Blogs

Ethics Case Study of the Week: Just Trust the Model…

By Gary Sarkissian posted 02-21-2022 08:00

  
CFA Institute’s Code of Ethics and Standards of Professional Conduct outline the ethical guidelines for the investment profession that are critical to maintaining the integrity of capital markets and investor trust.  Members, candidates, and even firms make a commitment to uphold these standards as they help elevate ethical decision-making universally around the globe.  

As investment professionals, we face important ethical decisions in our day-to-day activities.  Some scenarios we encounter will be straightforward, while others may be more complex.  No matter the circumstances, continuous learning remains imperative in an evolving investment industry and an adapting regulatory environment. 

For that reason, each week we feature a sample case from CFA Institute’s Ethics in Practice Casebook.  Many cases are built upon real-life examples that may involve a regulatory matter or even a CFA Institute Professional Conduct investigation.  At the end of each case is a multiple-choice question that addresses the ethical nature of the actions taken in that case.  

This week’s case involves Standards V(A) Diligence and Reasonable Basis, V(C) Record Retention, and V(B) Communication with Clients and Prospective Clients.


Just Trust the Model…
Ng launched his independent investment advisory firm last year. His primary investment tool for managing client accounts is an artificial intelligence (AI)-based model that seeks growth investment opportunities while minimizing excessive risk. Over the past decade, Ng honed his quantitative and computer-modeling skills as the lead technologist for a hedge fund. His AI model makes all investment decisions and submits trading requests without any interactions from Ng. To validate the model’s operations, he regularly reviews his clients’ return performance as well as traditional risk metrics.

Ng is constantly seeking new sources of data for his model. Each new source is back tested against the initial model design and its current sources. Those new sources that strengthen the model’s goals are subsequently incorporated into the live model.

Following the addition of the newest data source addressing market sentiment, the model’s results became extremely volatile and its risk metrics increased significantly. Ng believes the volatility and increased risk metrics will be short lived and will ease as the model learns to apply the new data effectively. He is partially correct — the return volatility stabilizes over the next six months, but the risk metrics remain above desired values. Ng’s decision to use an AI-based model to select investments is

 A. inappropriate if he does not understand the basis for the AI model’s investment and trading decisions.
 B. inappropriate if he does not retain the appropriate documentation to support the AI model’s investment decisions.
 C. inappropriate if he does not communicate to his clients the continuing updates to the AI model.
 D. all of the above.
 E. none of the above.


Click the “Analysis” button below to see the analysis for this case, and feel free to discuss in the comments below.  The completion of this case qualifies for 0.25 hour of Standards, Ethics, and Regulation (SER) credit


Technological changes are a consistent part of the investment management industry. From the time that computers began replacing calculators and journal ledgers, the industry has used technology to develop practices and techniques that enhance research and trading efficiency. Although artificial intelligence is just the latest iteration of the ongoing advancement of technology, fundamental ethical norms must be applied to its use to ensure that investors’ interests continue to be protected.

CFA Institute Standard V(A): Diligence and Reasonable Basis requires CFA Institute members to exercise diligence, independence, and thoroughness as well as have a reasonable and adequate basis supported by appropriate research for taking investment action. In the realm of Al-based decision making, all decisions are made within the programmatic platform. Ng reviews the model’s performance and risk metrics, but it is unclear from the facts if his validation of the decisions is grounded in sufficient research.

CFA Institute Standard V(C): Record Retention requires CFA Institute Members to develop and maintain appropriate records to support their investment actions. But in Al-based decision making, the process and information used to arrive at specific decisions are within the programmatic platform. From the information provided, it is unclear what, if any, processes are in place to support appropriate decision based record retention.

CFA Institute Standard V(B): Communication with Clients and Prospective Clients requires CFA Institute members to describe the basis of the investment process. This information allows clients to make informed decisions about engaging with an investment adviser. With AI, the investment decision making process continues to “learn” and evolve as data are provided to the programmatic platform.

Ng’s introduction of the new sentiment data transforms the initial model used for back testing into the evolved model used in practice. The question, then, is whether the program’s “learning” process is considered a significant change to the investment process that needs to be disclosed to clients. Individuals researching investment options certainly rely on many sources of information. But a human’s ability to consume data is not as great as that of an AI-based model. The outcome described here of the introduction of a new data source demonstrates the model’s potential sensitivity to new factors. It is unclear from the facts if Ng’s clients have been informed of these changes.

Although the use of AI represents an advancement in investment management, all of these considerations must be addressed in some manner as they relate to ethical practices that protect investors. Choice D is the best answer.

To better understand these and similar concerns, the CFA Institute Standards of Practice Council (SPC) issued a consultation seeking input from CFA Institute members and other industry participants who are using or researching AI techniques. The SPC will consider the responses received in the development of future guidance on the Code of Ethics and Standards of Professional Practice.



Image by Reto Scheiwiller from Pixabay

© 2019 CFA Institute. All rights reserved. You may copy and distribute this content, without modification and for non-commercial purposes, provided you attribute the content to CFA Institute and retain this copyright notice.  This case was written as a basis for discussion and is not prescriptive of how a business situation or professional conduct matter should or should not be handled or addressed. Certain characters mentioned are fictional to facilitate discussion, and any resemblance to actual persons is coincidental.


#Ethics
0 comments
44 views

Permalink