The DOI matches its Crossref record; 24 of the 25 references it cites were found in a registry or an index.
Preparing Your Data for DEA
Overview
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
In the citing paper
“According to Cooper et al. (2007) and Sarkis (2007), the DMUs size must be more than three times that of the model variables.”
From Does the Efficiency of a Firm's Intellectual Capital and Working Capital Management Affect Its Performance? (2024) · cites this paper as Sarkis (2007)
In the citing paper
“Notably, the current DMUs size in this study is suitable for implementing DEA methodology.”
From Does the Efficiency of a Firm's Intellectual Capital and Working Capital Management Affect Its Performance? (2024) · cites this paper as Sarkis (2007)
Citations
Cites
A Procedure for Ranking Efficient Units in Data Envelopment Analysis
Andersen, P., & Petersen, N. C. (1993) · Management Science · doi:10.1287/mnsc.39.10.1261 · Cited by 3,692
Dyson, R. G., Allen, R., Camanho, A. S., Podinovski, V. V., Sarrico, C. S., & Shale, E. (2001) · European Journal of Operational Research · doi:10.1016/s0377-2217(00)00149-1 · Cited by 1,625
An application procedure for DEA
Golany, B., & Roll, Y. (1989) · Omega · doi:10.1016/0305-0483(89)90029-7 · Cited by 1,564
Efficiency and Cross-Efficiency in DEA: Derivations, Meanings and Uses
Doyle, J. R., & Green, R. (1994) · Journal of the Operational Research Society · doi:10.1057/jors.1994.84 · Cited by 1,250
Zhu, J. (2016) · International series in management science/operations research/International series in operations research & management science · doi:10.1007/978-1-4899-7684-0 · Cited by 1,155
Applied data envelopment analysis
Boussofiane, A., Dyson, R. G., & Thanassoulis, E. (1991) · European Journal of Operational Research · doi:10.1016/0377-2217(91)90331-o · Cited by 971
Undesirable outputs in efficiency valuations
Scheel, H. (2001) · European Journal of Operational Research · doi:10.1016/s0377-2217(00)00160-0 · Cited by 777
Translation invariance in data envelopment analysis
Ali, A. I., & Seiford, L. M. (1990) · Operations Research Letters · doi:10.1016/0167-6377(90)90061-9 · Cited by 452
Measuring Performance: An Introduction to Data Envelopment Analysis (DEA)
Bowlin, W. F. (1998) · The Journal of Cost Analysis · doi:10.1080/08823871.1998.10462318 · Cited by 444
Adler, N., & Golany, B. (2001) · European Journal of Operational Research · doi:10.1016/s0377-2217(00)00150-8 · Cited by 368
Cited by
Sorted by citations
Items 101–163 of 163
Three-Stage Data Envelopment Analysis as a Tool for Nurse Leader Performance Appraisals
Seljak, J., & Kvas, A. (2015) · SAGE Open · doi:10.1177/2158244015577666 · Cited by 5
International acquisitions and efficiency and productivity of the Serbian cement industry
Savović, S., Mimovic, P. M., & Domanović, V. (2021) · International Journal of Emerging Markets · doi:10.1108/ijoem-03-2021-0350 · Cited by 4
Le, T. M., Kujawa-Roeleveld, K., Tran, D. T. M., & Rijnaarts, H. H. M. (2022) · Water Resources and Industry · doi:10.1016/j.wri.2022.100181 · Cited by 4
Technical efficiency analysis of oil companies in the Republic of Serbia
Radukić, S., Veselinović, M., & Marjanović, I. (2023) · Economic Research-Ekonomska Istraživanja · doi:10.1080/1331677x.2023.2180051 · Cited by 4
Measuring the economic performance of transition economies: DEA-bootstrapping approach
Jakšić, M., Krstić, A., Milanović, M., & Mimovic, P. M. (2023) · Journal of Economic Studies · doi:10.1108/jes-01-2023-0037 · Cited by 4
The Impact of Privatization on Terminal Efficiency: A Case Study of Tema Port
