How CHAID analysis can assist revenue authorities in analysing tax compliance costs

dc.contributor.authorStark, Karen
dc.contributor.authorSmulders, Sharon
dc.contributor.authorOdendaal, Elza
dc.contributor.emailkaren.stark@up.ac.za
dc.date.accessioned2026-02-27T11:27:38Z
dc.date.available2026-02-27T11:27:38Z
dc.date.issued2025
dc.description.abstractTax compliance costs represent an economic burden to society and can result in reduced tax compliance behaviour. Traditional techniques used to establish the determinants of tax compliance costs include, inter alia, regression and simple descriptive statistics. This article explains how a Chi-square automatic interaction detection (CHAID) analysis, a decision tree modelling technique, was used to analyse the tax compliance costs of 10,260 individual taxpayers in South Africa. CHAID analysis provided granular insights beyond traditional techniques to enable a better understanding of the determinants which could lead to targeted support to enhance taxpayer compliance and reduce government collection costs.
dc.description.departmentTaxation
dc.description.librarianam2026
dc.description.sdgSDG-01: No poverty
dc.description.sdgSDG-08: Decent work and economic growth
dc.description.sponsorshipSupported by: the South African Institute of Chartered Accountants that provided a research grant that initiated this study; the Women in Research grant from UNISA, which also made this research possible and the South African Revenue Service that assisted with input into and distribution of the research questionnaire.
dc.description.urihttps://www.unsw.edu.au/business/our-research/research-environment/ejournal-of-tax-research
dc.identifier.citationStark, K., Smulders, S. & Odendaal, E. 2025, 'How CHAID analysis can assist revenue authorities in analysing tax compliance costs', eJournal of Tax Research, vol. 23, no. 1, pp. 9-31.
dc.identifier.issn1448-2398
dc.identifier.urihttp://hdl.handle.net/2263/108686
dc.language.isoen
dc.publisherAustralian School of Business
dc.rights© 2025 The Author(s). This is an open access article under the terms of the Creative Commons Attribution License.
dc.subjectTax compliance costs
dc.subjectPersonal income tax
dc.subjectDeterminants
dc.subjectChi-square automatic interaction detection (CHAID)
dc.titleHow CHAID analysis can assist revenue authorities in analysing tax compliance costs
dc.typeArticle

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