Mapping Corruption Related Themes In Malaysia’s Local Government Audit Reports 2021 - 2024

Main Article Content

Normala Mohd Adnan
Hairuzzaki Mohd Yusof
Rabi’ah Aminudin
Norhaslinda Jamaiudin
Sherrif Kaisi

Abstract

Local governments are critical to effective public service delivery and democratic accountability, yet they frequently face governance challenges. This study systematically investigates thematic trends in corruption-related audit findings within Malaysian local councils, leveraging a qualitative thematic code co-occurrence mapping in ATLAS.ti 24. Drawing on Auditor General (AG) reports from 2021 to 2024, the analysis assesses audit findings across four geographically diverse Malaysian states, which constitute Selangor, Sabah, Johor and Kelantan. The findings reveal persistent structural weaknesses, mainly in procurement, planning and enforcement systems. The co-occurrence mapping indicates that Sabah and Selangor exhibit more pronounced high-risk zones, characterized by a complex interplay of systemic deficiency issues, while Johor and Kelantan expose distinct challenges related to oversight mechanisms and accountability frameworks. This research provides a data-driven understanding of prevalent governance gaps at the local level and highlights various administrative realities across states. The study suggests targeted and contextually adapted governance reforms that emphasize the necessity of strengthening internal controls and oversight capacities to foster greater integrity in Malaysian local government.

Downloads

Download data is not yet available.

Article Details

Section

Articles

How to Cite

Mapping Corruption Related Themes In Malaysia’s Local Government Audit Reports 2021 - 2024. (2026). Mauriduna : Journal of Islamic Studies, 7(1), 155-183. https://doi.org/10.37274/mauriduna.v7i1.45

References

Abdullah, A. R., Hulopi, T. U. K., Hartoyo, A., Ibrahim, E., & Sanaba, R. (2024). Local Government Financial Performance: Challenges and Opportunities. West Science Interdisciplinary Studies. https://doi.org/10.58812/wsis.v2i12.1526

Abdullah, I. H., Abdul Rahman, A. N. C., & Jaludin, A. (2021). The Development of the Malaysian Hansard Corpus: A Corpus of Parliamentary Debates 1959-2020. 25(1). https://plm.org.my/ejurnal/index.php/jurnallinguistik/article/download/200/160

Ahmad, N., & Rahman, S. (2023). Decentralizing democracy: The role of local governance in Southeast Asia. Journal of Comparative Public Administration, 45(1), 34–52. https://doi.org/10.1016/j.jcpa.2023.01.004

Alfianto, R., Nurhaeni, I. D. A., & Mulyadi, A. W. E. (2023). Non-Meritrocratic Factors Affecting Filling Of Positions In Structural Institutions. Journal of Social Science. https://doi.org/10.57185/joss.v2i7.88

Ali, A. M., Gloeck, J. D., Ali, A., Ahmi, A., & Sahdan, M. H. (2007). Internal audit in the state and local governments of Malaysia. Southern African Journal of Accountability and Auditing Research, 7, 25–57.

Allain-Dupré, D. (2020). The multi-level governance imperative: The British Journal of Politics and International Relations. https://doi.org/10.1177/1369148120937984

Alozie, O. E. (2020). Roles of Public Administrators in Local Community Development. International Journal of Scientific and Research Publications. https://doi.org/10.29322/IJSRP.10.09.2020.P10565

Anderson, M. W. (n.d.). Centering the State in Stategraft: Reforming Abusive Local Governments Requires State Law Reform. Wisconsin Law Review. https://doi.org/10.59015/wlr.vqls2001

ASEAN Policy Forum. (2023). Public sector corruption risks in Southeast Asia. https://aseanpolicyforum.org/reports/2023-corruption

Auditor-General of Malaysia. (2021). Laporan Ketua Audit Negara 2021: Aktiviti kementerian/jabatan dan pengurusan syarikat kerajaan negeri. Jabatan Audit Negara Malaysia.

Auditor-General of Malaysia. (2022). Laporan Ketua Audit Negara 2022: Aktiviti kementerian/jabatan dan pengurusan syarikat kerajaan negeri. Jabatan Audit Negara Malaysia.

Auditor-General of Malaysia. (2023). Laporan Ketua Audit Negara 2023: Pengurusan kewangan dan aktiviti jabatan serta agensi negeri. Jabatan Audit Negara Malaysia.

