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Raffly Firmansyah Putra; Wilchan Robain; Vira Khairunisa; Zuhairi Rangkuti; Siti Nur Fadhilah +1 more

Jurnal Bisnis Kreatif dan Inovatif 2025 Asosiasi Riset Ilmu Manajemen dan Bisnis Indonesia

This article aims to provide a comprehensive literature review on how professional ethics can serve as an effective strategy to prevent fund misuse within organizational financial management. Professional ethics is viewed as a set of moral values, behavioral norms, and professional standards that guide financial managers to perform their duties with honesty, responsibility, and without conflicts of interest. In the context of financial management, these duties include recording, budgeting, monitoring, and reporting financial activities, all of which require accuracy and transparency. The study highlights five main principles of professional ethics: integrity, objectivity, professional competence, confidentiality, and professional behavior. These principles clarify rules, strengthen accountability, and ensure that financial processes comply with established standards. The literature review shows that applying professional ethics not only encourages individuals to act correctly but also enhances responsibility, improves performance, and strengthens financial oversight. Integrity and objectivity play a crucial role in preventing report manipulation, budget inflation, and fund misuse, as these principles demand moral courage and fair decision-making. Professional competence ensures that every financial process is carried out accurately and in accordance with regulations, while confidentiality protects sensitive information from misuse. Professional behavior emphasizes adherence to laws, organizational policies, and professional standards. The article also identifies several supporting factors that enable the effective implementation of professional ethics, such as strong internal policies, leadership commitment to integrity, an ethical workplace culture, layered supervision systems, and continuous ethics training. Conversely, common challenges include weak internal controls, limited understanding of ethics, organizational pressure, conflicts of interest, and inconsistent application of ethical standards. Therefore, this article underscores that integrating professional ethics into organizational financial policies, procedures, and management systems is a key step in preventing fund misuse and strengthening stakeholder trust in the organization’s transparency and accountability.

Scorina Dwiantari; Irene Nathalia Setiawan; Rusdiana Permanasari; Linda Novasari

Jurnal Pengabdian Masyarakat dan Transformasi Kesejahteraan 2025 Lembaga Pengembangan Kinerja Dosen

Fraudulent investment is a phenomenon that has become widespread among Indonesian society. The PKK mothers in Rt 5 Rw 2, Gayamsari sub-district, have not yet gained any knowledge or understanding about the dangers of fraudulent investments and their characteristics, nor have they received any knowledge or understanding related to financial literacy that could protect their families from the dangers of fraudulent investments. The PKK of Gayamsari sub-district urgently needs socialization on strategies to prevent being affected by fraudulent investments and to recognize the signs of such investments. In addition to fraudulent investments, they also feel the need to receive socialization about financial literacy and the characteristics of legal and safe investments, so that they can prevent becoming victims of fraudulent investments. Based on the problems that occur, solutions are needed to address them. The purpose of this community service activity is to provide understanding and knowledge about financial literacy so as not to fall into fraudulent investments. Partners are also given an understanding of safe and legal investments to avoid the dangers of fraudulent investments. The expected outcome of this service activity for the mothers of the PKK in Gayamsari sub-district is to understand the importance of financial literacy and the dangers of fraudulent investments along with their characteristics. It is hoped that the PKK mothers in Gayamsari sub-district will be wise in managing family finances by choosing safe investments for the future of their household and family, as well as being able to prevent becoming victims of fraudulent investment scams.

