IDEAS home Printed from https://ideas.repec.org/a/spr/soinre/v167y2023i1d10.1007_s11205-023-03099-5.html
   My bibliography  Save this article

A Monte Carlo Study of Some Empirical Methods to Find the Optimal Poverty Line in Multidimensional Poverty Measurement

Author

Listed:
  • Héctor Nájera

    (National Autonomous University of Mexico, UNAM)

  • David Gordon

    (University of Bristol)

Abstract

A key problem in multidimensional poverty measurement is how to identify the optimal poverty line, or threshold value, in order to split the ‘poor’ and ‘not poor’ groups. Intersection approaches aim to set a cut-point k for deprivation distribution and a cut-point Z for income/expenditure distributions. Union approaches require a unique k threshold for the combined distribution of income and deprivation and measures based only on the deprivation score need a k cut-point exclusive to this domain. The selection of a cut-point is a contested issue, but empirical methods have the potential to advance these debates. For both bi-domain (intersection) and uni-domain approaches, there is a lack of clear guidance about the reliability of some existing statistical approaches (the Bristol optimal method (BOM), the Poisson-based and negative binomial frameworks and mixture univariate analysis) for choosing k. Monte Carlo simulation is used to evaluate the performance of these methods, with the findings suggesting that the BOM is the most reliable method when certain reasonable assumptions hold.

