Goal Programming Model Using Data Envelopment Analysis for Human Development Index

被引:0
|
作者
Salama, Yasmine [1 ]
Hamed, Ramadan [1 ]
Rashwan, Mahmoud [1 ]
机构
[1] Cairo Univ, Fac Econ & Polit Sci, Dept Stat, Giza, Egypt
来源
CONTEMPORARY MATHEMATICS | 2024年 / 5卷 / 04期
关键词
composite indicators; human development index; data envelopment analysis; goal programming; missing values estimation;
D O I
10.37256/cm.5420245009
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
United Nations' Human Development Index measures human development and has significant positive correlation with abundance in natural resource. Data Envelopment Analysis is used for composite indicators' development and overcomes weighting techniques' limitations. It has limitations in existence of missing records that Goal Programming can overcome. Accordingly, this paper introduces a new Human Development Index that improves upon the United Nations' Human Development Index by incorporating natural resource abundance and addressing missing data issues through Goal Programming. To address these issues, a model is proposed that combines Data Envelopment Analysis and Goal Programming. The model first estimates missing values and then calculates weights for the Human Development Index using Data Envelopment Analysis, which integrates standardized human development dimensions with natural resource factors. This revised Human Development Index results in new country rankings and is validated through a correlation analysis with the United Nations' Human Development Index and a Wilcoxon Signed- Rank test. The correlation analysis shows strong agreement in rankings despite different weighting methods, while the Wilcoxon test indicates significant differences in median rankings. Our proposed index offers a more comprehensive measure of human development by considering both human development dimensions and natural resources, enhancing the accuracy of the Human Development Index and suggesting areas for future research into additional factors affecting human development, beside others.
引用
收藏
页码:4600 / 4613
页数:14
相关论文
共 50 条
  • [41] Development of Model for Data Envelopment Analysis with nonparametric Integer Programming for the Analysis of Efficiency and Productivity of Universities Mexican State versus Private
    Andres Lopez, J.
    Arturo Quijano, G.
    Manuel Bernal, J.
    Maria Lopez, J.
    Cesar Gomez, J.
    SOCIALITY AND ECONOMICS DEVELOPMENT, 2011, 10 : 194 - 198
  • [42] Development and Urban Sustainability: An Analysis of Efficiency Using Data Envelopment Analysis
    Alfonso Pina, William H.
    Pardo Martinez, Clara Ines
    SUSTAINABILITY, 2016, 8 (02)
  • [43] Performance Analysis of Hospitals in Kerala Using Data Envelopment Analysis Model
    Barpanda, Saswat
    Sreekumar, Neena
    JOURNAL OF HEALTH MANAGEMENT, 2020, 22 (01) : 25 - 40
  • [44] BiLevel programming Data Envelopment Analysis with constrained resource
    Wu, Desheng Dash
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2010, 207 (02) : 856 - 864
  • [45] Development of a non-radial model for resource reallocation using network data envelopment analysis
    Haeri, Seyed Alireza Seyed
    Amiri, Maghsoud
    Firouzabadi, S. M. Ali Khatami
    Khalili-Damghani, Kaveh
    Sharifi, Mani
    JOURNAL OF ENGINEERING RESEARCH, 2024, 12 (02): : 163 - 174
  • [46] Indian IT and ICT Industry: A Performance Analysis Using Data Envelopment Analysis and Malmquist Index
    Mathur, Somesh
    GLOBAL ECONOMY JOURNAL, 2007, 7 (02):
  • [47] A mathematical model for dynamic efficiency using data envelopment analysis
    Emrouznejad, A
    Thanassoulis, E
    APPLIED MATHEMATICS AND COMPUTATION, 2005, 160 (02) : 363 - 378
  • [48] Effects of product modularity on productivity: an analysis using data envelopment analysis and Malmquist index
    Sartori Piran, Fabio Antonio
    Lacerda, Daniel Pacheco
    Riehs Camargo, Luis Felipe
    Dresch, Aline
    RESEARCH IN ENGINEERING DESIGN, 2020, 31 (02) : 143 - 156
  • [49] Stochastic multicriteria acceptability analysis using the data envelopment model
    Lahdelma, R
    Salminen, P
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2006, 170 (01) : 241 - 252
  • [50] Effects of product modularity on productivity: an analysis using data envelopment analysis and Malmquist index
    Fabio Antonio Sartori Piran
    Daniel Pacheco Lacerda
    Luis Felipe Riehs Camargo
    Aline Dresch
    Research in Engineering Design, 2020, 31 : 143 - 156