Irsan Herlandi Putra; Juliyanto Juliyanto; Andy Yusuf Martua; Akhmad Farikhin; Sani Susanto

Riset Ilmu Manajemen Bisnis dan Akuntansi 2025 Asosiasi Riset Ilmu Manajemen Kewirausahaan dan Bisnis Indonesia

This research was conducted at BRI Regional Audit Office Bandung. The purpose of this study is to determine how much influence internal audit and whistleblowing system partially and simultaneously have on fraud prevention. The theories used in this study are agency theory and pentagon fraud theory. The population in this study is all BRI Regional Audit Office Bandung workers. This study used nonprobability sampling techniques using purposive sampling techniques. The sample of this study was all auditors of BRI Regional Audit Office Bandung, which was 41 respondents and data collection using questionnaires. This research uses a quantitative approach with descriptive and verifiative methods. The statistical tests used are validity tests and reliability tests, classical assumption tests, multiple linear regression analysis, correlation coefficient analysis, determination coefficient analysis and hypothesis tests. The results of the analysis were processed using the IBM SPSS Statistics 26 program. The correlation results show that internal audit, whistleblowing system and fraud have a very strong relationship with positive direction. Meanwhile, the results of multiple linear regression analysis show that internal audit and whistleblowing system have a significant effect on fraud prevention both partially and simultaneously.

Siti Nurhaliza; Hastanti Agustin Rahayu

Jurnal Inovasi Ekonomi Syariah dan Akuntansi 2025 Asosiasi Riset Ekonomi dan Akuntansi Indonesia

This study aims to explain and reconstruct the notion of auditor professionalism beyond the reasoning framework found in the accountants’ code of ethics. The reconstruction is carried out by redefining auditor professionalism through the integration of moral reasoning and the values derived from QS. Al-Isra (36), as a response to the issue of fraud disclosure. The research adopts a non-technical perspective on auditor professionalism. Accordingly, the appropriate method for this study is Theoretical Triangulation, namely testing auditor professionalism from the perspective of moral reasoning and QS. Al-Isra (36). Specifically, the research begins by utilizing three sources of values: the Handbook of the Code of Ethics for Professional Accountants, principles of moral reasoning, and the guidance in QS. Al-Isra (36). Second, the study identifies the limitations of conventional interpretations of auditor professionalism when examined solely from ethical codes, and further analyzes how moral reasoning and QS. Al-Isra (36) enrich this perspective. Third, the concept of auditor professionalism is reconstructed in a holistic manner. Finally, the study concludes whether moral reasoning and QS. Al-Isra (36) are interrelated with the auditors’ professionalism in uncovering fraud. Ultimately, this article proposes a revised conception of auditor professionalism. By incorporating moral reasoning and QS. Al-Isra (36), auditor professionalism is envisioned as transcending rationalism and materialism. It is defined as a commitment to uphold the accountants’ code of ethics, grounded in justice and virtue, with an awareness that every action will be held accountable in the hereafter.

Sajida, Sajida; Prasetya, Gregorius Christian Yoga; Farrel, Muhammad Arka Dito Al

Pemberdayaan Masyarakat: Jurnal Aksi Sosial 2025 Lembaga Pengembangan Kinerja Dosen

The rapid expansion of digital technologies has intensified financial misinformation and disinformation, particularly through illegal online loans and online gambling targeting communities with limited digital and financial literacy. This community engagement program in Dusun Munggur, Girimulyo Village, aimed to strengthen residents’ ability to identify and respond to deceptive digital practices through contextualized education on risk indicators, manipulative design strategies, and verification methods. Using a three-hour interactive socialization combining visuals, discussion, and a short comprehension exercise, the program improved participants’ understanding of how fraudulent financial schemes operate and how personal data, behavioral triggers, and algorithmic amplification are exploited. Participants demonstrated greater awareness of suspicious platforms, increased confidence in evaluating online offers, and requested sustained resources such as booklets and reporting guides for household- and community-level prevention. Although effective in raising immediate awareness, the intervention was limited by the lack of long-term behavioral assessment and the rapidly evolving nature of digital fraud. The program underscores the importance of community-centered, preventive literacy to mitigate digital financial risks in rural Indonesia.

