Application of data envelopment analysis in a small-scale transportation network.
Further optimizing small-scale bus networks has proven to be an obstacle in linear programming over the previous decade. Data Envelopment Analysis (DEA) is a mathematical approach designed to organize a system’s inputs and outputs and determine the efficiency of its decision-making units. Existing s...
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| Language: | English |
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Royal St. George's College
2022-08-01
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| Series: | The Young Researcher |
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| Online Access: | http://www.theyoungresearcher.com/papers/amcwatters.pdf |
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| author | McWatters, A. |
| author_facet | McWatters, A. |
| author_sort | McWatters, A. |
| collection | DOAJ |
| description | Further optimizing small-scale bus networks has proven to be an obstacle in linear programming over the previous decade. Data Envelopment Analysis (DEA) is a mathematical approach designed to organize a system’s inputs and outputs and determine the efficiency of its decision-making units. Existing studies show that DEA is a logical approach for network planning in larger, highly-urbanized areas, yet there remains a gap in its effectiveness in smaller, more suburban settings. To explore this inquiry, five DEA models were designed and applied to 19 bus routes operating through Delaware, USA, and their results were statistically analyzed. Findings suggest that an individual can implement DEA in virtually any environment, regardless of size and popula- tion dispersion, as this study yielded results ranging from 28% to 100% efficiency, consistent with similar studies; therefore supporting the technique’s future applicability and success. |
| format | Article |
| id | doaj-art-d56a702b4e064b2f87d3d6c1e1a0b25a |
| institution | Kabale University |
| issn | 2560-9823 |
| language | English |
| publishDate | 2022-08-01 |
| publisher | Royal St. George's College |
| record_format | Article |
| series | The Young Researcher |
| spelling | doaj-art-d56a702b4e064b2f87d3d6c1e1a0b25a2025-08-20T03:48:37ZengRoyal St. George's CollegeThe Young Researcher2560-98232022-08-01618493Application of data envelopment analysis in a small-scale transportation network.McWatters, A.Further optimizing small-scale bus networks has proven to be an obstacle in linear programming over the previous decade. Data Envelopment Analysis (DEA) is a mathematical approach designed to organize a system’s inputs and outputs and determine the efficiency of its decision-making units. Existing studies show that DEA is a logical approach for network planning in larger, highly-urbanized areas, yet there remains a gap in its effectiveness in smaller, more suburban settings. To explore this inquiry, five DEA models were designed and applied to 19 bus routes operating through Delaware, USA, and their results were statistically analyzed. Findings suggest that an individual can implement DEA in virtually any environment, regardless of size and popula- tion dispersion, as this study yielded results ranging from 28% to 100% efficiency, consistent with similar studies; therefore supporting the technique’s future applicability and success.http://www.theyoungresearcher.com/papers/amcwatters.pdfbus networkdata envelopment analysisexcel solverlinear programmingoptimiza- tion modeltransportation efficiency |
| spellingShingle | McWatters, A. Application of data envelopment analysis in a small-scale transportation network. The Young Researcher bus network data envelopment analysis excel solver linear programming optimiza- tion model transportation efficiency |
| title | Application of data envelopment analysis in a small-scale transportation network. |
| title_full | Application of data envelopment analysis in a small-scale transportation network. |
| title_fullStr | Application of data envelopment analysis in a small-scale transportation network. |
| title_full_unstemmed | Application of data envelopment analysis in a small-scale transportation network. |
| title_short | Application of data envelopment analysis in a small-scale transportation network. |
| title_sort | application of data envelopment analysis in a small scale transportation network |
| topic | bus network data envelopment analysis excel solver linear programming optimiza- tion model transportation efficiency |
| url | http://www.theyoungresearcher.com/papers/amcwatters.pdf |
| work_keys_str_mv | AT mcwattersa applicationofdataenvelopmentanalysisinasmallscaletransportationnetwork |