Suggested Citation

  • Héctor Nájera & David Gordon, 2023. "A Monte Carlo Study of Some Empirical Methods to Find the Optimal Poverty Line in Multidimensional Poverty Measurement," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 167(1), pages 391-419, June.
  • Handle: RePEc:spr:soinre:v:167:y:2023:i:1:d:10.1007_s11205-023-03099-5
    DOI: 10.1007/s11205-023-03099-5
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s11205-023-03099-5
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s11205-023-03099-5?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Sabina Alkire & James E. Foster & Suman Seth & Maria Emma Santos & Jose M. Roche & Paola Ballon, 2015. "Multidimensional Poverty Measurement and Analysis: Chapter 7 - Data and Analysis," OPHI Working Papers 88, Queen Elizabeth House, University of Oxford.
    2. Alkire, Sabina & Foster, James, 2011. "Counting and multidimensional poverty measurement," Journal of Public Economics, Elsevier, vol. 95(7-8), pages 476-487, August.
    3. Sabina Alkire & James E. Foster & Suman Seth & Maria Emma Santos & Jose M. Roche & Paola Ballon, 2015. "Multidimensional Poverty Measurement and Analysis: Chapter 2 - The Framework," OPHI Working Papers 83, Queen Elizabeth House, University of Oxford.
    4. Pasi Moisio, 2004. "A Latent Class Application to the Multidimensional Measurement of Poverty," Quality & Quantity: International Journal of Methodology, Springer, vol. 38(6), pages 703-717, December.
    5. Desai, Meghnad & Shah, Anup, 1988. "An Econometric Approach to the Measurement of Poverty," Oxford Economic Papers, Oxford University Press, vol. 40(3), pages 505-522, September.
    6. Foster, James & Greer, Joel & Thorbecke, Erik, 1984. "A Class of Decomposable Poverty Measures," Econometrica, Econometric Society, vol. 52(3), pages 761-766, May.
    7. Milton Friedman, 1957. "Introduction to "A Theory of the Consumption Function"," NBER Chapters, in: A Theory of the Consumption Function, pages 1-6, National Bureau of Economic Research, Inc.
    8. Benaglia, Tatiana & Chauveau, Didier & Hunter, David R. & Young, Derek S., 2009. "mixtools: An R Package for Analyzing Mixture Models," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 32(i06).
    9. Alan Gillie, 1996. "The origin of the poverty line," Economic History Review, Economic History Society, vol. 49(4), pages 715-730, November.
    10. Milton Friedman, 1957. "A Theory of the Consumption Function," NBER Books, National Bureau of Economic Research, Inc, number frie57-1, March.
    11. Geranda Notten & Julie Kaplan, 2022. "An Empirical Validation Method for Narrowing the Range of Poverty Thresholds," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 161(1), pages 251-271, May.
    12. Joseph Deutsch & Anne-Catherine Guio & Marco Pomati & Jacques Silber, 2015. "Material Deprivation in Europe: Which Expenditures are Curtailed First?," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 120(3), pages 723-740, February.
    13. Sabina Alkire, James E. Foster, Suman Seth, Maria Emma Santos, Jose M. Roche and Paola Ballon, 2015. "Multidimensional Poverty Measurement and Analysis: Chapter 9 - Distribution and Dynamics," OPHI Working Papers ophiwp090_ch9.pdf, Queen Elizabeth House, University of Oxford.
    14. Sabina Alkire, James E. Foster, Suman Seth, Maria Emma Santos, José M. Roche and Paola Ballon, 2015. "Multidimensional Poverty Measurement and Analysis: Chapter 7 - Data and Analysis," OPHI Working Papers ophiwp088_ch7.pdf, Queen Elizabeth House, University of Oxford.
    15. Shailen Nandy & Marco Pomati, 2015. "Applying the Consensual Method of Estimating Poverty in a Low Income African Setting," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 124(3), pages 693-726, December.
    16. Anne-Catherine Guio & David Gordon & Eric Marlier & Hector Najera & Marco Pomati, 2018. "Towards an EU measure of child deprivation," Child Indicators Research, Springer;The International Society of Child Indicators (ISCI), vol. 11(3), pages 835-860, June.
    17. Monica Szeles & Alessio Fusco, 2013. "Item response theory and the measurement of deprivation: evidence from Luxembourg data," Quality & Quantity: International Journal of Methodology, Springer, vol. 47(3), pages 1545-1560, April.
    18. Alkire, Sabina & Foster, James & Seth, Suman & Santos, Maria Emma & Roche, Jose Manuel & Ballon, Paola, 2015. "Multidimensional Poverty Measurement and Analysis," OUP Catalogue, Oxford University Press, number 9780199689491.
    19. Delignette-Muller, Marie Laure & Dutang, Christophe, 2015. "fitdistrplus: An R Package for Fitting Distributions," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 64(i04).
    20. Sabina Alkire & James E. Foster & Suman Seth & Maria Emma Santos & Jose M. Roche & Paola Ballon, 2015. "Multidimensional Poverty Measurement and Analysis: Chapter 9 - Distribution and Dynamics," OPHI Working Papers 90, Queen Elizabeth House, University of Oxford.
    21. Sabina Alkire, James E. Foster, Suman Seth, Maria Emma Santos, José M. Roche and Paola Ballon, 2015. "Multidimensional Poverty Measurement and Analysis: Chapter 2 - The Framework," OPHI Working Papers ophiwp083_ch2.pdf, Queen Elizabeth House, University of Oxford.
    22. Marie Laure Delignette-Muller & Christophe Dutang, 2015. "fitdistrplus : An R Package for Fitting Distributions," Post-Print hal-01616147, HAL.
    23. Hausman, J. A. & Abrevaya, Jason & Scott-Morton, F. M., 1998. "Misclassification of the dependent variable in a discrete-response setting," Journal of Econometrics, Elsevier, vol. 87(2), pages 239-269, September.
    Full references (including those not matched with items on IDEAS)