Sajida, Sajida; Prasetya, Gregorius Christian Yoga; Farrel, Muhammad Arka Dito Al

Pemberdayaan Masyarakat: Jurnal Aksi Sosial 2025 Lembaga Pengembangan Kinerja Dosen

The rapid expansion of digital technologies has intensified financial misinformation and disinformation, particularly through illegal online loans and online gambling targeting communities with limited digital and financial literacy. This community engagement program in Dusun Munggur, Girimulyo Village, aimed to strengthen residents’ ability to identify and respond to deceptive digital practices through contextualized education on risk indicators, manipulative design strategies, and verification methods. Using a three-hour interactive socialization combining visuals, discussion, and a short comprehension exercise, the program improved participants’ understanding of how fraudulent financial schemes operate and how personal data, behavioral triggers, and algorithmic amplification are exploited. Participants demonstrated greater awareness of suspicious platforms, increased confidence in evaluating online offers, and requested sustained resources such as booklets and reporting guides for household- and community-level prevention. Although effective in raising immediate awareness, the intervention was limited by the lack of long-term behavioral assessment and the rapidly evolving nature of digital fraud. The program underscores the importance of community-centered, preventive literacy to mitigate digital financial risks in rural Indonesia.

Noviantika, Kiki Erlita; Selvia Eka Aristantia M.A

Jurnal Inovasi Ekonomi Syariah dan Akuntansi 2025 Asosiasi Riset Ekonomi dan Akuntansi Indonesia

This study aims to reflect on the Islamic business ethics values contained in QS Al-Jumu’ah verses 9–10 and their relevance in fraud prevention from the perspective of Sharia accounting. Fraudulent actions in business, such as falsifying financial reports and arranging transactions, are very dangerous issues because they undermine the economic system as a whole. This study uses a literature research method with a thematic interpretation (tafsir maudhu’i) approach to understand the meaning of Surah Al-Jumu’ah verses 9 to 10, as well as analyze scholarly works related to Sharia accounting and Islamic business ethics. The results of the study indicate that these verses provide ethical guidance that balances the obligation to worship with economic activities, so that every business transaction must be based on principles of honesty, transparency, trustworthiness, and responsibility. The integration of the values contained in the Qur’an is very important in preventing fraudulent actions because it shapes. The awareness that Allah always watches over all human actions. This study contributes theoretically by strengthening the literature on Sharia accounting based on Islamic values, and practically provides guidance for business practitioners and accountants in building a fair, honest, and integrity-driven trade system. Keywords: Sharia Accounting, QS Al-Jumu'ah Verses 9-10, Fraud, Islamic Business Ethics.

Satriya Aldi Putrazta

Majelis : Jurnal Hukum Indonesia 2025 Asosiasi Peneliti dan Pengajar Ilmu Hukum Indonesia

This study discusses legal protection for victims of human trafficking disguised as job vacancies in Myanmar, which has affected hundreds of Indonesian citizens. This phenomenon shows a new mode of digital-based human trafficking through social media, offering fictitious high-paying jobs that ultimately lead to forced labor in the online scamming sector. This study uses a normative legal research method with a legislative and conceptual approach, which examines Law Number 21 of 2007 concerning the Eradication of Human Trafficking, Law Number 18 of 2017 concerning the Protection of Indonesian Migrant Workers, the 2000 Palermo Protocol, and a number of International Labor Organization (ILO) conventions related to forced labor and labor migration. The results of the study show that this case fulfills the elements of human trafficking as stipulated in Article 2 paragraph (1) of the TPPO Law, because there are elements of recruitment, fraud, confinement, and forced labor exploitation. From an international law perspective, these actions violate the provisions of the Palermo Protocol and the ILO convention on the elimination of forced labor. The Indonesian government has a legal and moral responsibility to provide protection and recovery for victims of TPPO, as well as to ensure the principle of non-criminalization. However, the implementation of protection is still hampered by weak supervision of digital recruitment, jurisdictional limitations, and suboptimal cross-border cooperation. Therefore, it is necessary to strengthen the digital-based migrant protection system, enhance bilateral and multilateral cooperation, and apply the principle of state due diligence in the prevention and enforcement of laws against cross-border TPPO.  

