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Alatona Irrigation 2009-2012

Mali, 2009 - 2012
Reference ID
MLI_2009_MCC-AI_v01_M
Producer(s)
Innovations for Poverty Action
Metadata
DDI/XML JSON
Created on
Jul 07, 2015
Last modified
Mar 29, 2019
Page views
2120
Downloads
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  • Study Description
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  • Identification
  • Version
  • Coverage
  • Producers and sponsors
  • Sampling
  • Survey instrument
  • Data collection
  • Access policy
  • Data Access
  • Contacts
  • Metadata production
  • Identification

    Survey ID number

    MLI_2009_MCC-AI_v01_M

    Title

    Alatona Irrigation 2009-2012

    Country
    Name Country code
    Mali MLI
    Study type

    Independent Impact Evaluation

    Abstract

    The key distinction between impact evaluation and other monitoring and evaluation techniques is that impact evaluation seeks to isolate the causal relationship between interventions and the welfare or wellbeing of beneficiaries. Given the objective of MCC to enhance economic growth, wellbeing will generally be captured by household consumption, assets, or income, at the household level, but occasionally at the individual level with measures such as assets or income to investigate gender effects. Since there are many factors influencing households' consumption, income, and wellbeing in a given year, including multiple projects within an MCC Compact, often a simple before-and-after comparison can lead to a misleading or incorrect assessment of project impacts. The challenge of impact evaluation, therefore, is to identify suitable comparison groups to compare with beneficiaries. Randomization is considered the gold standard, since it is the best tool available to address confounding observable and unobservable factors in a research design by ensuring their balance across treatment and control groups. However, randomization was not feasible for the PAP evaluation: legally the individuals living on the land turned into irrigated land were automatically beneficiaries. Therefore, the evaluation team is using PSM to evaluate the total impact of the AIP on the PAPs versus individuals and households living in the same general geographic area who had similar characteristics to the PAP prior to the program but that did not directly benefit from getting land.

    The use of PSM relies on the untestable assumption that there are no unobservable differences between villages with PAPs and other communities in the area of the ON. If unobserved factors influence the rate of adoption between the treatment and comparison groups, then this could bias the outcome indicators. This report provides a number of analyses to see if the estimates are robust to changes in how the analysis is done, and uses both baseline and follow up data to give us more confidence in the estimates. Nevertheless, it is important that readers keep in mind that we have less overall confidence in these impact estimates than if the project had been evaluated using the RCT method.

    There are some aspects of the AIP which are not evaluated through rigorous impact evaluation, such as the Niono-Goma road and the improvements to the main water conveyance system. All residents living near the road will have benefited from the program, not just the PAPs. For the water conveyance system, there are many more beneficiaries of this component of the project (all farmers with irrigated land in the ON), and this impact evaluation will not, and was not designed to, provide any estimate of those project impacts.

    Kind of Data

    Sample survey data [ssd]

    Unit of Analysis

    Community, Household, Individual

    Version

    Version Description

    Anonymized dataset for public distribution

    Coverage

    Geographic Coverage

    National coverage

    Universe

    There are two groups that benefited from the AIP: those who were already living on the land converted into irrigated land, or PAPs, and individuals who applied for and won land through a lottery, or New Settlers.

    Producers and sponsors

    Primary investigators
    Name
    Innovations for Poverty Action
    Funding Agency/Sponsor
    Name
    Millennium Challenge Corporation

    Sampling

    Sampling Procedure

    The stratified, two stage cluster sample which was chosen should provide sufficient variation in the comparison group of 115 villages to identify the project impacts in the 33 Alatona villages that will benefit from the AIP. This large number of villages, which represents an 18% sample from the 32 communes that we identified as part of the survey zone, is necessary to identify program impacts among the numerous interventions planned for the AIP using propensity score matching. Because propensity score matching requires careful identification of similar households in both beneficiary comparison groups, a large number of “candidate” households are necessary in the comparison group to insure that good matches can be made.

    Weighting

    One of the estimators employed is the Epanechnikov kernel-matching estimator for the average treatment effect on the treated. The advantage of this estimator is that it gives relatively higher weight to "closer" matches and lower weight to matches that are less close in the calculation of the average treatment effect on the treated.

    The study also uses entropy matching, an iterative process through which weights are constructed such that the weighted comparison mean is equal to the treatment mean for all covariates. By focusing on reweighting the data rather than the inclusion or exclusion of potentially important covariates, the technique potentially reduces bias from omitting key variables and also removes concerns about limiting a wide potential set of covariates due to imbalance across the distribution of propensity scores generated from un-weighted samples.

    Survey instrument

    Questionnaires

    The questionnaire design links the objectives of the AIP with the evaluation strategy, which is essential to the production of a quality data set useful for the AIP evaluation. The survey instrument was designed as three distinct questionnaires: community, men and women. A similar survey instrument was used across all PAP surveys.

    The community questionnaire collected demographic and physical characteristics of the community in addition to information about the functioning of markets (migration and agriculture), access to infrastructure, and the quality of the infrastructure (health and education) that exists. In the Agriculture module, community level information with respect to the functioning of farmers' cooperatives, access to agricultural inputs, and management of irrigation plots (collection of water fees, community level investment, land tenure and transactions) was collected.

    Data collection

    Dates of Data Collection
    Start End Cycle
    2009-01 2009-06 Baseline
    2011-05 2011-06 Follow Up 1
    2012-03 2012-03 Follow Up 2
    Data Collectors
    Name
    Environment and Social Development Company
    Supervision

    A total of 18 surveyors, four Team Leaders and one field manager and 1 back-checker was employed.

    Data Collection Notes

    The survey was carried out using a Computer Assisted Program Interview with the Blaise software. The PAPs follow-up survey collected data from 788 household in both treatment and control group. The survey lasted 26 days and was carried out by four teams.

    Access policy

    Location of Data Collection

    Millennium Challenge Corporation

    Archive where study is originally stored

    Millennium Challenge Corporation
    http://data.mcc.gov/evaluations/index.php/catalog/126
    Cost: None

    Data Access

    Citation requirements

    Innovations for Poverty Action. 2013. Alatona Irrigation Project Impact Evaluation.

    Contacts

    Contacts
    Name Affiliation Email
    Monitoring & Evaluation Division Millennium Challenge Corporation impact-eval@mcc.gov

    Metadata production

    DDI Document ID

    DDI_MLI_2009_MCC-AI_v01_M

    Producers
    Name Role
    Millennium Challenge Corporation Metadata Producer
    Date of Metadata Production

    2014-07-08

    Metadata version

    DDI Document version

    Version 1.0
    Version 2.0 (April 2015). Edited version based on Version 01 (DDI-MCC-MLI-IPA-AIP-2013-v01) that was done by Millennium Challenge Corporation.

    Version notes

    There are two groups that benefited from the AIP: those who were already living on the land converted into irrigated land (project-affected people, or PAPs) and individuals who applied for and won land through a lottery (New Settlers).

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