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Three Waves of FinTech Innovations and Their Implications for Financial Frauds and Anomalies

By:
Man Cho  
Open Access
|Apr 2025

Figures & Tables

The fraudulent or abusive cases of the VALI products

IntermediaryCountryEvent YearDescription
Lina Tanaka and William WorthUnited States2009Lina Tanaka, an insurance agent, and William Worth, a former insurance broker, were involved in a scheme where they sold variable annuities to elderly investors and then churned their accounts to generate high commissions. Churning refers to the excessive buying and selling of securities to generate commissions at the client's expense. They targeted senior citizens, convincing them to switch annuities frequently, which incurred high surrender charges and fees, severely depleting their investments.
MetLifeUnited States2016The Financial Industry Regulatory Authority (FINRA) fined MetLife $25 million for misleading customers about the costs and benefits of variable annuities. MetLife made misrepresentations and omissions about replacement variable annuity transactions, leading customers to believe that new annuities were more advantageous when, in reality, they often carried higher costs and less favorable features. This resulted in customers incurring significant fees and charges.
Raymond James FinancialUnited States2014FINRA fined Raymond James Financial $8.25 million for failing to adequately supervise the sales of variable annuities. The company was found to have inadequate systems and procedures in place to ensure that the variable annuity sales were suitable for their clients. This lack of oversight led to instances where customers were sold annuities that did not meet their financial needs or investment objectives.
AXA Equitable Life Insurance CompanyUnited States2015AXA Equitable was fined $20 million by FINRA for making misstatements and omissions regarding the fees and potential benefits of variable annuities. They misled investors about the costs of transferring their existing investments into AXA’s variable annuities and the associated benefits, which caused financial harm to many investors who trusted their recommendations.
Waddell & ReedUnited States2005The National Association of Securities Dealers (NASD), now part of FINRA, fined Waddell & Reed $5 million and ordered restitution of $ 11 million for failing to supervise the sale of variable annuities. The company allowed brokers to recommend unsuitable annuity exchanges that generated high commissions but resulted in significant financial losses for clients due to surrender charges and other fees.

The Enabling Functions of Recent AI Systems

Enabling functionElements of BDMLApplications
Face•Object Recognition
  • From around 38912, R&D and investment! (BtgTech); GPU use ↑

  • BD: Use of alternative data↑ Development "of image eNet"

  • ML: Human neural net (86b nurons & their network); Deep Learning↑

  • Driverless car

  • X-ray reading, cancer detection, R&D in medical•health sector

  • SmartX {SmartFarm, SmartFaclory……

Gaming
  • Al based online gaming {e g., go, chess, curling)

  • BD: Past play records

  • ML Deep Learning + Simulation, (DeepMind Technology)

  • Alpha Go (2016), AlphaZero (2017) (for chess, go, shogi; capability of "self-play")

  • CurlingBot (2018)

Language Recognition (LLM)
  • Emergence of LLM (posl-2018)

  • BD: Texts of different languages (GPT3 - 500b words from www)

  • ML: Transformer Architecture (2019), Generative Pre-trained Transformer (GPT) (2020.6)

  • BERT (Bidirectional Encoder Representations from Transformers) (Google)

  • ChatGPT (GPT-3 & GPT-4 by OpenAI); GPT-3-176b "parameters"

Academic Research, and R&D (Exploratory Science)
  • ML based data analyses (for R&D)

  • BD: R&D targeting Big Data (e.g., "All of US" in the US)

  • ML: Decision tree based data analytics

  • Both social & natural science (e.g., "nowcasting")

  • Analytics; Regression tree, random forest, LASSO, ensemble, bagging ….

DOI: https://doi.org/10.2478/irfc-2024-0005 | Journal eISSN: 2508-464X | Journal ISSN: 2508-3155
Language: English
Page range: 1 - 18
Submitted on: Nov 26, 2024
Accepted on: Feb 17, 2025
Published on: Apr 4, 2025
Published by: International Academy of Financial Consumers
In partnership with: Paradigm Publishing Services

© 2025 Man Cho, published by International Academy of Financial Consumers
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 3.0 License.