IDEAS home Printed from https://ideas.repec.org/p/pra/mprapa/73357.html
   My bibliography  Save this paper

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

Author

Listed:
  • 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
    as

    Download full text from publisher

    File URL: https://mpra.ub.uni-muenchen.de/73357/1/ABCDE2016ArunJacob.pdf
    File Function: original version
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    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.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    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. 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.
    11. 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.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Ashma Vaidya & Audrey L. Mayer, 2016. "Critical Review of the Millennium Project in Nepal," Sustainability, MDPI, vol. 8(10), pages 1-23, October.
    2. Go, Delfin S. & Quijada, Jose Alejandro, 2011. "Assessing the odds of achieving the MDGs," Policy Research Working Paper Series 5825, The World Bank.
    3. 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.
    4. 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.
    5. Lange, Simon & Klasen, Stephan, 2017. "How the New International Goal for Child Mortality is Unfair to Sub-Saharan Africa (Again)," World Development, Elsevier, vol. 90(C), pages 128-146.
    6. Go, Delfin S. & Quijada, José Alejandro, 2012. "The Odds of Achieving the MDGs," Conference papers 332179, Purdue University, Center for Global Trade Analysis, Global Trade Analysis Project.
    7. 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.
    8. Meg Elkins & Simon Feeny & David Prentice, 2015. "Do Poverty Reduction Strategy Papers reduce poverty and improve well-being?," Discussion Papers 15/02, University of Nottingham, School of Economics.
    9. Dang, Hai-Anh H. & Serajuddin, Umar, 2020. "Tracking the sustainable development goals: Emerging measurement challenges and further reflections," World Development, Elsevier, vol. 127(C).
    10. Maria Lo Bue & Stephan Klasen, 2013. "Identifying Synergies and Complementarities Between MDGs: Results from Cluster Analysis," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 113(2), pages 647-670, September.
    11. Moldalieva, Janyl & Muttaqien, Arip & Muzyamba, Choolwe & Osei, Davina & Stoykova, Eli & Le Thi Quynh, Nga, 2016. "Millennium Development Goals (MDGs): Did they change social reality?," MERIT Working Papers 2016-035, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    12. Sanjay G. Reddy & Ingrid Harvold Kvangraven, 2015. "Global Development Goals: If At All, Why, When and How?," Working Papers 1523, New School for Social Research, Department of Economics.
    13. Alkire, Sabina & Nogales, Ricardo & Quinn, Natalie Naïri & Suppa, Nicolai, 2023. "On track or not? Projecting the global Multidimensional Poverty Index," Journal of Development Economics, Elsevier, vol. 165(C).
    14. Thomas Hickmann & Frank Biermann & Matteo Spinazzola & Charlotte Ballard & Maya Bogers & Oana Forestier & Agni Kalfagianni & Rakhyun E. Kim & Francesco S. Montesano & Tom Peek & Carole‐Anne Sénit & Me, 2023. "Success factors of global goal‐setting for sustainable development: Learning from the Millennium Development Goals," Sustainable Development, John Wiley & Sons, Ltd., vol. 31(3), pages 1214-1225, June.
    15. William Joe & Udaya Shankar Mishra, 2015. "On Reckoning Level Differentials in the Measurement of Progress: An Illustration in the Context of Deliveries Assisted by Skilled Health Personnel," IEG Working Papers 352, Institute of Economic Growth.
    16. Temple, Jonathan R.W., 2010. "Aid and Conditionality," Handbook of Development Economics, in: Dani Rodrik & Mark Rosenzweig (ed.), Handbook of Development Economics, edition 1, volume 5, chapter 0, pages 4415-4523, Elsevier.
    17. Saroj Kumar & Abhishek Kumar & Rakesh Kumar & William Joe, 2021. "Social Demographics and Health Achievements An Ecological Analysis of Institutional Delivery and Immunization Coverage in India," IEG Working Papers 427, Institute of Economic Growth.
    18. Sakiko Fukuda-Parr, 2013. "Global Development Goal Setting as a Policy Tool for Global Governance: Intended and Unintended Consequences," Working Papers 108, International Policy Centre for Inclusive Growth.
    19. Heijke, Hans & Meng, Christoph & Ris, Catherine, 2003. "Fitting to the job: the role of generic and vocational competencies in adjustment and performance," Labour Economics, Elsevier, vol. 10(2), pages 215-229, April.
    20. Armen Hovakimian & Edward Kane & Luc Laeven, 2003. "How Country and Safety-Net Characteristics Affect Bank Risk-Shifting," Journal of Financial Services Research, Springer;Western Finance Association, vol. 23(3), pages 177-204, June.

    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

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:pra:mprapa:73357. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Joachim Winter (email available below). General contact details of provider: https://edirc.repec.org/data/vfmunde.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.