Auditor-General of Malaysia. (2024). Laporan Ketua Audit Negara 2024: Aktiviti kementerian/jabatan dan pengurusan syarikat kerajaan negeri. Jabatan Audit Negara Malaysia.

Azmi, K. S. A., & Zainudin, R. (2021). Money in politics: a recipe for corruption in Malaysia.Journal of Financial Crime. https://doi.org/10.1108/JFC-07-2020-0147

Badara, M. S., & Saidin, S. (2013). Enhancing fraud detection through COSO-based internal controls: An empirical study of Malaysian local authorities. Journal of Public Administration and Governance, 3(2), 45–59.

Benito, B., Guillamón, M.-D., Martínez-Córdoba, P.-J., & Ríos, A.-M. (2021). Influence of selected aspects of local governance on the efficiency of waste collection and street cleaning services.Waste Management. https://doi.org/10.1016/J.WASMAN.2021.04.019

Borgatti, S. P., Everett, M. G., & Johnson, J. C. (2018). Analyzing social networks (2nd ed.). SAGE Publications.

Branet, D.-S., & Hațegan, C.-D. (2024). Bibliometric Framing of Research Trends Regarding Public Sector Auditing to Fight Corruption and Prevent Fraud.Journal of Risk and Financial Management. https://doi.org/10.3390/jrfm17030094

Braun, V., & Clarke, V. (2006). Using thematic analysis in psychology. Qualitative Research in Psychology, 3(2), 77–101. https://doi.org/10.1191/1478088706qp063oa

Brown, T., & Davies, R. (2021). Governance without teeth: Weak institutions in developing states. International Journal of Development Policy, 17(2), 111–127.

Cangiano, M., Curristine, T., & Lazare, M. (2013). Public financial management and its emerging architecture. International Monetary Fund.

Chang, H., & Liu, P. (2020). Audit institutions and the detection of fiscal mismanagement. Journal of Public Budgeting, Accounting & Financial Management, 32(4), 521–543.

Chen, Y., & Miller, K. (2024). Thematic co-occurrence in public sector audits: Evidence from Asia. Asian Journal of Public Administration, 46(1), 15–38.

Cheshmehzangi, A. (2021).Public Networks and Keeping the Support: Exploring a Better Governance for a Healthier Future. https://doi.org/10.1007/978-981-16-4888-5_17

Dollery, B., Kitchen, H., McMillan, M., & Shah, A. (2020).Local Public Infrastructure and Corruption. https://doi.org/10.1007/978-3-030-36725-1_6

Dvorak, J. (2023). Assessment of the Risks of Financial Crimes in Local Government.Advances in Logistics, Operations, and Management Science Book Series. https://doi.org/10.4018/978-1-6684-8536-1.ch011

Dwiputrianti, S., Utama, A. B. H., Listiani, T., & Rahman, A. (2024). Meritocracy in Public Sector Governance: Challenges And Policy Solutions in Ogan Komering Ulu.JAKP (Jurnal Administrasi Dan Kebijakan Publik). https://doi.org/10.25077/jakp.9.2.293-316.2024

Eleftheriadou, D., Hartog, E., & Gkiaouri, N. (2021). The Cities Challenge: Driving a Green and Digital Recovery and Social Resilience. IEEE Computer. https://doi.org/10.1109/MC.2021.3064439

Fauzi, A., Sukaesih, R., Sauri, S., & Handayani, S. (2022). Public Trust, Ethic and Integrity in the Bureaucracy. PPSDP International Journal of Education. https://doi.org/10.59175/pijed.v1i2.16

Febriandiela, F., Frinaldi, A., & Magriasti, L. (2024). Critical Analysis of Decentralization Theory in the Context of Local Government: A Literature Review. Adabi. https://doi.org/10.62066/jpab.v11i1.13

Fernandez, S., & Cheema, F. (2024). Testing the effects of merit appointments and bureaucratic autonomy on governmental performance: Evidence from African bureaucracies. Public Administration Review. https://doi.org/10.1111/puar.13896

Funston, J. (2014). Malaysia's Governance Crisis: The 1MDB Scandal and its Fallout. Contemporary Southeast Asia, 36(3), 345–371.

Gallego-Álvarez, I., & García-Sánchez, I. M. (2023). Qualitative comparative analysis of institutional accountability. Public Integrity, 25(2), 145–161.

