IBM C1000-195: IBM watsonx Governance Lifecycle Advisor v1 - Associate

Last checked November 10, 2026 against the official IBM exam page.

1. Question 1AI Governance Overview

   A retail company plans to add a generative AI assistant to its customer support site. Before anyone selects a model, the governance office asks for a short intake record that names a business owner and states the purpose. Which governance principle does this step most directly support?

   1. AModel explainability, by generating feature attribution reports for the assistant
   2. BInference capacity planning, by sizing the GPU cluster for peak customer traffic
   3. CAccountability, by recording a named owner and business purpose up front
   4. DHyperparameter optimization, by running automated tuning sweeps on candidate models
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   Correct answer: C

   Recording a named owner and purpose at intake establishes accountability before any technical work starts, which is the point of the intake record. Explainability reports, capacity planning and hyperparameter tuning are separate engineering activities and do not come from the intake step.

2. Question 2AI Lifecycle Governance

   A data science team retrained a credit model on newer data. Governance needs to know which version is in production and what changed. What should the team record?

   1. AAn overwritten model file with the same name so that existing links keep working
   2. BA new model version entry linked to its training data, metrics, and parent version
   3. CA screenshot of the notebook output saved in a personal folder for later reference by the team
   4. DA verbal update during the next stand-up meeting with no written record kept
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   Correct answer: B

   A new version entry linked to its training data, metrics and parent version lets governance see what changed and which version runs in production. Overwriting the file, keeping a personal screenshot and giving a verbal update all erase or hide that history.

3. Question 3Configure watsonx.governance

   A new team is joining watsonx.governance. The compliance lead wants analysts to view model records but not change risk ratings or approval status. What should the administrator configure?

   1. ARole-based access that limits analysts to viewer permissions on the records
   2. BA nightly script that copies every risk rating into a spreadsheet for review
   3. CA public link to the workspace so external auditors can edit risk ratings directly
   4. DShared administrator credentials so that every analyst can edit all model records
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   Correct answer: A

   Role-based access lets the administrator give analysts viewer rights, so they can read records without changing ratings or approval status. Shared admin credentials and an editable public link remove that control, and a nightly copy script does not restrict anyone's permissions.

4. Question 4Configure the Evaluation and Monitoring Service

   A fraud classifier was trained on last year's transactions. After deployment the team notices that the mix of incoming transaction amounts and merchant types has shifted, even though the model code has not changed. Which monitor is most relevant?

   1. ADrift monitoring, which compares live inputs with the training data baseline
   2. BA code review that checks the model's source files for recent syntax changes
   3. CA fairness monitor that tracks approval rates across protected groups over time
   4. DAn explainability report that describes the features behind one single prediction
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   Correct answer: A

   A shift in input distributions with unchanged code is data drift, which drift monitoring detects by comparing live inputs with the training baseline. Fairness monitoring, code review and single-prediction explanations do not measure that shift.

5. Question 5Define and govern the AI Use Case Inventory

   A marketing team wants to use a generative model to draft product descriptions. Before the work starts, what should the team record in the use case inventory?

   1. AThe business purpose, accountable owner, and the data the use case relies on
   2. BThe personal laptop model and operating system used to draft the first prompts
   3. COnly the name of the model vendor and the price of the API subscription
   4. DThe complete training code history, including every abandoned experiment and commit
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   Correct answer: A

   The inventory entry needs the purpose, the accountable owner and the data inputs so the use case can be assessed. Vendor pricing, a personal laptop and an exhaustive code history are not the core inventory fields.