A network data envelopment analysis (NDEA) model of post-harvest handling: the case of Kenya’s rice processing industry
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DOI: 10.1007/s12571-018-0809-0
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- Esmeralda Ramalho & Joaquim Ramalho & Pedro Henriques, 2010.
"Fractional regression models for second stage DEA efficiency analyses,"
Journal of Productivity Analysis, Springer, vol. 34(3), pages 239-255, December.
- Pedro Damião de Sousa Henriques & Esmeralda de Jesus Ratinho Lopes Arranhado Ramalho & Joaquim José dos Santos Ramalho, 2010. "Fractional regression models for second stage DEA efficiency analyses," CEFAGE-UE Working Papers 2010_01, University of Evora, CEFAGE-UE (Portugal).
- Rolf Färe & Shawna Grosskopf & Gerald Whittaker, 2014.
"Network DEA II,"
International Series in Operations Research & Management Science, in: Wade D. Cook & Joe Zhu (ed.), Data Envelopment Analysis, edition 127, chapter 0, pages 307-327,
Springer.
- Rolf Färe & Shawna Grosskopf & Gerald Whittaker, 2007. "Network DEA," Springer Books, in: Joe Zhu & Wade D. Cook (ed.), Modeling Data Irregularities and Structural Complexities in Data Envelopment Analysis, chapter 0, pages 209-240, Springer.
- Fare, Rolf & Grosskopf, Shawna, 2000. "Network DEA," Socio-Economic Planning Sciences, Elsevier, vol. 34(1), pages 35-49, March.
- Simon, Jose & Simon, Clara & Arias, Alicia, 2011. "Changes in productivity of Spanish university libraries," Omega, Elsevier, vol. 39(5), pages 578-588, October.
- Matthews, Kent, 2013.
"Risk management and managerial efficiency in Chinese banks: A network DEA framework,"
Omega, Elsevier, vol. 41(2), pages 207-215.
- Matthews, Kent, 2010. "Risk Management and Managerial Efficiency in Chinese Banks: A Network DEA Framework," Cardiff Economics Working Papers E2010/1, Cardiff University, Cardiff Business School, Economics Section, revised Apr 2010.
- Kent Matthews, 2011. "Risk Management and Managerial Efficiency in Chinese Banks: A Network DEA Framework," Working Papers 102011, Hong Kong Institute for Monetary Research.
- Yingnan Liu & Ke Wang, 2015. "Energy efficiency of China's industry sector: An adjusted network DEA-based decomposition analysis," CEEP-BIT Working Papers 83, Center for Energy and Environmental Policy Research (CEEP), Beijing Institute of Technology.
- Wolde-Rufael, Yemane, 2005. "Energy demand and economic growth: The African experience," Journal of Policy Modeling, Elsevier, vol. 27(8), pages 891-903, November.
- Jayatilleke S. Bandara & Yiyong Cai, 2014.
"The impact of climate change on food crop productivity, food prices and food security in South Asia,"
Economic Analysis and Policy, Elsevier, vol. 44(4), pages 451-465.
- Bandara, Jayatilleke S. & Cai, Yiyong, 2013. "Impact of Climate Change on Food Crop Productivity, Food Prices and Food Security in South Asia," Conference papers 332359, Purdue University, Center for Global Trade Analysis, Global Trade Analysis Project.
- Kneip, Alois & Simar, Léopold & Wilson, Paul W., 2008.
"Asymptotics And Consistent Bootstraps For Dea Estimators In Nonparametric Frontier Models,"
Econometric Theory, Cambridge University Press, vol. 24(6), pages 1663-1697, December.
- Kneip, Alois & Simar, Léopold & Wilson, Paul W., 2006. "Asymptotics and Consistent Bootstraps for DEA Estimators in Non-parametric Frontier Models," Bonn Econ Discussion Papers 12/2006, University of Bonn, Bonn Graduate School of Economics (BGSE).
- Léopold Simar, 2007.
"How to improve the performances of DEA/FDH estimators in the presence of noise?,"
Journal of Productivity Analysis, Springer, vol. 28(3), pages 183-201, December.