Ghahari, S., Queiroz, C., Labi, S., & McNeil, S. (2023). Corruption Propensity and Mitigation at Different Phases of Infrastructure Development. Public Works Management & Policy. https://doi.org/10.1177/1087724x231162544

Gomez, E., & Kaur, R. (2023). Shadow elites and bureaucratic capture in Southeast Asia. Routledge.

Guest, G., MacQueen, K. M., & Namey, E. E. (2012). Applied thematic analysis. SAGE Publications.

Gutmann, J., Padovano, F., & Voigt, S. (2020). Perception vs. experience: Explaining differences in corruption measures using microdata. European Journal of Political Economy. https://doi.org/10.1016/J.EJPOLECO.2020.101925

Halim, H. A., Nurasa, H., Rusli, B., & Sugandi, Y. S. (2023). Navigating Governance Networks for Urban Issues: Global Trends and Prospects. KnE Social Sciences. https://doi.org/10.18502/kss.v8i17.14111

Hamzah, N. F., Hasim, M. S., Ariff, N. R. M., Adnan, H., & Kaliwon, J. (2023). Social Sustainability Initiatives (SSI) among Malaysian City Council: A Content Analysis of the Annual Report. 1217. https://doi.org/10.1088/1755-1315/1217/1/012008

Haron, R., Paino, H., & Mohamed, N. (2022). A Phenomenology Study on Misappropriation of Assets and Corruption in Malaysian Local Authorities: A Reality Check. International Journal of Academic Research in Accounting, Finance and Management Sciences. https://doi.org/10.6007/ijarafms/v12-i3/14427

Hassan, M., & Ali, Z. (2022). Urban service delivery in Malaysia’s local councils. Journal of Urban Governance Studies, 9(1), 40–59.

He, J. (2022). Subnational territorial reforms and state capacity: evidence from the developing world. Global Public Policy and Governance. https://doi.org/10.1007/s43508-022-00040-3

Hussain, W. S. (2023). The indicators of fraudulent financial reporting among state government agencies in Malaysia. Russian Law Journal. https://doi.org/10.52783/rlj.v11i4s.862

Ibrahim, A. H. H. (2024). Decentralization and its impact on improving public services. International Journal of Social Sciences. https://doi.org/10.21744/ijss.v7n2.2278

Ilias, A., Rosli, M., & Shaharuddin, F. (2022). Enhancing risk management capabilities in Malaysian local authorities. Malaysian Journal of Public Administration, 15(3), 24–39.

INTOSAI. (2021). The role of Supreme Audit Institutions in strengthening accountability. International Organization of Supreme Audit Institutions.

Ismail, S., & Abdullah, N. (2021). Public participation and service delivery at the local level: Malaysian perspectives. Local Government Studies, 47(2), 129–145.

Jin, D. (2024). The Challenges and Opportunities of Public Governance in the Digital Era. International Journal of Social Sciences and Public Administration. https://doi.org/10.62051/ijsspa.v2n3.64

Johnson, M. L. (2023). The Role of Decentralization in Local Government Empowerment and Effective Service Delivery: A Case Study In Uganda. International Journal For Multidisciplinary Research. https://doi.org/10.36948/ijfmr.2023.v05i06.8863

Johnson, M., & White, R. (2023). Anti-corruption strategies in emerging democracies. Governance Review, 31(1), 88–101.

Jonga, M. (2022). The Roles Of Local And Regional Governments In Achieving The Sustainable Development Goals. International Social Sciences and Humanities. https://doi.org/10.32528/issh.v1i1.20

Karamchand, P. (2021). Examining the Challenges and Opportunities of Managing Public Services in a Complex and Interconnected World. Journal of Public Representative and Society Provision. https://doi.org/10.55885/jprsp.v1i2.217

Katz, R. A., Toole, K., Robertson, H., Case, A., Kerr, J., Robinson-Marshall, S., Schermerhorn, J., Orsborn, S., Van Maele, M., Zimmerman, R., Stevens, T., Phelan, A., Carlson, C. J., & Graeden, E. (2023). Open data for COVID-19 policy analysis and mapping. Scientific Data, 10. https://doi.org/10.1038/s41597-023-02398-3

Kayyali, M. (2024). Evolution of Governance Models Between Theory and Practice. Advances in Higher Education and Professional Development Book Series. https://doi.org/10.4018/979-8-3373-0508-0.ch002

