is college educated. In China, the conditional expectation function is convex for sons in urban areas, but linear in all other cases. The convexity supports the complementarity hypothesis of Becker et al. (2018) for the urban sons and leads to gender divergence in relative mobility for the children of highly educated fathers. In urban China, and urban and rural India, the mechanisms are underestimation of the ability of girls and unfavorable school environment. There is some evidence of pure son preference in rural India. The girls in rural China do not face bias in financial investment by parents, but they still face lower mobility when born to uneducated parents. Gender barriers in rural schools seem to be the primary mechanism.
  • Publication
    Social Protection Inclusion in Indonesia’s Remote Areas - Identifying and Addressing Gaps and Challenges
    (Washington, DC: World Bank, 2024-07-31) Wahyudi, Revita; Sondakh, Farida; Permatasari, Vina Noor AR
    This report assesses specific barriers experienced by poor and vulnerable households in Indonesia with accessing social protection benefits in remote areas and recommends specific policy and operational measures to improve access and mitigate potential risks of further exacerbating exclusion for these households.