Extending a Fuzzy Network Data Envelopment Analysis Model to Measure Maturity Levels of a Performance Based-Budgeting System: A Case Study

dc.cclicenceCC-BY-NC-NDen
dc.contributor.authorHatami-Marbini, A.
dc.contributor.authorToloo, M.
dc.contributor.authorAmini, M.R.
dc.contributor.authorAzar, A.
dc.date.acceptance2022-03-10
dc.date.accessioned2022-03-21T11:26:07Z
dc.date.available2022-03-21T11:26:07Z
dc.date.issued2022-03-15
dc.descriptionThe file attached to this record is the author's final peer reviewed version. The Publisher's final version can be found by following the DOI link.en
dc.description.abstractPerformance-based budgeting (PBB) aims to formulate and manage public budgetary resources to improve managerial decisions based on actual performance measures of agencies. Although the PBB system has been overwhelmingly applied by various agencies, the progress and maturity of its implementation process are not satisfactory at large. Therefore, it warrants to find, evaluate and improve the performance of organisations in relation to implementing a PBB system. To do so, the composite indicators (CIs) have been proposed to aggregate multiple indicators associated with the PBB system, but their employment is contentious as they often lean on ad-hoc and troublesome assumptions. Data envelopment analysis (DEA) methods as a powerful and established tool help to contend with key limitations of CIs. Although the original DEA method ignores an internal production process, the knowledge of the internal structure of the PBB systems and indicators is of importance to provide further insights when assessing the performance of PBB systems. In this paper, we present a budget assessment framework by breaking a PBB system into two parallel stages including operations performance (OP) and financial performance enhancement (FPE) to open up the black-box structure of the system and consider the indicator hierarchy configuration of each stage. In situations of the hierarchical configuration of indicators, we develop a multilayer parallel network DEA-based CIs model to measure the PBB maturity levels of the system and its stages. It is shown that the discrimination power of the proposed multilayer model is better than the existing models with one layer and in situations of relatively small number of DMUs the model developed in this paper can be a good solution to the dimension reduction of indicators. Moreover, this research leverages fuzzy logic to surmount the subjective information that is often available in collecting indicators of the PBB systems. The major contribution of this research is to examine a case study of a PBB maturity award in Iran, as a developing country with a myriad of financial challenges, to adopt a PBB maturity model as well as point towards the efficacy and applicability of the proposed framework in practice.en
dc.funderNo external funderen
dc.identifier.citationHatami-Marbini, A., Toloo, M., Amini, M.R., Azar, A. (2022) Extending a Fuzzy Network Data Envelopment Analysis Model to Measure Maturity Levels of a Performance Based-Budgeting System: A Case Study. Expert Systems with Applications, 116884.en
dc.identifier.doihttps://doi.org/10.1016/j.eswa.2022.116884
dc.identifier.issn0957-4174
dc.identifier.urihttps://hdl.handle.net/2086/21762
dc.language.isoenen
dc.peerreviewedYesen
dc.publisherElsevieren
dc.researchinstituteCentre for Enterprise and Innovation (CEI)en
dc.subjectData envelopment analysisen
dc.subjectPerformance-based budgetingen
dc.subjectFuzzy logicen
dc.titleExtending a Fuzzy Network Data Envelopment Analysis Model to Measure Maturity Levels of a Performance Based-Budgeting System: A Case Studyen
dc.typeArticleen

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