Kementerian Pembangunan Kerajaan Tempatan. (2025). Senarai Pihak Berkuasa Tempatan di Malaysia. Jabatan Kerajaan Tempatan. Retrieved from https://www.kpkt.gov.my/index.php/pages/view/268

Kgashane, K., & Pilusa, L. (2024). Professionalizing Local Government in the Republic of South Africa Amidst High Level of Corruption. International Journal of Innovative Science and Research Technology. https://doi.org/10.38124/ijisrt/ijisrt24jul830

Kim, A. J. (2023). Fiscal inefficiency and moral hazard of local government: With a focus on unused budget and local Subsidies. Han’gug Bu’pae Haghoebo. https://doi.org/10.52663/kcsr.2023.28.3.51

Kim, H., & Park, Y. (2022). Transparency through audit reports: A cross-national study. International Public Management Journal, 25(1), 56–76.

Konte, M. (2021). How do education resources respond to the quality of local governance in Africa. Review of Development Economics. https://doi.org/10.1111/RODE.12770

La Cascia, H., Kramer, M. W., & La Cascia, J. H. (2023). Vulnerabilities of ICT Procurement to Fraud and Corruption. https://doi.org/10.1596/40274

Lambert, E., Deyganto, K. O., & Badamasi, S. (2024). Revitalizing Public Administration: Transformative Solutions for Addressing Mankind’s Governance Challenges. Qeios. https://doi.org/10.32388/n6swaf

Le, J. B. H., Lee, K. Y., Rose, T., & Skitmore, M. (2022). Corruption in the Malaysian construction industry: Investigating effects, causes, and preventive measures. International Journal of Construction Management, 22(8), 1525–1536. https://doi.org/10.1080/15623599.2020.17286093

Lee, S. Y., & Chen, W. H. (2024). Administrative underdevelopment and policy lag in subnational units. Asian Journal of Political Science, 32(1), 22–41.

Lei, K., & Jasenovac, D. of. (2023).Corruption and the consequences for public health. https://doi.org/10.1016/b978-0-323-99967-0.00031-4

Li, J., & Wang, Y. (2021). Mapping governance failures using co-occurrence networks. Policy and Society, 40(3), 370–389.

Li, K., Lu, L., Qian, J., & Zhu, J. L. (2020). Enforceability and the effectiveness of laws and regulations. Journal of Corporate Finance. https://doi.org/10.1016/J.JCORPFIN.2020.101598

Maciel, G. G., Magalhães, P. C., de Sousa, L., Pinto, I. R., & Clemente, F. (2022). A Scoping Review on Perception-Based Definitions and Measurements of Corruption.

Mahmud, R., Mohd Azhari, N. K., Mohd Aripin, R., Kabir, H., & Zweni, A. (2023). Malaysian Local Authorities: Are They Transparent? Accounting and Finance Research, 12(3), 46. https://doi.org/10.5430/afr.v12n3p46

Maiti, D., & Bhattacharyya, C. (2020). Informality, enforcement and growth. Economic Modelling. https://doi.org/10.1016/J.ECONMOD.2019.04.015

Majid, R. A., Basri, S. A., & Mohamed, N. (2023). Analysing the Potential for Asset Misappropriation in Three Malaysian Municipal Councils. International Journal of Academic Research in Business & Social Sciences. https://doi.org/10.6007/ijarbss/v13-i4/16781

Manan, A. F. A., Nor, M. S. M., Adnan, Z. H., & Ismail, Mohd. M. (2023). The Challenges in the Anti-Corruption Efforts by the Government Agencies in Southeast Asia. International Journal of Academic Research in Business & Social Sciences. https://doi.org/10.6007/ijarbss/v13-i18/19959

Mashayekhi, B., Samavat, M., & Jahangard, A. (2023). Reviewing the internal audit literature in the public sector: A bibliometrics analysis. Governmental Accounting, 9(2), 207–226. doi:10.30473/gaa.2023.67440.1648

Miller, B., Curry, B. W., & Kennedy, J. B. (2021).The Role of Advisory Committees in Bureaucratic Oversight: The Case of AGAC. https://doi.org/10.1080/07343469.2020.1799262

Ministry of Housing and Local Government. (2022). Strategi penambahbaikan penyampaian perkhidmatan pihak berkuasa tempatan. Putrajaya: KPKT.

