Mapping The Scientific Landscape of Follow the Money Approach in Fraud Detection: Bibliometric Analysis Using Watase Uake

Main Article Content

Muhammad Syahrudin

Abstract

This study aims to map the scientific landscape of the "Follow the Money" approach in fraud detection and forensic auditing through a systematic literature review and bibliometric analysis using the Watase Uake software. As financial crimes become increasingly complex in the digital era, the "Follow the Money" method serves as a critical tool for tracing illicit financial flows and uncovering fraudulent schemes. However, despite its practical application, academic literature related to this approach remains fragmented across various disciplines. By analyzing 10 selected articles from Scopus-indexed journals (Q1–Q4) between 2015 and 2025, this research identifies trends in keyword usage, author and journal impact, publication years, and thematic focuses. The findings reveal that while interest in this topic has grown, particularly in relation to anti-money laundering and governance, there is still a lack of methodological standardization and integration with digital audit tools. Moreover, the study highlights key research gaps, including limited empirical data, underdeveloped cross-jurisdictional frameworks, and insufficient attention to digital fraud and e-commerce contexts. Ultimately, this research contributes to advancing theoretical discourse and provides practical guidance for developing data-driven, transparent, and accountable forensic audit strategies in both public and private sectors.

Article Details

Section
Artikel

References

Wood H. Every Transaction Leaves A Trace The Role Of Financial Investigation In Serious And Organised Crime Policing. 2017.

Dearden Te, Tucker Se. Follow The Money: Analyzing Darknet Activity Using Cryptocurrency And The Bitcoin Blockchain. J Contemp Crim Justice. 2023 May 1;39 (2):257–75.

Muir M, Leimich P, Buchanan Wj. A Forensic Audit Of The Tor Browser Bundle. Digit Investig. 2019;

Tuanakotta Tm. Akuntansi Forensik & Audit Investigatif. 2nd Ed. Jakarta: Salemba Empat; 2019.

Kellett K, Ligus K, Robison J. “So Glad To Be Home”: Experiences Of Money Follows The Person Participants After Transitioning Out Of An Institution. J Disabil Policy Stud. 2022 Sep 1;33 (2):122–32.

Dimaggio Pj, Powell Ww. The Iron Cage Revisited: Institutional Isomorphism And Collective Rationality In Organizational Fields. Vol. 48, Source: American Sociological Review. 1983.

Kelling Gl, Wilson Jq. Broken Windows: The Police And Neighborhood Safety. The Atlantic Monthly. 1982;

Wolfe Dt, Hermanson Dr. The Fraud Diamond: Considering The Four Elements Of Fraud. The Cpa Journal,. 2004;74 (12):38–42.

Ppatk. Penilaian Risiko Indonesia Terhadap Tindak Pidana Pencucian Uang Tahun 2021 [Internet]. 2021. Available From: Http://Www.Ppatk.Go.Id

Grotteria M. Follow The Money. Review Of Economic Studies. 2024 Mar 1;91 (2):1122–61.

Grondona V, Meinzer M, Monkam N, Schultz A, Villanueva G. Which Money To Follow? Evaluating Country-Specific Vulnerabilities To Illicit Financial Flows. Eur J Crim Pol Res. 2025;

Ben-Yehoyada N. Where Do We Go When We Follow The Money? The Political-Economic Construction Of Antimafia Investigators In Western Sicily. Hist Anthropol Chur. 2018 May 27;29 (3):359–75.

Kitchenham B, Pearl Brereton O, Budgen D, Turner M, Bailey J, Linkman S. Systematic Literature Reviews In Software Engineering - A Systematic Literature Review. Vol. 51, Information And Software Technology. 2009. P. 7–15.

Hariningsih E, Haryanto B, Wahyudi L, Sugiarto C. Ten Years Of Evolving Traditional Versus Non-Traditional Celebrity Endorser Study: Review And Synthesis. Management Review Quarterly. 2024;

Syahrudin M. A Systematic Literature Review Of Artificial Intelligence In Detecting Fraud In Health Insurance. Bima Journal: Business, Management And Accounting Journal [Internet]. 2024;5 (2):175–88. Available From: Http://Journal.Pdmbengkulu.Org/Index.Php/Bima

Wahyudi L. Watase Uake: Research Collaboration Tools [Internet]. 2024 [Cited 2025 Feb 10]. Available From: Https://Www.Watase.Web.Id

Paul J, Lim Wm, O’cass A, Hao Aw, Bresciani S. Scientific Procedures And Rationales For Systematic Literature Reviews (Spar-4-Slr). Int J Consum Stud. 2021;

Ferrante L, Reito F, Spagano S, Torrisi G. Shall We Follow The Money? Anti-Mafia Policies And Electoral Competition. J Policy Model. 2021 Sep 1;43 (5):1110–30.

Graham Er. Follow The Money : How Trends In Financing Are Changing Governance At International Organizations. Globa Poicy. 2017;8.

Reibel M, Rigolon A, Rocha A. Follow The Money: Do Gentrifying And At-Risk Neighborhoods Attract More Park Spending? J Urban Aff. 2023;45 (5):923–41.

Levy Dt, Liber Ac, Cadham C, Sanchez-Romero Lm, Hyland A, Cummings M, Et Al. Follow The Money: A Closer Look At Us Tobacco Industry Marketing Expenditures. Tob Control. 2023 Sep 1;32 (5):575–82.

Beck T, Poelhekke S. Follow The Money: Does The Financial Sector Intermediate Natural Resource Windfalls? J Int Money Finance. 2023 Feb 1;130.

Haeusler J. Follow The Money: Using Payment Behaviour As Predictor For Future Self-Exclusion. Int Gambl Stud. 2016 Mar 17;16 (2):246–62.

Hughes-Mclure S. Follow The Money. Environ Plan A. 2022 Oct 1;54 (7):1299–322.

Jayasinghe N, Ezpeleta M. Ensuring Women Follow The Money: Gender Barriers In Extractive Industry Revenue Accountability: The Dominican Republic And Zambia. Extractive Industries And Society. 2020 Apr 1;7 (2):428–34.

Laupe S, Abdullah Mi, Kahar A, Saleh Fm, Zahra F, Syamsuddin Na. Auditor’s Skepticism, Forensic Accounting, Investigation Audit And Fraud Disclosure Of Corruption Cases. Journal Of Governance And Regulation. 2022;11 (3):189–96.

Bodenheimer T, Berry-Millett R. Follow The Money — Controlling Expenditures By Improving Care For Patients Needing Costly Services. New England Journal Of Medicine. 2009 Oct 15;361 (16):1521–3.

Karlan D, Osman A, Zinman J. Follow The Money Not The Cash: Comparing Methods For Identifying Consumption And Investment Responses To A Liquidity Shock. J Dev Econ. 2016 Jul 1;121:11–23.

Syahrudin M, Suryani I, Wedi Rusmawan Kusumah R. Systematic Literature Review: Investigative Auditing In Fraud Disclosure. Accounting Research Journal Of Sutaatmadja (Accruals [Internet]. 2025;25–36. Available From:

Https://Doi.Org/10.35310/Accruals.V9i01.1385

Kleemans Er. Follow The Money. Introduction To The Special Issue ‘Financial Aspects Of Organized Crime.’ Eur J Crim Pol Res. 2015 Jun 15;21 (2):213–6.