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The rapid growth of social media has yielded vast digital traces with high potential for improving corporate forensic auditing. Their utilization, however, lags behind through technological reliability, privacy, and adherence to the law. The aim of this study is to explore effective utilization of social media digital traces in forensic auditing and develop a functional framework that lags neither behind through technological efficiency nor adherence to the law and ethics. A mixed-method design was utilized, combining quantitative machine learning analysis with qualitative document analysis and semi-structured interview insight. Quantitative data drawn from social media digital traces were processed using Random Forest algorithm with SMOTE for class balancing, while qualitative data were processed using thematic analysis. The results indicated high model performance with 91.3% accuracy and AUC-ROC of 0.94, together with three emergent themes: digital integration, ethics and privacy, and regulation and legality. The results demonstrate that digital footprints may serve as an effective early and reliable indicator for fraud detection, provided they are accompanied by clear regulatory and ethical frameworks. Its principal contribution lies in the development of an operational model that combines machine learning with legal and ethical perspectives, a new strategy which matures methodological refinement and practical application in today's forensic auditing.

Penelitian ini bertujuan untuk mendapatkan bukti empiris mengenai pengaruh tekanan (pressure), peluang (opportunity), rasionalisasi (rationalization), dan kapabilitas terhadap pencegahan kecurangan (fraud prevention), serta peran moderasi nilai etika dalam hubungan tersebut. Menggunakan desain penelitian kausal, data dikumpulkan melalui survei menggunakan kuesioner kepada 311 pimpinan dan karyawan Grup PT. Asvia Laguna Medis. Analisis dilakukan dengan metode kuantitatif untuk mengevaluasi hubungan antar variabel. Hasil penelitian menunjukkan bahwa tekanan, peluang, rasionalisasi, dan kapabilitas memiliki pengaruh positif dan signifikan terhadap pencegahan kecurangan. Selain itu, nilai etika memperkuat pengaruh tekanan terhadap pencegahan kecurangan, namun memperlemah pengaruh peluang, rasionalisasi, dan kapabilitas terhadap pencegahan kecurangan. Kesimpulan dari penelitian ini adalah bahwa faktor-faktor internal seperti tekanan, peluang, rasionalisasi, dan kapabilitas penting dalam mencegah kecurangan, dan nilai etika memainkan peran kritis dalam memoderasi hubungan ini.

This research aims to determine good corporate governance and ineffective monitoring of the condition of financial reports. This research uses a quantitative approach with a sample of 33 companies listed on the Indonesia Stock Exchange (IDX) for the period 2020 - 2022. This research investigates the relationship between the independent variable and the dependent variable by analyzing data from energy sector companies. This method uses multiple linear analysis techniques. The research results show that managerial ownership has a significant impact on the condition of financial statements. In line with the fraud triangle theory, which states that high management ownership can increase pressure to achieve financial goals and provide an opportunity to do so. Financial statement fraud is not influenced by institutional ownership and ineffective monitoring. These findings suggest that the effects of institutional ownership and ineffective monitoring may not be easy to predict. Further research is needed to understand the complexity of the components that contribute to the condition of financial statements.

This research aims to determine the influence of time pressure, independence, professional skepticism, work experience, professional ethics, and competence on the auditor's ability to detect fraud. Many fraud cases occur in Indonesia, so it is necessary to know the magnitude of the influence of each variable. The population used in this research were auditors who worked at the BPKP Representative Office of Central Java Province. The sample processed by the researcher was 30 respondents. This research uses a questionnaire. This research hypothesis was tested using multiple linear regression analysis with SPSS 22 software. The results of this research show that time pressure, independence, professional skepticism, work experience, professional ethics have no effect on the auditor's ability to detect fraud. while competency has a significant positive effect on the auditor's ability to detect fraud.

This research aimed to determine whistleblowing methods' effectiveness and public complaints in detecting and preventing fraud at BPK DIY Representative. This research used the interview method. The data that has been obtained will be processed using descriptive analysis techniques with a qualitative approach. The findings of this research show that the whistleblowing and public complaints method has a qualified design to provide facilities for whistleblowers to report fraud actions. All information from the whistleblowing method is very important as an early indication in detecting fraud. However, in its implementation of whistleblowing and community complaints, it has not run optimally.