Harlina Hamid; Muhammad Fadli Faisal Rasyid

IJLS (International Journal of Law and Society) 2025 Asosiasi Penelitian dan Pengajar Ilmu Hukum Indonesia

Digital transformation in the banking sector has introduced numerous conveniences in financial transactions, yet simultaneously opened opportunities for increasingly sophisticated and damaging new forms of crime. This article comprehensively analyzes criminal policy in combating digital banking crime in Indonesia, exploring the legal, technological, and institutional challenges faced, and formulating effective prevention strategies. Through systematic literature review and critical policy analysis, this research demonstrates that digital banking crime in Indonesia has experienced significant increases both in quantity and complexity of modus operandi, encompassing phishing, skimming, hacking, social engineering, banking trojan malware, and various technology-based fraud schemes. Financial losses amount to trillions of rupiah annually, excluding the psychological impact on victims and erosion of public trust in digital banking systems. Research findings identify fundamental challenges in combating digital banking crime, including limitations in legal frameworks that have not fully accommodated technological developments, gaps in law enforcement capacity for cyber investigation, complexity of evidence in digital cases, complicated cross-border jurisdiction, rapid evolution of crime modi outpacing regulatory adaptation, and low digital security literacy among banking service users. Policy analysis shows that penal approaches through criminalization and law enforcement, while important, are insufficient without comprehensive non-penal strategies.

Safira Annisa Pratiwi Manik; Endang Asliana; Evi Yuniarti

Jurnal Kendali Akuntansi 2025 International Forum of Researchers and Lecturers

This study examines in depth the risk factors influencing financial statement fraud in the Indonesian banking sector by employing the Fraud Hexagon framework. This framework comprises six core elements—pressure, opportunity, rationalization, capability, arrogance, and collusion—each representing potential drivers of fraudulent behavior. The study also aims to assess whether institutional investor involvement can serve as a moderating factor capable of reducing the likelihood of fraud. The research uses secondary data derived from the annual reports of banks listed on the Indonesia Stock Exchange (IDX) for the period 2020–2023. Logistic regression analysis is employed to examine the relationships between the Fraud Hexagon variables and financial statement fraud, as well as to test the moderating role of institutional ownership. The findings reveal that, among the six elements of the Fraud Hexagon, only auditor changes (representing rationalization) and political connections (representing collusion) have a significant effect on financial statement fraud. The other elements—pressure, opportunity, capability, and arrogance—do not show a significant impact. Furthermore, institutional investor involvement is found not to moderate the relationship between the Fraud Hexagon elements and financial statement fraud, indicating that external monitoring through institutional ownership remains ineffective in the context of Indonesian banking. These results underscore the importance of closer supervision of rationalization and collusion factors, as well as the need for stronger internal control mechanisms to prevent fraudulent financial reporting. The study’s findings are expected to provide valuable insights for regulators, banking management, and other stakeholders in their efforts to enhance fraud prevention measures in the financial sector.  

