AIF-C01 Question 157
Select 2A retail company wants to use a foundation model to improve customer engagement through personalized product recommendations. They implemented the model and observed the following outcomes over a 3-month period: a 15% increase in click-through rates (CTR) on recommendations, a 10% decrease in average session duration, and no significant change in the overall revenue. Which metric(s) should the company prioritize to determine if the foundation model effectively meets their business objectives?
- A
Click-through rate (CTR) increase
- B
Decrease in average session duration
- C
No significant change in overall revenue
- D
Customer satisfaction scores from surveys
Show answer and explanation
Correct answers: A, D
Explanation
To determine if the foundation model effectively meets business objectives, the company should focus on metrics that measure customer engagement and satisfaction. An increase in CTR demonstrates improved engagement with recommendations, while customer satisfaction scores provide qualitative insights into user experience. Metrics like revenue and session duration may not directly reflect the stated objective and require further context to interpret.
- A. Correct.
Click-through rate (CTR) increase is directly aligned with the goal of improving customer engagement. A higher CTR indicates that users are interacting more with recommendations, which is a key objective.
- B. Incorrect.
A decrease in average session duration is not necessarily indicative of success or failure without additional context. It could mean users are finding products faster, or it could indicate disengagement.
- C. Incorrect.
No significant change in overall revenue suggests that the model has not yet had a measurable impact on the company's financial performance. While revenue is important, it is not explicitly tied to the stated objective of improving customer engagement.
- D. Correct.
Customer satisfaction scores from surveys provide qualitative data that can reflect user engagement and satisfaction with the personalized recommendations. This is a valuable metric to assess the model's effectiveness.