    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. Nick Bailey & Anne-Catherine Guio, 2022. "Adaptive Deprivation Scales in a Multi-National Context: The European Child Deprivation Indicators," Child Indicators Research, Springer;The International Society of Child Indicators (ISCI), vol. 15(6), pages 2335-2362, December.
    2. Dipesh Gangopadhyay & Robert B. Nielsen & Velma Zahirovic-Herbert, 2021. "Methodology and Axiomatic Characterization of a Multidimensional and Fuzzy Measure of Deprivation," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 153(1), pages 1-37, January.
    3. Carmelo García-Pérez & Yolanda González-González & Mercedes Prieto-Alaiz, 2017. "Identifying the Multidimensional Poor in Developed Countries Using Relative Thresholds: An Application to Spanish Data," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 131(1), pages 291-303, March.
    4. Pinaki Das & Bibek Paria & Shama Firdaush, 2021. "Juxtaposing Consumption Poverty and Multidimensional Poverty: A Study in Indian Context," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 153(2), pages 469-501, January.
    5. Gaurav Datt, 2019. "Multidimensional poverty in the Philippines, 2004–2013: How much do choices for weighting, identification and aggregation matter?," Empirical Economics, Springer, vol. 57(4), pages 1103-1128, October.
    6. Grant J. Cameron & Hai‐Anh H. Dang & Mustafa Dinc & James Foster & Michael M. Lokshin, 2021. "Measuring the Statistical Capacity of Nations," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 83(4), pages 870-896, August.
    7. Bénédicte Apouey & David Madden, 2023. "Health poverty," Chapters, in: Jacques Silber (ed.), Research Handbook on Measuring Poverty and Deprivation, chapter 19, pages 202-211, Edward Elgar Publishing.
    8. Decerf,Benoit Marie A & Ferrando,Mery & Quinn,Natalie N., 2021. "Global Income Poverty Measurement with Preference Heterogeneity : Theory and Application," Policy Research Working Paper Series 9844, The World Bank.
    9. Gallardo, Mauricio, 2022. "Measuring vulnerability to multidimensional poverty with Bayesian network classifiers," Economic Analysis and Policy, Elsevier, vol. 73(C), pages 492-512.
    10. Burhan Can Karahasan & Fırat Bilgel, 2021. "The Topography and Sources of Multidimensional Poverty in Turkey," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 154(2), pages 413-445, April.
    11. Alkire, Sabina & Oldiges, Christian & Kanagaratnam, Usha, 2021. "Examining multidimensional poverty reduction in India 2005/6–2015/16: Insights and oversights of the headcount ratio," World Development, Elsevier, vol. 142(C).
    12. Khaufelo Raymond Lekobane, 2022. "Leaving No One Behind: An Individual-Level Approach to Measuring Multidimensional Poverty in Botswana," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 162(1), pages 179-208, July.
    13. Aleksandra Łuczak & Sławomir Kalinowski, 2020. "Assessing the level of the material deprivation of European Union countries," PLOS ONE, Public Library of Science, vol. 15(9), pages 1-20, September.
    14. Satya R. Chakravarty & Nachiketa Chattopadhyay & Conchita D’Ambrosio, 2022. "An Axiomatic Approach to the Measurement of Comparative Female Disadvantage," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 164(2), pages 747-772, November.
    15. Ankita Mishra & Ranjan Ray & Leonora Risse, 2018. "A Multidimensional Dynamic Measure of Child Disadvantage: A Methodological Tool for Policymakers," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 139(3), pages 1187-1218, October.
    16. Christoph Bader & Sabin Bieri & Urs Wiesmann & Andreas Heinimann, 2016. "Differences Between Monetary and Multidimensional Poverty in the Lao PDR: Implications for Targeting of Poverty Reduction Policies and Interventions," Poverty & Public Policy, John Wiley & Sons, vol. 8(2), pages 171-197, June.
    17. Zaman, Qamar uz & Zhao, Yuhuan & Zaman, Shah & Alenezi, Marim & Jehan, Noor, 2023. "Spatial evaluation of multidimensional energy poverty between farming and non-farming communities of agro-climatic zones of Pakistan," Energy Policy, Elsevier, vol. 172(C).
    18. Kifayat Ullah & Abdul Qayyum Mohsin & Abdul Saboor & Saranjam Baig, 2020. "Financial Inclusion, Socioeconomic Disaster Risks and Sustainable Mountain Development: Empirical Evidence from the Karakoram Valleys of Pakistan," Sustainability, MDPI, vol. 12(22), pages 1-26, November.
    19. Ricz, Judit & Deák, Ágnes, 2022. "A többdimenziós szegénység mérése - latin-amerikai tapasztalatok [Measurement of multidimensional poverty: Latin American experiences]," Közgazdasági Szemle (Economic Review - monthly of the Hungarian Academy of Sciences), Közgazdasági Szemle Alapítvány (Economic Review Foundation), vol. 0(3), pages 389-412.
    20. Jakob Dirksen & Sabina Alkire, 2021. "Children and Multidimensional Poverty: Four Measurement Strategies," Sustainability, MDPI, vol. 13(16), pages 1-36, August.

    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:spr:soinre:v:167:y:2023:i:1:d:10.1007_s11205-023-03099-5. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    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.