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Mind the Gap: Analyzing the impact of data gap in Millennium Development Goals’ (MDGs) indicators on the progress towards MDGs

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  • Jacob, Arun
Abstract
This paper analyses the impact of data gap in Millennium Development Goals (MDGs) performance indicators on actual performance success of MDGs. Performance success, within the MDG framework, is quantified using six different ways proposed in the existing literature, including both absolute and relative performance and deviation from historical transition paths of MDG indicators. The empirical analysis clearly shows that the data gap in performance measurement is a significant predictor of poor MDG performance in terms of any of the six progress measures. Larger the data gap or weaker the performance measurement system, lesser is the probability of MDG performance success. The empirical methodology used in the paper combines a Heckman correction and instrumental variable estimation strategies to simultaneously account for potential endogeneity of the key data gap variable and bias due to sample selection. This result holds true even after controlling for overall national statistical capacity and a variety of socioeconomic factors. The paper underlines the need to strengthen the performance measurement system attached to the 2030 Agenda for Sustainable Development and the associated Sustainable Development Goals (SDGs). This paper is the first attempt at empirically evaluating the value of data in the context of international development goals and gives empirical evidence for the need to harness the ‘data revolution’ for sustainable development.

Suggested Citation

  • Jacob, Arun, 2016. "Mind the Gap: Analyzing the impact of data gap in Millennium Development Goals’ (MDGs) indicators on the progress towards MDGs," MPRA Paper 73357, University Library of Munich, Germany.
    • Handle: RePEc:pra:mprapa:73357
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    References listed on IDEAS

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    1. Stephan Klasen & Simon Lange, 2011. "Getting Progress Right: Measuring Progress Towards the MDGs Against Historical Trends," Courant Research Centre: Poverty, Equity and Growth - Discussion Papers 87, Courant Research Centre PEG, revised 20 Feb 2012.
    2. repec:bla:devpol:v:26:y:2008:i:1:p:5-28 is not listed on IDEAS
    3. James J. Heckman, 1976. "The Common Structure of Statistical Models of Truncation, Sample Selection and Limited Dependent Variables and a Simple Estimator for Such Models," NBER Chapters, in: Annals of Economic and Social Measurement, Volume 5, number 4, pages 475-492, National Bureau of Economic Research, Inc.
    4. Fukuda-Parr, Sakiko & Greenstein, Joshua & Stewart, David, 2013. "How Should MDG Success and Failure be Judged: Faster Progress or Achieving the Targets?," World Development, Elsevier, vol. 41(C), pages 19-30.
    5. Sakiko Fukuda-Parr & Alicia Ely Yamin & Joshua Greenstein, 2014. "The Power of Numbers: A Critical Review of Millennium Development Goal Targets for Human Development and Human Rights," Journal of Human Development and Capabilities, Taylor & Francis Journals, vol. 15(2-3), pages 105-117, July.
    6. Jean-Louis Arcand, 2014. "The (Lack of) Impact of Impact: Why Impact Evaluations Seldom Lead to Evidence-based Policymaking," Revue d’économie du développement, De Boeck Université, vol. 22(HS01), pages 289-311.
    7. Semykina, Anastasia & Wooldridge, Jeffrey M., 2010. "Estimating panel data models in the presence of endogeneity and selection," Journal of Econometrics, Elsevier, vol. 157(2), pages 375-380, August.
    8. Peter Guttorp & Walter W. Piegorsch & M. Jun & M. Katzfuss & J. Hu & V. E. Johnson, 2014. "Assessing fit in Bayesian models for spatial processes," Environmetrics, John Wiley & Sons, Ltd., vol. 25(8), pages 584-595, December.
    9. Benjamin Leo and Julia Barmeier, 2010. "Who Are the MDG Trailblazers? A New MDG Progress Index - Working Paper 222," Working Papers 222, Center for Global Development.
    10. Murphy, Kevin M & Topel, Robert H, 2002. "Estimation and Inference in Two-Step Econometric Models," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(1), pages 88-97, January.
    11. repec:bla:devpol:v:27:y:2009:i:4:p:355-371 is not listed on IDEAS
    12. Clemens, Michael A. & Kenny, Charles J. & Moss, Todd J., 2007. "The Trouble with the MDGs: Confronting Expectations of Aid and Development Success," World Development, Elsevier, vol. 35(5), pages 735-751, May.
    13. Nana Poku & Jim Whitman, 2011. "The Millennium Development Goals and Development after 2015," Third World Quarterly, Taylor & Francis Journals, vol. 32(1), pages 181-198.
    14. Sabina Alkire & Emma Samman, 2014. "Mobilising the Household Data Required to Progress toward the SDGs," OPHI Working Papers 72, Queen Elizabeth House, University of Oxford.
    15. Jan Vandemoortele, 2005. "Ambition is Golden: Meeting the MDGs," Development, Palgrave Macmillan;Society for International Deveopment, vol. 48(1), pages 5-11, March.
    16. Cavalluzzo, Ken S. & Ittner, Christopher D., 2004. "Implementing performance measurement innovations: evidence from government," Accounting, Organizations and Society, Elsevier, vol. 29(3-4), pages 243-267.
    17. Juan Muro & Cristina Suarez & Marıa del Mar Zamora, 2010. "Computing Murphy–Topel-corrected variances in a heckprobit model with endogeneity," Stata Journal, StataCorp LP, vol. 10(2), pages 252-258, June.
    18. Mary Bryna Sanger, 2013. "Does Measuring Performance Lead to Better Performance?," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 32(1), pages 185-203, January.
    19. Easterly, William, 2009. "How the Millennium Development Goals are Unfair to Africa," World Development, Elsevier, vol. 37(1), pages 26-35, January.
    20. Benjamin Leo, 2010. "Who Are the MDG Trailblazers? A New MDG Progress Index," Working Papers id:2926, eSocialSciences.
    21. Lahiri, Kajal & Schmidt, Peter, 1978. "On the Estimation of Triangular Structural Systems," Econometrica, Econometric Society, vol. 46(5), pages 1217-1221, September.
    22. Richard Manning, 2010. "The Impact and Design of the MDGs: Some Reflections," IDS Bulletin, Blackwell Publishing, vol. 41(1), pages 7-14, January.
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    Cited by:

    1. MacFeely Steve, 2020. "Measuring the Sustainable Development Goal Indicators: An Unprecedented Statistical Challenge," Journal of Official Statistics, Sciendo, vol. 36(2), pages 361-378, June.
    2. McArthur, John W. & Rasmussen, Krista, 2018. "Change of pace: Accelerations and advances during the Millennium Development Goal era," World Development, Elsevier, vol. 105(C), pages 132-143.
    3. Dang, Hai Anh H. & Jolliffe, Dean & Serajuddin, Umar & Stacy, Brian, 2024. "Country statistical capacity: a recent assessment tool and further reflections on the way forward," LSE Research Online Documents on Economics 124060, London School of Economics and Political Science, LSE Library.
    4. Yani Wang & Mingyi Du & Lei Zhou & Guoyin Cai & Yongliang Bai, 2019. "A Novel Evaluation Approach of County-Level City Disaster Resilience and Urban Environmental Cleanliness Based on SDG11 and Deqing County’s Situation," Sustainability, MDPI, vol. 11(20), pages 1-13, October.
    5. MacFeely Steve, 2020. "Measuring the Sustainable Development Goal Indicators: An Unprecedented Statistical Challenge," Journal of Official Statistics, Sciendo, vol. 36(2), pages 361-378, June.
    6. SERRANO-GUZMAN, Maria Fernanda & PEREZ-RUIZ, Diego-Dario & MUÑOZ-RAMIREZ, Andres Felipe, 2020. "Dimensional Analysis Applied In The Estimation Of An Ideal City Profile And Its Impact On The Development: Case Study In Guadalajara De Buga (Colombia)," Regional and Sectoral Economic Studies, Euro-American Association of Economic Development, vol. 20(1), pages 5-18.
    7. Biggeri, Mario & Clark, David A. & Ferrannini, Andrea & Mauro, Vincenzo, 2019. "Tracking the SDGs in an ‘integrated’ manner: A proposal for a new index to capture synergies and trade-offs between and within goals," World Development, Elsevier, vol. 122(C), pages 628-647.
    8. Edvins Karnitis & Janis Bicevskis & Girts Karnitis, 2021. "Measuring the Implementation of the Agenda 2030 Vision in Its Comprehensive Sense: Methodology and Tool," Energies, MDPI, vol. 14(4), pages 1-17, February.
    9. Wiktoria Sobczyk & Eugeniusz Jacek Sobczyk, 2021. "Varying the Energy Mix in the EU-28 and in Poland as a Step towards Sustainable Development," Energies, MDPI, vol. 14(5), pages 1-19, March.
    10. Raj, Anita & Dey, Arnab & Rao, Namratha & Yore, Jennifer & McDougal, Lotus & Bhan, Nandita & Silverman, Jay G. & Hay, Katherine & Thomas, Edwin E. & Fotso, Jean Christophe & Lundgren, Rebecka, 2024. "The EMERGE framework to measure empowerment for health and development," Social Science & Medicine, Elsevier, vol. 351(S1).
    11. Barbier, Edward B. & Burgess, Joanne C., 2019. "Sustainable development goal indicators: Analyzing trade-offs and complementarities," World Development, Elsevier, vol. 122(C), pages 295-305.
    12. Madisen Fuller & Puneet Dwivedi, 2019. "Assessing Changes in Inequality for Millennium Development Goals among Countries: Lessons for the Sustainable Development Goals," Social Sciences, MDPI, vol. 8(7), pages 1-13, July.

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    More about this item

    Keywords

    Millennium Development Goals (MDGs); the 2030 Agenda for Sustainable Development; Sustainable Development Goals; performance indicators; performance measurement; value of data;
    All these keywords.

    JEL classification:

    • F02 - International Economics - - General - - - International Economic Order and Integration
    • F63 - International Economics - - Economic Impacts of Globalization - - - Economic Development
    • H43 - Public Economics - - Publicly Provided Goods - - - Project Evaluation; Social Discount Rate
    • H53 - Public Economics - - National Government Expenditures and Related Policies - - - Government Expenditures and Welfare Programs
    • O15 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Economic Development: Human Resources; Human Development; Income Distribution; Migration
    • O19 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - International Linkages to Development; Role of International Organizations
    • P35 - Political Economy and Comparative Economic Systems - - Socialist Institutions and Their Transitions - - - Public Finance
    • P47 - Political Economy and Comparative Economic Systems - - Other Economic Systems - - - Performance and Prospects
    • Z18 - Other Special Topics - - Cultural Economics - - - Public Policy

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