Exam Certified AI Associate topic 1 question 13 discussion

A. Transparency includes not only how we build our models but also why they made the prediction or recommendation they did. https://blog.salesforceairesearch.com/meet-salesforces-trusted-ai-principles/#transparent-1

A. Communicate how risk factors such as credit score can impact customer eligibility.

Flag sensitive variables and their proxies to prevent discriminatory lending practices

Explanation "Flagging sensitive variables and their proxies to prevent discriminatory lending practices is how they should implement Salesforce's Trusted AI Principle of Transparency. Transparency is one of the Trusted AI Principles that states that AI systems should be designed and developed with respect for clarity and openness in how they work and why they make certain decisions. Transparency also means that AI users should be able to access relevant information and documentation about the AI systems they interact with. Flagging sensitive variables and their proxies means identifying and marking variables that can potentially cause discrimination or unfair treatment based on a person's identity or characteristics, such as age, gender, race, income, or credit score. Flagging sensitive variables and their proxies can help implement Transparency by allowing users to understand and evaluate the data used or generated by AI systems."

https://www.salesforce.com/eu/blog/meet-salesforces-trusted-ai-principles/

It's common sense that Transparency relates to clear communication of how things are done. So letter A is the only one that applies in this context.

A. Communicate how risk factors such as credit score can impact customer eligibility.

B. Flag sensitive variables and their proxies to prevent discriminatory lending practices