This study aims to determine the effect of pressure, opportunity, rationalization and capability on Financial Statement Fraud. The sampling of this research is purposive sampling. The sample of this research is manufacturing companies in the basic and chemical sectors listed on the Indonesia Stock Exchange (IDX) from 2017 to 2019. The test method in this study is panel data regression analysis. The results of this study indicate that external pressure has a significant negative effect on financial statement fraud. Meanwhile, personal financial need, ineffective monitoring, auditor change and changes of directors have no significant effect on the variable of financial statement fraud. The results of this study are expected to be a reference for future research and other users of financial statement information in detecting financial statement fraud.

Forensic audits and investigative audits are used to uncover, detect and prevent fraud. In preventing fraud, the auditor is required to have competence, professionalism and spiritual intelligence to maximize fraud prevention. The population in this study were all auditors who worked at BPKP Representatives of Central Java. The sampling technique used convenience sampling and obtained a sample of 40 respondents. The method of collecting data is through a survey method using a questionnaire. The data analysis technique used is multiple linear regression analysis. The results of this study indicate that forensic audits, investigative audits, and auditor competence have no significant effect on fraud prevention. while professionalism and spiritual intelligence have a significant positive effect on fraud prevention

This study aims to determine the effect of employee perceptions of the culture of honesty, whistleblowing system and internal control system on fraud prevention. This study is a quantitative study using primary data obtained from questionnaires and measured using a Likert scale. The population in this study were all employees of PT BPR BKK Pekalongan Regency (Perseroda). The sampling technique used purposive sampling with sample criteria, in order to obtain a sample of 104 people. The data analysis technique used multiple linear regression analysis using the SPSS version 25 program. The results showed that the culture of honesty and the internal control system had a positive and significant effect on fraud prevention. Meanwhile, the whistleblowing system has no effect on fraud prevention.

This study aims to determine the effect of Forensic Accounting, Investigative Auditing, Independence, and Professional Skepticism on Fraud Disclosure at the Representative of the Financial and Development Supervisory Agency (BPKP) of Central Java Province. The data in this study used primary data in the form of a questionnaire distributed to the respondent unit at the State Audit and Development Agency (BPKP) of Central Java Province. The data analysis technique used is a quantitative method where the results are expressed in numbers. The data were processed using SPSS version 26 with the results obtained that Investigative Audit and Professional Skepticism affect the disclosure of fraud. Meanwhile, Forensic Accounting and Independence do not affect fraud disclosure.

This study aims to examine and analyze the effect of hexagon fraud which is proxied by financial stability, financial targets, external pressure, cooperation with government projects, change of directors, ineffective monitoring, turnover of auditors, the ratio of total accruals to total assets, external auditors quality, and the company's existence towards fraudulent financial statements in banks listed on the BEI 2015-2019. The sampling method used was purposive sampling technique and obtained a sample of 29 companies with 145 data. The type of data used is secondary data from annual banking reports. Data were analyzed using SEM PLS with WarpPLS 7.0 software. The research results prove that financial stability, financial targets, and ineffectiveness of monitoring have an effect on fraudulent financial statements. Meanwhile, external pressure, cooperation with government projects, change of directors, change of auditors, ratio of total accruals to total assets, external auditors quality, and the existence of companies have no effect on fraudulent financial statements.

This istudy iaims ito iexamine ithe ifactors ithat iinfluence ithe iperception iof iethics ion itax ievasion iin ithe iall iindividual itaxpayers iregistered iat ithe iSouth iSemarang iPrimary iTax iOffice ias imany ias i100 irespondents. iThe ivariables iused iin ithis istudy iare ithe iindependen ivariables, iThe idata iused iin ithis istudy iis ithe iprimary idata iby iusing iquestionnaires. iData ianalysis iin ithis iresearch iis iassisted iby iusing. iSPSS iprogram. iData ianalysis itechnique iused iis imultiple ilinear iregression. iThe iresult iof ithe iresearch ishows ithat isignificant iat ilevel i0,05. iThe iresults iof ithis istudy iindicate ithat ithere iis ino isignificant iinfluence ion ithe iprobability iof ifraud idetection ivariable ion ithe itaxpayer's iperception ivariable iregarding itax ievasion iethics, ithe iexistence iof ia isignificant ieffect iof ithe idiscrimination ivariable ion ithe itaxpayer's iperception ivariable iregarding itax ievasion iethics, ithe iexistence iof ia inegative iand isignificant iinfluence ion ithe itax iservice ivariable ion ithe ivariable. itaxpayers' iperceptions iof itax ievasion iethics. i Keywords: iTax ievasion, iDicrimination