- Simar, Léopold, 2003. "How to Improve the Performances of DEA/FDH Estimators in the Presence of Noise?," SFB 373 Discussion Papers 2003,33, Humboldt University of Berlin, Interdisciplinary Research Project 373: Quantification and Simulation of Economic Processes.
- World Bank, 2011. "Missing Food : The Case of Postharvest Grain Losses in Sub-Saharan Africa," World Bank Publications - Reports 2824, The World Bank Group.
- Kneip, Alois & Park, Byeong U. & Simar, Léopold, 1998. "A Note On The Convergence Of Nonparametric Dea Estimators For Production Efficiency Scores," Econometric Theory, Cambridge University Press, vol. 14(6), pages 783-793, December.
- Wen‐Ge Fu & Sizhong Sun & Zhang‐Yue Zhou, 2011. "Technical efficiency of food processing in China: the case of flour and rice processing," China Agricultural Economic Review, Emerald Group Publishing Limited, vol. 3(3), pages 321-334, September.
- Chiang Kao, 2014. "Efficiency Decomposition in Network Data Envelopment Analysis," International Series in Operations Research & Management Science, in: Wade D. Cook & Joe Zhu (ed.), Data Envelopment Analysis, edition 127, chapter 0, pages 55-77, Springer.
- Tone, Kaoru & Tsutsui, Miki, 2009. "Network DEA: A slacks-based measure approach," European Journal of Operational Research, Elsevier, vol. 197(1), pages 243-252, August.
- Mukesh Kumar & Partha Basu, 2008. "Perspectives of productivity growth in Indian food industry: a data envelopment analysis," International Journal of Productivity and Performance Management, Emerald Group Publishing Limited, vol. 57(7), pages 503-522, September.
- Esmeralda A. Ramalho & Joaquim J.S. Ramalho & José M.R. Murteira, 2011.
"Alternative Estimating And Testing Empirical Strategies For Fractional Regression Models,"
Journal of Economic Surveys, Wiley Blackwell, vol. 25(1), pages 19-68, February.
- Esmeralda A. Ramalho & Joaquim J.S. Ramalho & José M.R. Murteira, 2009. "Alternative estimating and testing empirical strategies for fractional regression models," CEFAGE-UE Working Papers 2009_08, University of Evora, CEFAGE-UE (Portugal).
- Justin Kagin & J. Edward Taylor & Antonio Yúnez-Naude, 2016. "Inverse Productivity or Inverse Efficiency? Evidence from Mexico," Journal of Development Studies, Taylor & Francis Journals, vol. 52(3), pages 396-411, March.
- Charnes, A. & Cooper, W. W. & Rhodes, E., 1978. "Measuring the efficiency of decision making units," European Journal of Operational Research, Elsevier, vol. 2(6), pages 429-444, November.
- Liu, Yingnan & Wang, Ke, 2015. "Energy efficiency of China's industry sector: An adjusted network DEA (data envelopment analysis)-based decomposition analysis," Energy, Elsevier, vol. 93(P2), pages 1328-1337.
- Kao, Chiang & Hwang, Shiuh-Nan, 2008. "Efficiency decomposition in two-stage data envelopment analysis: An application to non-life insurance companies in Taiwan," European Journal of Operational Research, Elsevier, vol. 185(1), pages 418-429, February.
- Adler, Nicole & Liebert, Vanessa & Yazhemsky, Ekaterina, 2013. "Benchmarking airports from a managerial perspective," Omega, Elsevier, vol. 41(2), pages 442-458.
- Kaoru Tone & Miki Tsutsui, 2014. "Slacks-Based Network DEA," International Series in Operations Research & Management Science, in: Wade D. Cook & Joe Zhu (ed.), Data Envelopment Analysis, edition 127, chapter 0, pages 231-259, Springer.
- Lee, Boon L. & Worthington, Andrew C., 2016. "A network DEA quantity and quality-orientated production model: An application to Australian university research services," Omega, Elsevier, vol. 60(C), pages 26-33.