Tetteh, B. K., Atsunyo, C. E., & Boateng, A. (2024) · Journal of Transportation Technologies · doi:10.4236/jtts.2024.143021 · Cited by 3
Skill and Strategy: How Managerial Ability Drives Working Capital Efficiency
Roy, P., Bhatt, S., Dani, R., Singh, P. K., Vasudevan, A., & Singh, E. N. (2025) · F1000Research · doi:10.12688/f1000research.162551.1 · Cited by 3
Dynamic analysis of the efficiency of research and development systems of South-European countries
Mimovic, P. M., Krstić, A., & Jaksic, M. (2019) · Yugoslav journal of operations research · doi:10.2298/yjor180815013m · Cited by 3
Does Size Influence Jail Efficiency? An Analysis of Local Jails in the United States
Alda, E. (2020) · Corrections · doi:10.1080/23774657.2020.1731725 · Cited by 3
An Evaluation of the Advertising Media Function Using DEA and DEMATEL
Shafiee, M., Behrang, K., Kamali, H., & Rezadoost, B. (2022) · Journal of Promotion Management · doi:10.1080/10496491.2022.2054902 · Cited by 3
Exploring Rising Income Inequality in the European Union - A Public Choice Approach
Negri, C. (2022) · Bulletin of the Transilvania University of Brasov Series V Economic Sciences · doi:10.31926/but.es.2022.15.64.2.16 · Cited by 3
Major Apparel Exporting Countries in Asia: A Study of Technical Efficiency and Its Determinants
Gambhir, D. (2023) · Jindal Journal of Business Research · doi:10.1177/22786821231161858 · Cited by 3
Microfinance Institutions’ Efficiency and its Determinants: Evidence from India
Bardhan, A. K., Nag, B., & Mishra, C. S. (2023) · South Asia Economic Journal · doi:10.1177/13915614231179527 · Cited by 3
Mohammed, A., Haji, J., Jemal, K., & Bekele, K. (2023) · The Open Agriculture Journal · doi:10.2174/18743315-v17-230727-2023-76 · Cited by 3
Trakakis, A., Nektarios, M., Tziaferi, S., & Panagiotis, P. (2021) · EUROPEAN RESEARCH STUDIES JOURNAL · doi:10.35808/ersj/2107 · Cited by 3
Efficiency Dynamics and Structural Characteristics of the Largest Commercial Banks in Turkey
ÇINAR, Y. (2011) · Higher School of Economics Economic Journal · Cited by 3
Alda, E. (2025) · CrimRxiv · doi:10.21428/cb6ab371.d923f490 · Cited by 3
Performance evaluation and benchmarking to inform dispatching rules for hydropower plants
Barbosa, F., Casacio, L., Bacalhau, E. T., Leitão, A., & Guimarães, L. (2024) · Utilities Policy · doi:10.1016/j.jup.2024.101780 · Cited by 2
Dynamic analysis of macroeconomic performance of the Balkan countries
Krstić, A., Jaksić, M., Mimovic, P. M., & Tadić, D. (2022) · Acta Oeconomica · doi:10.1556/032.2022.00027 · Cited by 2
Kovářová, E. (2024) · Revija za socijalnu politiku · doi:10.3935/rsp.v30i3.1840 · Cited by 2
Multi-Criteria Decision-Making Model for Evaluation of Financial Performance of Insurance Companies
İlkaz, A., & Çebi, F. (2024) · Advances in logistics, operations, and management science book series · doi:10.4018/979-8-3693-2125-6.ch008 · Cited by 2
Khan, A., Rabbani, M. R., Aljalahma, R., Tabassum, S., & Al‐Hiyari, A. (2024) · Asia-Pacific Financial Markets · doi:10.1007/s10690-024-09488-1 · Cited by 2
Sustainability performance of food supply chains with internal and external evaluation perspectives
Gürül, B., Yilmaz, D., & Kiriş, S. B. (2024) · IMA Journal of Management Mathematics · doi:10.1093/imaman/dpae022 · Cited by 2
Differences in Efficiency of National Innovation Systems of Slovakia and Selected EU Countries
Adamovský, P., & Gonda, V. (2019) · Politická ekonomie · doi:10.18267/j.polek.1234 · Cited by 2
Evaluating How the Regulatory Ecosystem Promotes Entrepreneurial Activities in Africa
Takouda, P. M., Dia, M., Ouattara, A., & Kouadio, K. V. D. P. (2022) · Contributions to management science · doi:10.1007/978-3-031-17008-9_5 · Cited by 2