Gede Ricky Roy Pratama; Naniek Pangestuti

Jurnal Ilmiah Serat Acitya 2025 Universitas 17 Agustus 1945

Penelitian ini menguji pengaruh sikap keuangan dan perilaku manajemen keuangan terhadap pencegahan kecurangan di kalangan petugas pemasyarakatan. Penelitian ini menguji apakah faktor-faktor keuangan tersebut secara signifikan mempengaruhi upaya pencegahan kecurangan, yang bertujuan untuk menyoroti pentingnya disiplin keuangan dalam mendukung perilaku etis di lembaga pemasyarakatan. Penelitian ini menggunakan desain kuantitatif dengan kuesioner yang dikumpulkan dari 90 pegawai Lapas Narkotika Kelas IIA Bangli sebagai sampel total pada Januari–Maret 2025, kemudian dianalisis dengan menggunakan regresi linier berganda. Hasil penelitian menunjukkan bahwa sikap keuangan dan perilaku manajemen keuangan berpengaruh positif signifikan terhadap pencegahan fraud di kalangan petugas lembaga pemasyarakatan. Variabel penelitian, yaitu sikap keuangan dan perilaku manajemen keuangan, secara bersama-sama berpengaruh nyata terhadap pencegahan kecurangan dengan korelasi yang kuat. Hal ini menunjukkan bahwa meningkatkan perilaku dan sikap keuangan sangat penting dalam mengurangi risiko kecurangan di lembaga pemasyarakatan. Penelitian ini menawarkan wawasan orisinal dengan menguji pengaruh langsung dari sikap keuangan dan perilaku manajemen keuangan terhadap pencegahan kecurangan, sebuah hubungan yang belum pernah dianalisis secara bersamaan

Sausan Nada Salsabila; Zaschia Flanivolya Matulessy; Tries Ellia Sandari

Jurnal Kendali Akuntansi 2025 International Forum of Researchers and Lecturers

This study was conducted with the aim of exploring how the influence of forensic accounting and whistleblowing system as a mechanism in detecting and revealing allegations of corruption in the company. This research uses a systematic literature review method by analyzing ten academic journal articles published in 2020-2025 that discuss fraud prevention and disclosure, especially in corruption cases. The results of this study state that forensic accounting has proven effective in detecting various forms of corruption fraud, such as conflicts of interest, gratuities, and abuse of authority, especially if applied by auditors or forensic accountants who have expertise in financial analysis and applicable regulations. Meanwhile, the whistleblowing system allows fraud reporting to be done anonymously with safe protection, and encourages transparency in the organization. However, this research also shows that the two are not always aligned. When the whistleblowing system is effective but forensic accounting is not well implemented, the investigation process is not maximized. Conversely, even if forensic accounting is strong, a weak whistleblowing system can hinder early detection and slow down action against corruption cases.

Prasada Agra Swastyayana; Imang Dapit Pamungkas

Proceeding of the International Conference on Management, Entrepreneurship, and Business 2025 Asosiasi Riset Ilmu Manajemen Kewirausahaan dan Bisnis Indonesia

This research aims to examine the effect of the Fraud Hexagon dimensions on fraudulent financial reporting (FFR) in the banking sector in Indonesia, as well as analyze the moderating role of information technology (IT) adoption. Using a quantitative approach, this research using secondary data with purposive sampling technique to select 43 banks listed on the Indonesia Stock Exchange during the period 2020 to 2023. Financial reporting fraud is measured using the F-Score model, and the analysis technique used is PLS-SEM with WarpPLS 7.0 tools. The results showed that the opportunity (Ineffective Monitoring), and capability (CEO Change) had a positive effect in increasing the possibility of fraudulent financial reporting. Furthermore, IT adoption does not moderate the relationship between any of the Fraud Hexagon elements and FFR. These findings make an important contribution to the development of understanding of fraudulent financial reporting through fraud hexagon framework and technological approaches. The results of this research provide insights for banking regulators, auditors, and corporate policy makers in designing more effective fraud detection and prevention strategies.

Muh Fadli Faisal Rasyid

Proceeding of the International Conference on Law and Human Rights 2025 Asosiasi Peneliti dan Pengajar Ilmu Hukum Indonesia

White-collar crime poses significant threats to corporate integrity and economic stability, particularly in emerging markets where governance structures may be less developed. This study examines the effectiveness of corporate governance mechanisms in preventing white-collar crime in emerging market contexts. Using a mixed-methods approach combining quantitative analysis of 240 publicly listed companies across five emerging markets and qualitative case study analysis of 25 corporate fraud cases, this research evaluates the relationship between governance mechanisms and crime prevention effectiveness. The study reveals that strong board independence (β = -0.312, p < 0.001), robust internal audit functions (β = -0.267, p < 0.01), and comprehensive compliance programs (β = -0.298, p < 0.001) significantly reduce white-collar crime incidence. Companies with comprehensive governance frameworks show 58% lower fraud rates compared to those with weak governance structures. The research concludes that emerging markets can significantly reduce white-collar crime through strategic implementation of governance mechanisms, particularly emphasizing board independence, internal controls strengthening, and compliance culture development.

