Investor Shelf

The FinTech-AI Nexus: A Paradigm Shift in Anti-Money Laundering Surveillance and Enforcement (Potchefstroom Electronic Law Journal/Potchefstroomse Elektroniese Regsblad)

Research paperPotchefstroom Electronic Law Journal/Potchefstroomse Elektroniese RegsbladNovember 202633 pages50 min readVikas Sharma, Manjit KourOriginal source
Key number
0.707
AML Surveillance Efficiency R² p.17
What changed
0.508
AML Enforcement Outcomes R² p.17

Summary

  • Data collection conducted between February and June 2025 yielded 500 initial survey responses, resulting in a final sample of 328 valid responses after screening [p.9].p.9
  • The model demonstrates high predictive power, explaining an R² of 0.707 of the variance in AML surveillance efficiency [p.17].p.17
  • The conceptual framework explains an R² of 0.508 of the variance in AML enforcement outcomes [p.17].p.17
  • Normative pressures are the strongest predictor of AML surveillance efficiency with a path coefficient of β = 0.725 [p.17].p.17
  • Regulatory support shows a strong direct effect on AML enforcement outcomes with β = 0.571 [p.17].p.17

Key insights

  1. FinTech capabilities and AI adoption act as strategic resources that significantly enhance anti-money laundering surveillance efficiency [p.6, p.7].p.6
  2. Normative pressures from industry standards and international expectations drive institutions to improve surveillance systems [p.7].p.7
  3. Regulatory support directly strengthens enforcement success and positively moderates the link between surveillance efficiency and enforcement [p.17].p.17
  4. Importance-Performance Map Analysis reveals that regulatory support has the highest total effect (0.571) and performance (70.397) on enforcement outcomes [p.19].p.19
  5. Institutional forces outweigh purely technological drivers in determining overall AML enforcement success [p.21].p.21

Pages

Topics and entities

Summary and figures generated from the document and checked automatically: every number shown appears on the cited page. Publishers can request removal.