Mirzaakhmedov, Kh. Z. (2023). Connection of corruption and economic problems. Journal of Social Sciences and Humanities Research Fundamentals. https://doi.org/10.55640/jsshrf-03-11-06

Mitrani, M., Adams, T., & Noy, I. (2022). Can We Algorithmize Politics? The Promise and Perils of Computerized Text Analysis in Political Research. 55, 809–814. https://doi.org/10.1017/S1049096522000464

Mohamad, R., & Ramasamy, S. (2020). Integrity and public trust in Malaysian civil service. Journal of Southeast Asian Studies, 28(1), 56–70.

Muhamad, N., & Gani, N. A. (2020). A decade of corruption studies in Malaysia.Journal of Financial Crime. https://doi.org/10.1108/JFC-07-2019-0099

Nagawa, M. (2022). Are Anti-corruption Campaigns Fighting a Losing Battle?Political Science Today. https://doi.org/10.1017/psj.2022.38

Nor, F. M., Che Abdul Rahman, A. N., Jaluddin, A., Ho Abdullah, I., & Tiun, S. (2019). A Corpus Driven Analysis of Representations Around the Word ‘ekonomi’ in Malaysian Hansard Corpus. GEMA Online Journal of Language Studies, 19(4), 66–95. https://doi.org/10.17576/GEMA-2019-1904-04

OECD. (2018). Auditing for transparency and accountability. https://www.oecd.org/gov/auditing-transparency.htm

Orel, Y., Kulinich, O., Smahliuk, A., Popov, O., & Rychka, R. (2024). Fostering Resilient Growth in Local Communities via Governance Strategies: Key Challenges and Effective Tools.Deleted Journal. https://doi.org/10.62227/as/74329

Ovidius University. (2021). Network analysis of public administration themes. Ovidius University Press.

Padovani, E., Scorsone, E., Iacuzzi, S., & Valle de Souza, S. (2022).Introduction. https://doi.org/10.1007/978-3-030-91638-1_1

Peters, G., & Shah, A. (2021). The dilemmas of public accountability in the 21st century. Edward Elgar Publishing.

Power, M. (1997). The audit society: Rituals of verification. Oxford University Press.

Pozsgai-Alvarez, J. (2020). The abuse of entrusted power for private gain: meaning, nature and theoretical evolution. Crime Law and Social Change. https://doi.org/10.1007/S10611-020-09903-4

Prihatmanto, H. N., Munajat, M. D. E., & Irawati, I. (2023). Detecting the corruption pattern and measuring the corruption detection pace at the Indonesian village level. Jurnal Tata Kelola & Akuntabilitas Keuangan Negara. https://doi.org/10.28986/jtaken.v9i2.1361

Public Integrity. https://doi.org/10.1080/10999922.2022.2115235

Putri, C. M., & Ilboudo, T. A. S. (2024).Corruption in Village Governments: A Bibliometric Review and Future Research Agenda. https://doi.org/10.18196/pas.v1i1.8

Rahman, A., & Lim, K. M. (2024). Post-pandemic governance in Malaysian municipalities. Journal of Contemporary Administration, 50(1), 77–98.

Randmaa, I. (2022).Corruption. https://doi.org/10.4324/9780367808983-30

Ratmono, D., & Darsono, D. (2022). New public management and corruption: Empirical evidence of local governments in Indonesia. Public and Municipal Finance. https://doi.org/10.21511/pmf.11(1).2022.05

Ratu, D. M. (2024). Corporate governance and corruption controversies in Southeast Asia. Akurasi. https://doi.org/10.29303/akurasi.v7i1.492

Ribeiro, A. L., Araújo, O. R., Oliveira, L. B., & Inacio, M. (2022). The Executive Branch decisions in Brazil: A study of administrative decrees through machine learning and network analysis. PLOS ONE, 17(7), e0271741. https://doi.org/10.1371/journal.pone.0271741

Rose, R., & Peiffer, C. (2019).Making Government Transparent. https://doi.org/10.1007/978-3-319-92846-3_8

Sarjito, A. (2023). Political Corruption and How to Combat. Journal of Governance : Jurnal Ilmu Pemerintahan Universitas Sultan Ageng Tirtayasa. https://doi.org/10.31506/jog.v8i4.20023

Sary, J. S. (2024). Enhancing Good Governance through the Implementation of the Merit System in the Placement of State Civil Apparatus. Pakistan Journal of Life and Social Sciences. https://doi.org/10.57239/pjlss-2024-22.2.00407