Dhiza Salsabila; Munipa Munipa; Muhammad Syafaat; Dewi Salmita

Jurnal Ekonomi dan Keuangan 2025 Asosiasi Riset Ekonomi dan Akuntansi Indonesia

The management of village funds in Indonesia is a crucial issue due to the high potential for fraud at the village level, despite the fact that the funds distributed each year continue to increase. In Sojol Subdistrict, Donggala Regency, cases of corruption involving village officials show that even though regulations have been established, practices in the field are still prone to irregularities that directly impact the welfare of the village community. This study aims to examine the influence of moral sensitivity, whistleblowing systems, official competence, and organizational culture on fraud prevention in village fund management. This study uses a quantitative approach, with data collected through a questionnaire distributed to 54 respondents consisting of village officials and members of the Village Council (BPD). The results of this study indicate that moral sensitivity, whistleblowing systems, official competence, and organizational culture simultaneously have a significant impact on fraud prevention in village fund management, although the level of influence of each varies. This underscores the importance of moral integrity and reporting systems, as well as strengthening competence and organizational culture at the village level.

Andrini Akbar; Iskandar Muda; Amlys Syahputra Silalahi

International Journal of Economics, Management and Accounting 2025 Asosiasi Riset Ekonomi dan Akuntansi Indonesia

The purpose of this study is to determine the effect of apparatus competence, internal control and financial systems on fraud prevention in the management of village fund financial reports in Rokan Hulu Regency. In addition, this study also tests individual morality as a moderating variable for the relationship between internal control and financial systems on fraud prevention in the management of village fund financial reports in Rokan Hulu Regency. This research design uses a quantitative approach with the type of primary data that is the sample of village officials from 139 villages in Rokan Hulu Regency. The sample determination was done using the Cluster random sampling technique. The minimum sample in this study was 246. The data analysis technique used in this study uses SEM (Structural Equation Modeling) with the help of IBM-Amos software. The results of this study indicate that internal control and financial systems have an effect on fraud prevention, but the competence of the apparatus does not have an effect on fraud prevention. In addition, individual morality is not able to moderate the effect of the competence of the apparatus and financial systems on fraud prevention. However, it is able to moderate the effect of internal control on fraud prevention.

Widyadhana, Kun Aulia; Kirana DP, Rina Tjandra

Jurnal Ekonomi, Bisnis dan Manajemen (EBISMEN) 2025 FEB Universitas Maritim Semarang

Organizational fraud represents a significant global challenge, with estimated annual losses of 5% of revenue, totaling approximately US$4.7 trillion worldwide. This systematic literature review examines whistleblowing effectiveness as a fraud detection mechanism, analyzing the tension between its role as a transparency pillar and the retaliatory risks faced by whistleblowers. The study employed a qualitative Systematic Literature Review methodology, analyzing 25 peer-reviewed articles published between 2020-2025 from SINTA, Scopus, and registered E-ISSN journals. Literature was selected using keywords related to whistleblowing effectiveness, fraud detection, transparency mechanisms, and retaliation risk. Results demonstrate that whistleblowing systems significantly enhance fraud detection and prevention across both public and private sectors, with 24 of 25 reviewed studies confirming positive impacts. Effectiveness is influenced by individual attitudes, perceived behavioral control, organizational commitment, professional commitment, moral reasoning, and organizational culture. The integration of whistleblowing with forensic and investigative audit mechanisms creates a mutually reinforcing fraud detection framework. However, retaliation risk remains a substantial challenge, potentially undermining whistleblowing effectiveness. The study concludes that organizations must develop comprehensive whistleblower protection frameworks, cultivate supportive organizational cultures, ensure transparent report handling processes, and leverage technology to guarantee anonymity. A balanced approach between promoting transparency through whistleblowing and protecting whistleblowers from retaliation is essential for maximizing fraud detection effectiveness. Organizations are advised to integrate whistleblowing into comprehensive anti-fraud strategies with adequate protection mechanisms and whistleblower incentives.