- Simar, Leopold & Wilson, Paul W., 2007. "Estimation and inference in two-stage, semi-parametric models of production processes," Journal of Econometrics, Elsevier, vol. 136(1), pages 31-64, January.
- Léopold Simar & Paul Wilson, 2011.
"Two-stage DEA: caveat emptor,"
Journal of Productivity Analysis, Springer, vol. 36(2), pages 205-218, October.
- Simar, Leopold & Wilson, Paul, 2010. "Two-Stage DEA: Caveat Emptor," LIDAM Discussion Papers ISBA 2010041, Université catholique de Louvain, Institute of Statistics, Biostatistics and Actuarial Sciences (ISBA).
- Simar, Leopold & Wilson, Paul W., 2011. "Two-Stage DEA: Caveat Emptor," LIDAM Reprints ISBA 2011031, Université catholique de Louvain, Institute of Statistics, Biostatistics and Actuarial Sciences (ISBA).
- Sebastián Lozano & Ester Gutiérrez, 2014. "A slacks-based network DEA efficiency analysis of European airlines," Transportation Planning and Technology, Taylor & Francis Journals, vol. 37(7), pages 623-637, October.
- Sibiko, Kenneth Waluse, 2012. "Determinants of Common Bean Productivity and Efficiency: A Case of Smallholder Farmers in Eastern Uganda," Research Theses 134500, Collaborative Masters Program in Agricultural and Applied Economics.
- Rungsuriyawiboon, Supawat & Zhang, Yanjie, 2018. "Examining the economic performance of Chinese farms: A dynamic efficiency and adjustment cost approach," Economic Analysis and Policy, Elsevier, vol. 57(C), pages 74-87.
- Liu, John S. & Lu, Wen-Min, 2010. "DEA and ranking with the network-based approach: a case of R&D performance," Omega, Elsevier, vol. 38(6), pages 453-464, December.
- Léopold Simar & Paul W. Wilson, 1998.
"Sensitivity Analysis of Efficiency Scores: How to Bootstrap in Nonparametric Frontier Models,"
Management Science, INFORMS, vol. 44(1), pages 49-61, January.
- SIMAR, Léopold & WILSON, Paul, 1995. "Sensitivity Analysis to Efficiency Scores : How to Bootstrap in Nonparametric Frontier Models," LIDAM Discussion Papers CORE 1995043, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
- Simar, L. & Wilson, P.W., 1998. "Sensitivity analysis of efficiency scores: how to bootstrap in nonparametric frontier models," LIDAM Reprints CORE 1304, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
- Kao, Chiang, 2014. "Efficiency decomposition in network data envelopment analysis with slacks-based measures," Omega, Elsevier, vol. 45(C), pages 1-6.
- Huang, Chin-wei & Ho, Foo Nin & Chiu, Yung-ho, 2014. "Measurement of tourist hotels׳ productive efficiency, occupancy, and catering service effectiveness using a modified two-stage DEA model in Taiwan," Omega, Elsevier, vol. 48(C), pages 49-59.
- Fukuyama, Hirofumi & Weber, William L., 2010. "A slacks-based inefficiency measure for a two-stage system with bad outputs," Omega, Elsevier, vol. 38(5), pages 398-409, October.
- Avkiran, Necmi Kemal, 2015. "An illustration of dynamic network DEA in commercial banking including robustness tests," Omega, Elsevier, vol. 55(C), pages 141-150.
- McDonald, John, 2009. "Using least squares and tobit in second stage DEA efficiency analyses," European Journal of Operational Research, Elsevier, vol. 197(2), pages 792-798, September.
- B. Qushim & J. Gillespie & K. Paudel & K. Mcmillin, 2016. "Technical and scale efficiencies of meat goat farms in the USA," Applied Economics, Taylor & Francis Journals, vol. 48(7), pages 608-620, February.
- Papke, Leslie E & Wooldridge, Jeffrey M, 1996.
"Econometric Methods for Fractional Response Variables with an Application to 401(K) Plan Participation Rates,"
Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 11(6), pages 619-632, Nov.-Dec..
