Ranking models in data envelopment analysis
Traditional data envelopment analysis models split decision making units into two basic groups, efficient and inefficient. They are based on solving linear optimization problems and currently they represent very popular tool for efficiency and performance evaluation. Efficiency scores of inefficient...
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| Format: | Article |
| Language: | ces |
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Vydavatelství ZČU v Plzni
2017-12-01
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| Series: | Trendy v podnikání |
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| Online Access: | http://www.fek.zcu.cz/tvp/doc/akt/4-2016-clanek-5.pdf |
| _version_ | 1827881760002670592 |
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| author | Josef Jablonský |
| author_facet | Josef Jablonský |
| author_sort | Josef Jablonský |
| collection | DOAJ |
| description | Traditional data envelopment analysis models split decision making units into two basic groups, efficient and inefficient. They are based on solving linear optimization problems and currently they represent very popular tool for efficiency and performance evaluation. Efficiency scores of inefficient units allows their ranking but efficient units cannot be ranked directly because of their maximum efficiency score. The paper presents the most popular ranking models (Andersen and Petersen model, Tone’s SBM model and cross efficiency evaluation) and discusses their advantages and drawbacks. All presented models are illustrated on an example with academic background - evaluation of academic departments that consumes several resources (academic staff and sum of salaries) and produces outputs as direct or indirect teaching, research outputs, etc. Computational aspects of all presented models are discussed. |
| first_indexed | 2024-03-12T18:46:08Z |
| format | Article |
| id | doaj.art-d8533d4261074167817ded2e9c3934f6 |
| institution | Directory Open Access Journal |
| issn | 1805-0603 |
| language | ces |
| last_indexed | 2024-03-12T18:46:08Z |
| publishDate | 2017-12-01 |
| publisher | Vydavatelství ZČU v Plzni |
| record_format | Article |
| series | Trendy v podnikání |
| spelling | doaj.art-d8533d4261074167817ded2e9c3934f62023-08-02T07:41:02ZcesVydavatelství ZČU v PlzniTrendy v podnikání1805-06032017-12-01643642Ranking models in data envelopment analysisJosef Jablonský Traditional data envelopment analysis models split decision making units into two basic groups, efficient and inefficient. They are based on solving linear optimization problems and currently they represent very popular tool for efficiency and performance evaluation. Efficiency scores of inefficient units allows their ranking but efficient units cannot be ranked directly because of their maximum efficiency score. The paper presents the most popular ranking models (Andersen and Petersen model, Tone’s SBM model and cross efficiency evaluation) and discusses their advantages and drawbacks. All presented models are illustrated on an example with academic background - evaluation of academic departments that consumes several resources (academic staff and sum of salaries) and produces outputs as direct or indirect teaching, research outputs, etc. Computational aspects of all presented models are discussed.http://www.fek.zcu.cz/tvp/doc/akt/4-2016-clanek-5.pdfData envelopment analysisefficiencysuper-efficiencyranking |
| spellingShingle | Josef Jablonský Ranking models in data envelopment analysis Trendy v podnikání Data envelopment analysis efficiency super-efficiency ranking |
| title | Ranking models in data envelopment analysis |
| title_full | Ranking models in data envelopment analysis |
| title_fullStr | Ranking models in data envelopment analysis |
| title_full_unstemmed | Ranking models in data envelopment analysis |
| title_short | Ranking models in data envelopment analysis |
| title_sort | ranking models in data envelopment analysis |
| topic | Data envelopment analysis efficiency super-efficiency ranking |
| url | http://www.fek.zcu.cz/tvp/doc/akt/4-2016-clanek-5.pdf |
| work_keys_str_mv | AT josefjablonsky rankingmodelsindataenvelopmentanalysis |