Endi Suhadi

Jurnal Ilmu Pertahanan, Politik dan Hukum Indonesia 2025 Asosiasi Peneliti dan Pengajar Ilmu Hukum Indonesia

This study aims to provide information about the responsibility of the Financial Services Authority (OJK) in dealing with investment fraud that often harms the community/consumers. Several cases of fraud cannot be properly identified by the Financial Services Authority, actions are taken after the investment institution is proven to have committed fraud. The research method used in this study is normative research strengthened by primary data regarding investment cases. The results of the study indicate that the responsibility of the Financial Services Authority is only in the form of administrative freezing after a fraud case occurs and cannot be requested for material losses because investment is in the private contract area so that it has not been carried out optimally. Legal protection carried out by the Financial Services Authority in the form of prevention, can be done with information services, education, and the existence of a kind of intelligence that actively seeks information on mass investment fraud information in the early stages (up liner).

A.Fadli Mappisabbi; Steviani Batti; Nurasia Natsir

International Journal of Economics, Management and Accounting 2025 Asosiasi Riset Ekonomi dan Akuntansi Indonesia

Fraud poses a significant threat to organizational integrity and public trust, especially within governmental institutions. This study explores the critical role of forensic accountants in uncovering fraud within the Audit Board of the Republic of Indonesia. Using a case study approach, the research examines the application of advanced forensic data analytics by forensic accountants. It highlights the essential skills and characteristics that make forensic accountants effective, as well as their contributions to enhancing internal controls and governance mechanisms. The study demonstrates the impact of forensic accounting on fraud detection, prevention, and deterrence. The findings emphasize the importance of integrating forensic accounting expertise within the Audit Board's operational framework to strengthen its capacity to combat financial fraud. It also identifies challenges faced by forensic accountants, such as technological limitations and cultural resistance, and suggests strategies to overcome these barriers. By shedding light on the role of forensic accountants in safeguarding public sector integrity, this research contributes to the growing knowledge on forensic accounting practices in Indonesia. The insights can inform policies and capacity-building initiatives aimed at improving the Audit Board’s fraud detection capabilities, ultimately fostering greater public trust and accountability.

Reza Aminullah; Fetty Tri Anggraeny; Fawwaz Ali Akbar

International Journal of Information Engineering and Science 2025 Asosiasi Riset Teknik Elektro dan Infomatika Indonesia

This research focuses on assessing the efficacy of a method that integrates Convolutional Neural Networks (CNN) with Decision Trees for the detection of phishing URLs. Phishing represents a major cyber threat, where cybercriminals attempt to deceive individuals into disclosing sensitive information via fraudulent websites. As the frequency of phishing attacks continues to rise, there is a pressing need for effective detection and prevention strategies. In this investigation, a dataset comprising both phishing and legitimate URLs was utilized to train a CNN-Decision Tree model. The training phase includes feature extraction from URLs using CNN, which excels at identifying intricate patterns within the data, followed by classification through Decision Trees, recognized for their capacity to deliver straightforward and comprehensible interpretations of classification outcomes. The model's performance was evaluated across nine distinct scenarios to assess its effectiveness under varying conditions. The results indicated that the hybrid CNN-Decision Tree model achieved a precision rate of 94%, a recall of 90%, and an F1-Score of 92%, with an overall accuracy of 93%. These findings suggest that the model is not only proficient in identifying phishing URLs but also maintains a commendable balance between precision and recall. This research highlights that the synergy of CNN and Decision Trees can serve as a potent solution for phishing URL detection, significantly contributing to the advancement of enhanced cybersecurity systems.