The Effects of Body-Worn Cameras on Police Efficiency: A Study of Local Police Agencies in the USPreprint
Alda, E. (2020) · SSRN Electronic Journal · doi:10.2139/ssrn.3722508 · Cited by 2
Trakakis, A., Nektarios, M., Tziaferi, S., & Prezerakos, P. E. (2021) · Research Square · doi:10.21203/rs.3.rs-700636/v1 · Cited by 2
Pan-European public water sector benchmarking and investigation of influencing factors
Bronner, M., & See, K. F. (2026) · Urban Water Journal · doi:10.1080/1573062x.2026.2626795 · Cited by 1
The efficiency edge: how managerial ability and working capital impact corporate performance
Roy, P., Tyagi, P. K., Singh, P. K., Baig, M. I., Vasudevan, A., & Qian, C. (2026) · Cogent Business & Management · doi:10.1080/23311975.2026.2638507 · Cited by 2
Performance evaluation of ITS project on Mysore city bus transport operations
Mulangi, R. H. (2017) · International Conference on Inventive Computing and Informatics (ICICI) · doi:10.1109/icici.2017.8365182 · Cited by 1
Dobos, I., & Vörösmarty, G. (2023) · Society and Economy · doi:10.1556/204.2023.00001 · Cited by 1
The Efficiency of the Performing Arts: Evidence from Data Envelopment Analysis for Russian Theaters
Zelenskaya, E., & Shakina, E. A. (2023) · The Journal of Arts Management Law and Society · doi:10.1080/10632921.2023.2273442 · Cited by 1
Tiered Reliability Assessment of Electric Distribution Utilities using DEA with Malmquist Index
Boonlert, T., Thampipattanakul, P., Hongesombut, K., & Rerkpreedapong, D. (2023) · Asia-Pacific Power and Energy Engineering Conference (APPEEC) · doi:10.1109/appeec57400.2023.10561925 · Cited by 1
Portfolio Selection in Indian Stock Market Using Relative Performance Indicator Approach
Jothimani, D., Shankar, R., & Yadav, S. S. (2017) · Flexible systems management · doi:10.1007/978-981-10-4888-3_12 · Cited by 1
Análise da Eficiência dos Departamentos de Economia de Instituições de Ensino Superior do Brasil
de Almeida, A. T. C., Ramalho, H. M. D. B., Sobral, E. F. M., & da Silva, A. F. (2018) · Economia Aplicada · doi:10.11606/1980-5330/ea122240 · Cited by 1
Application of DEA to measure the productivity of the academic staff
Endovitsky, D. А., & Коменденко, С. Н. (2022) · Vestnik Voronezhskogo gosudarstvennogo universiteta Ser Ekonomika i upravlenie = Proceedings of Voronezh State University Series Economics and Management · doi:10.17308/econ.2022.1/7562 · Cited by 1
Alda, E., & Salazar-Tobar, F. (2025) · Policing An International Journal · doi:10.21428/cb6ab371.d1adb83b · Cited by 1
Technical Efficiency and Productivity in Incentive Systems
Gundersen, G. B. (2011) · NORA - Norwegian Open Research Archives
Efficiency of Management System Certification: Evidence from the Chinese Manufacturing Industry
Wang, X. (2014) · UWSpace (University of Waterloo)
Mismanagement or Mismeasurement
Anouze, A. L., & Osman, I. H. (2015) · Advances in logistics, operations, and management science book series · doi:10.4018/978-1-4666-4474-8.ch006
TECHNICAL EFFICIENCY OF FISHERY IN THE COASTAL REGIONS OF RUSSIA
Mikhaylova, E. G. (2020) · International Multidisciplinary Scientific GeoConference SGEM ... · doi:10.5593/sgem2020/5.2/s21.064
APPLICABILITY OF SCOR-BASED DEA PERFORMANCE MEASUREMENT IN SMALL MED-SIZE ENTERPRISES
Bire, R. B. (2021) · Jurnal Ilmiah Bisnis dan Ekonomi Asia · doi:10.32815/jibeka.v15i1.195
Performance effectiveness of Russian energy companies based on EVA and DEA
Filimonova, I. V., Nemov, V. Y., Provornaya, I. V., Chebotareva, A., & Butenko, V. (2021) · E3S Web of Conferences · doi:10.1051/e3sconf/202133001007
