Manage AI/ML Transparency (e.g., Data Selection, Algorithm Selection) PMI-CPMAI Practice Questions (Page 7)

Questions 31–34

1. 31application · medium

   A city government is building a model to predict traffic congestion. The data comes from traffic sensors, GPS data from a ride-sharing company, and historical weather data. The city must publish a transparency report for the public. What is the MOST important information to include about the GPS data from the ride-sharing company?

   • AThe exact GPS coordinates of every vehicle in the dataset
   • BThe machine learning algorithm used to process the GPS data
   • CThe source of the data, the time period covered, and how it was anonymized
   • DThe name of the ride-sharing company and the number of vehicles in the fleet
   Reveal Solution Discussion Select an answer first
2. 32foundation · easy

   When documenting the criteria used to select an AI/ML model, which of the following should be included to ensure transparency?

   • AOnly the final model's accuracy score
   • BThe programming language used to implement the model
   • CThe performance metrics, constraints, and trade-offs considered during selection
   • DThe names of the team members who developed the model
   Reveal Solution Discussion Select an answer first
4. 33application · medium

   A bank is deploying a machine learning model to approve or deny small business loans. The stakeholders include loan officers who need to explain decisions to applicants, internal model risk auditors who need to verify the model is sound, and applicants who need to understand why they were denied. The bank must define explainability requirements for each group. What is the MOST appropriate requirement for the loan officers?

   • AA full mathematical derivation of the model's gradient boosting algorithm
   • BThe global accuracy of the model on historical data
   • CThe raw training data used to build the model
   • DA ranked list of the top features that contributed to a specific denial decision
   Reveal Solution Discussion Select an answer first
5. 34foundation · easy

   Which of the following best describes the purpose of recording the rationale behind model selection decisions?

   • ATo provide a list of all possible models that could have been used
   • BTo satisfy the requirement for model versioning
   • CTo ensure the model is deployed without any changes
   • DTo capture the reasoning and alternatives considered, enabling others to understand and evaluate the decision
   Reveal Solution Discussion Select an answer first