Scharp, K. M. (2021). Thematic co-occurrence analysis: Advancing a theory and qualitative method to illuminate ambivalent experiences. Journal of Communication, 71(4), 545-571. https://doi.org/10.1093/joc/jqab015

Shair-Rosenfield, S. (2024). Decentralisation, intergovernmental coordination, and response to extreme events in Southeast Asia. Regional Studies. https://doi.org/10.1080/00343404.2024.2319716

Shen, L., Ochoa, J. J., & Bao, H. (2023). Strategies for Sustainable Urban Development—Addressing the Challenges of the 21st Century. Buildings. https://doi.org/10.3390/buildings13040847

Siddiquee, N. A. (2006). Public accountability in Malaysia: Challenges and critical concerns. International Journal of Public Administration, 29(1), 77–98.

Silva, C. N. (2020).Global Trends in Local Governance. https://doi.org/10.1007/978-3-030-52516-3_1

Školník, M. (2023). Corruption and Trust. Comparative Sociology. https://doi.org/10.1163/15691330-bja10093

Smith, J., & Jones, R. (2022). Governance gaps in transitional states. Development Policy Journal, 14(2), 90–110.

Stobbelaar, D. J., van der Knaap, W., & Spijker, J. (2022). Transformation towards Green Cities: Key Conditions to Accelerate Change. Sustainability. https://doi.org/10.3390/su14116410

Szilágyiné Fülöp, E. (2023). Abuses in Public Administration and Their Perception. Theory, Methodology, Practice. https://doi.org/10.18096/tmp.2023.02.07

Tan, B. C., & Lim, A. H. (2022). Informality and bureaucratic politics in Southeast Asia. Asian Governance, 12(1), 12–35.

Tan, Y. K., Rahman, S., & Omar, N. (2023). Assessing local government resilience post-COVID. Public Administration and Policy, 18(2), 102–117.

Tano, I. (2024).Digitalization in local governance. https://doi.org/10.69651/pijhss030317

Transparency International. (2024a). Global corruption barometer 2024. https://www.transparency.org/en/gcb

Transparency International. (2024b). Corruption perceptions index 2024: Malaysia. https://www.transparency.org/en/cpi/2024/mys

UNDP. (2020). Public accountability and integrity systems: A thematic analysis. United Nations Development Programme.

UNDP. (2021). Subnational governance challenges in developing contexts. https://www.undp.org/governance

UN-Habitat. (2022). World cities report 2022: Envisioning the future of cities. United Nations Human Settlements Programme.

Villacorta Chambi, S. P., Toledo Gutierrez, C., & Araujo Ramos, L. (2022). Introduction. https://doi.org/10.4324/9781003274278-1

Vogel, A. (2023).Paradoxes of public administration in Malaysia. https://doi.org/10.4337/9781839104794.00018

White, D. R., & Harary, F. (2023). Structural co-occurrence in governance networks. Social Networks, 72(3), 15–29.

World Bank. (2023). Decentralization and local governance: A framework for performance. https://documents.worldbank.org/governance-framework

Wright, C. (2020). Local government fighting Covid-19. The Round Table. https://doi.org/10.1080/00358533.2020.1763017

Yadav, B. (2024). Citizen Participation in Government Decision-Making. Research Review International Journal of Multidisciplinary. https://doi.org/10.31305/rrijm.2024.v09.n04.033

Zahrin, Z., & Mohamad, S. S. (2024). Audit certificate and financial management accountability index level of local authorities in Kedah, 2002-2019.Journal of Governance & Development. https://doi.org/10.32890/jgd2023.19.2.4

Fatmawati Sungkawaningrum, Sri Hartono, M. H. H. (2022). Determinants of Community Decisions to Lend Money to Loaners. Intern. Journal of Profess. Bus. Review, 7(3), 1–12. https://doi.org/https://doi.org/10.26668/businessreview/2022.v7i3.0510

Sungkawaningrum, F., Sholihin, M., Hanafi, S. M., Irma, I., & Pelupes, F. W. (2024). Analysis of Small Traders’ Preferences when Deciding to Owe Loans Using Behavioral Planning Theory. Revista de Gestão Social e Ambiental, 18(5), 1–18. https://doi.org/https://doi.org/10.24857/rgsa.v18n5-100