Toward Sustainability: Bike-Sharing Systems Design, Simulation and Management
Caggiani, L., & Camporeale, R. (2021) · MDPI eBooks · doi:10.3390/books978-3-0365-1705-6
Mismanagement or Mismeasurement
Anouze, A. L., & Osman, I. H. (2017) · IGI Global eBooks · doi:10.4018/978-1-5225-3909-4.ch035
Campbell, C. C. (2022) · International series in management science/operations research/International series in operations research & management science · doi:10.1007/978-3-030-91851-4_5
INVESTMENTS IN TOURIST DESTINATIONS FOR INCREASING EFFICIENCY IN THE FUTURE SERBIAN TOURISM SECTOR
Horvat, A. M., & Sedlak, O. (2022) · International Scientific Conference The Future of Tourism · doi:10.52370/tisc2263am
Measuring airline performance: standard DEA
Lee, B. L. (2023) · Elsevier eBooks · doi:10.1016/b978-0-12-812696-7.00004-0
Morera, A. G., Vicedo, J. C., & Muñoz-Gómez, C. (2023) · Air Soil and Water Research · doi:10.1177/11786221231214056
PEREIRA, A. C. D. R., Vecchia, F. A. D., Broze, T. S., ten Caten, C. S., & Danilevicz, Â. D. M. F. (2018) · Anais do Simpósio Brasileiro de Pesquisa Operacional · doi:10.59254/sbpo-2018-103759
Data driven approach for weight restricted data envelopment analysis models with single output
Şenol, K. U. R. T., Yüksel, M. K., & Di̇nçergök, B. (2023) · Journal of Turkish Operations Management · doi:10.56554/jtom.1333333
İki Aşamalı Ağ Veri Zarflama Analizinde Çapraz Etkinlik Ölçümü: Türkiye Havalimanları Uygulaması
MEMİŞ, N., & Emel, G. G. (2024) · International Journal of Social Inquiry · doi:10.37093/ijsi.1277040
López, O. S. (2024) · Lecture notes in operations research · doi:10.1007/978-3-031-61597-9_22
Yadava, A. K., Yadav, V., & Singh, B. P. (2024) · SN Business & Economics · doi:10.1007/s43546-024-00778-4
Zuba, M. (2025) · Health Services and Outcomes Research Methodology · doi:10.1007/s10742-025-00357-6
Trakakis, A., Nektarios, M., Tziaferi, S., & Prezerakos, P. (2021) · Figshare · doi:10.6084/m9.figshare.16921547
Trakakis, A., Nektarios, M., Tziaferi, S., & Prezerakos, P. (2021) · Figshare · doi:10.6084/m9.figshare.16921550
ÖZDEMİR, A. A., & Demi̇reli̇, E. (n.d.) · DergiPark (Istanbul University)
Takouda, P. M., Abdulkader, M. M. S., & Dia, M. (2026) · Economies · doi:10.3390/economies14040145
A DEA-TOBIT ANALYSIS ON THE OPERATIONAL EFFICIENCY OF LOGISTICS FIRMS IN TÜRKİYE
Şahan, D. (2026) · Anadolu Üniversitesi İktisadi ve İdari Bilimler Fakültesi Dergisi · doi:10.53443/anadoluibfd.1796909
Afonso, G. P., Pai, D. R., Figueira, J. R., & Ferreira, D. C. (2026) · International Journal of Production Research · doi:10.1080/00207543.2026.2702056
Metadata
- Authors
- Sarkis, J.
- Venue
- Modeling Data Irregularities and Structural Complexities in Data Envelopment Analysis
- Publisher
- Springer US
- Published
- 2007-06-07
- Pages
- 305-320
- OpenAlex
- W106807888
- Cited by
- 163
- References
- 25
- Citations by year
- 2026: 6 · 2025: 5 · 2024: 17 · 2023: 21 · 2022: 23 · 2021: 18 · 2020: 16 · 2019: 9 · 2018: 9 · 2017: 14 · 2016: 4 · 2015: 8 · 2014: 3 · 2013: 3 · 2012: 1
- FWCI
- 0.86
- Type
- book chapter
- Language
- en
- Open access
- closed
- Locations
- Springer eBooks (publishedVersion)
- Topics
- Social Sciences › Decision Sciences › Management Science and Operations Research › Efficiency Analysis Using DEA
- Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › Economic Growth and Productivity
- Physical Sciences › Environmental Science › Environmental Engineering › Environmental Impact and Sustainability
- Keywords
- data requirements, data characteristics, data preparation, data quality, DEA models, productivity measurement
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review