- Leslie E. Papke & Jeffrey M. Wooldridge, 1993. "Econometric Methods for Fractional Response Variables with an Application to 401(k) Plan Participation Rates," NBER Technical Working Papers 0147, National Bureau of Economic Research, Inc.
- Yu, Ming-Miin, 2010. "Assessment of airport performance using the SBM-NDEA model," Omega, Elsevier, vol. 38(6), pages 440-452, December.
- Paul Wilson & Dave Hadley & Stephen Ramsden & Ioannis Kaltsas, 1998. "Measuring and Explaining Technical Efficiency in UK Potato Production," Journal of Agricultural Economics, Wiley Blackwell, vol. 49(3), pages 294-305, September.
- Kiplagat, J.K. & Wang, R.Z. & Li, T.X., 2011. "Renewable energy in Kenya: Resource potential and status of exploitation," Renewable and Sustainable Energy Reviews, Elsevier, vol. 15(6), pages 2960-2973, August.
- Hoff, Ayoe, 2007. "Second stage DEA: Comparison of approaches for modelling the DEA score," European Journal of Operational Research, Elsevier, vol. 181(1), pages 425-435, August.
- Li, Yongjun & Chen, Yao & Liang, Liang & Xie, Jianhui, 2012. "DEA models for extended two-stage network structures," Omega, Elsevier, vol. 40(5), pages 611-618.
- Affognon, Hippolyte & Mutungi, Christopher & Sanginga, Pascal & Borgemeister, Christian, 2015. "Unpacking Postharvest Losses in Sub-Saharan Africa: A Meta-Analysis," World Development, Elsevier, vol. 66(C), pages 49-68.
- Boon Lee, 2013. "Productivity Performance of Singapore’s Retail Sector: A Two-Stage Non-Parametric Approach," Economic Analysis and Policy, Elsevier, vol. 43(1), pages 67-78, March.
- Ali, Jabir & Singh, Surendra P. & Ekanem, Enefiok P., 2009. "Efficiency and Productivity Changes in the Indian Food Processing Industry: Determinants and Policy Implications," International Food and Agribusiness Management Review, International Food and Agribusiness Management Association, vol. 12(1), pages 1-24, February.
- Wang, Ke & Huang, Wei & Wu, Jie & Liu, Ying-Nan, 2014.
"Efficiency measures of the Chinese commercial banking system using an additive two-stage DEA,"
Omega, Elsevier, vol. 44(C), pages 5-20.
- Ke Wang & Wei Huang & Jie Wu & Ying-Nan Liu, 2014. "Efficiency measures of the Chinese commercial banking system using an additive two-stage DEA," CEEP-BIT Working Papers 68, Center for Energy and Environmental Policy Research (CEEP), Beijing Institute of Technology.
- Liu, Wenbin & Zhou, Zhongbao & Ma, Chaoqun & Liu, Debin & Shen, Wanfang, 2015. "Two-stage DEA models with undesirable input-intermediate-outputs," Omega, Elsevier, vol. 56(C), pages 74-87.
- Akther, Syed & Fukuyama, Hirofumi & Weber, William L., 2013. "Estimating two-stage network Slacks-based inefficiency: An application to Bangladesh banking," Omega, Elsevier, vol. 41(1), pages 88-96.
- Peter Kennedy, 2003. "A Guide to Econometrics, 5th Edition," MIT Press Books, The MIT Press, edition 5, volume 1, number 026261183x, April.
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More about this item
Keywords
Food security; Non-parametric; Efficiency; Fractional regression; Bootstrap DEA; Monte Carlo simulation;All these keywords.
JEL classification:
- D24 - Microeconomics - - Production and Organizations - - - Production; Cost; Capital; Capital, Total Factor, and Multifactor Productivity; Capacity
- Q12 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Agriculture - - - Micro Analysis of Farm Firms, Farm Households, and Farm Input Markets
- Q18 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Agriculture - - - Agricultural Policy; Food Policy; Animal Welfare Policy
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