QUESTION 181
A project team is overseeing the data evaluation for an Al model predicting customer churn. They observed that the model’s predictions are biased toward a particular class. What is an effective technique to mitigate this bias?

A. Adjusting the hyperparameters
B. Using synthetic data generation
C. Implementing stratified sampling
D. Increasing the batch size

Correct Answer: C

QUESTION 182
A project manager at an IT services company needs to present a business case for adopting an Al-driven cost-benefit analysis tool. The objective is to demonstrate the tool’s value compared to existing processes. Which method will meet the project manager’s objective?

A. Implementing a fuzzy logic system for preliminary evaluations

B. Developing a proof of concept to highlight efficiency gains
C. Using a decision tree to simulate various cost scenarios
D. Creating a detailed heuristic-based comparison report

Correct Answer: B

QUESTION 183
A company is developing a chatbot that can address user queries 24/7 without human intervention. Which Al capability should be implemented?

A. Predictive analytics
B. Goal-driven systems
C. Conversational
D. Recognition

Correct Answer: C

QUESTION 184
After completing an AI project, the project manager begins preparing the final report and reflecting on lessons learned. They identified that the project team lacked sufficient AI and data knowledge. If adequate knowledge was available, how would the result be different?

A. The AI project would have faced fewer governance issues.
B. The AI project team would have required less external consultation.
C. The AI model would have achieved higher accuracy rates.
D. The AI project timeline would have been shorter.

Correct Answer: B

QUESTION 185
A project manager overseeing an Al project is concerned about potential data breaches. They need to establish a robust privacy and security plan. Where should the plan primarily focus to minimize risk?

A. Developing stringent access control policies
B. Updating security software and protocols regularly
C. Conducting frequent vulnerability assessments and penetration testing
D. Implementing multifactor authentication for all users

Correct Answer: A

QUESTION 186
A healthcare organization is evaluating the operationalization of an Al-powered diagnostic tool The tool is expected to enhance diagnostic accuracy and speed, thereby reducing patient wait times. The project manager needs to prepare a business case to present to the board of directors. Which method will help to ensure a robust business case?

A. Developing a predictive analytics model
B. Drafting a detailed implementation roadmap
C. Conducting a stakeholder impact analysis
D. Performing a cost-effectiveness study

Correct Answer: D

QUESTION 187
A project manager is evaluating an Al models performance to determine its business impact The model has shown high accuracy during testing but has not been implemented yet in a live environment. The project manager needs to decide what to assess to ensure the model’s effectiveness. What should the project manager do?

A. Evaluate the ethical implications of operationalizing the model.
B. Conduct a cost-benefit analysis of the model’s implementation.
C. Check if the training data represents real-world scenarios.
D. Determine the scalability for future expansions.

Correct Answer: C

QUESTION 188
During the transition to an Al solution, the project manager discovers that certain tasks may not require cognitive Al capabilities and can be handled through traditional automation methods. As a result, the project team starts segregating tasks based on their cognitive requirements. What should the team consider?

A. Proceeding with intelligent functionalities
B. Assessing traditional task complexity
C. Applying Al capabilities for noncognitive tasks
D. Utilizing traditional automation solutions

Correct Answer: D

QUESTION 189
An aerospace engineering firm is developing a machine learning model to predict component failures. The project manager needs help to ensure the training data is representative of real-world scenarios. Which method will meet the project manager’s objective?

A. Relying solely on synthetic data
B. Analyzing competitor data
C. Using historical data from multiple sources
D. Implementing real-time data monitoring

Correct Answer: C

QUESTION 190
Clean and well-heeled datasets used for machine learning are being partitioned into three subsets: Training sets, Validation sets, and Test sets. As the project team is working on these activities, what is an efficient way to split up the data?

A. Split by random subsampling
B. Split by patterned subsampling

C. Split by alphabetical order
D. Use the same data for all sets

Correct Answer: A

QUESTION 191
The confusion matrix measures how the algorithm performs for a binary classification activity. While the project team is running tests to evaluate model performance, they are seeing the model is incorrectly categorizing flowers as trees. Which type of results is being provided by the model?

A. False Negative results
B. True Positive results
C. True Negative results
D. False Positive results

Correct Answer: D

QUESTION 192
An aerospace company is developing an Al tool for anomaly detection in aircraft engines. Identifying data sources and their locations is critical. Which method will help to ensure the project meets these objectives?

A. Using Al to automate data tagging
B. Implementing a continuous data integration process
C. Adopting a data life cycle management tool
D. Establishing a metadata management system

Correct Answer: D

QUESTION 193
An Al project team needs to ensure all decisions and actions are well-documented to maintain accountability. They need to create a robust audit trail, which includes accounting for potential misuse and abuse of AI while documenting each iteration. What is a necessary initial task?

A. Defining noncognitive alternatives
B. Documenting project assumptions
C. Creating separate project workbooks
D. Identifying stakeholder satisfaction criteria

Correct Answer: B

QUESTION 194
A government agency is using an Al system to analyze public data for policymaking decisions. The project manager needs to address the risks related to data accuracy, privacy, and misuse.
What represents the highest risk to the agency?

A. The user data is stored in an unsecured database.
B. The system lacks a transparency process.
C. The Al system is not regularly updated with new data.
D. The Al system relies on third-party providers.

Correct Answer: A

QUESTION 195
An aerospace company’s project team is evaluating data quality before preparing the data for Al models to predict maintenance needs. They are facing challenges with streaming data.
If the project team were dealing with batch data, how would the result be different?

A. Batch data has more complex data conflicts.
B. Batch data has a greater inconsistency in the data.
C. Batch data is easier to manage the data inflow.
D. Batch data requires a higher need for data augmentation.

Correct Answer: C

QUESTION 196
A project manager is preparing to present data insights from a new Al-driven market analysis tool to the leadership team. The leadership team is particularly concerned about the tool’s predictive accuracy and the interpretability of its results.
Which action should the project manager take?

A. Focus on the tool’s MSE (mean squared error) and how it compares to baseline models
B. Highlight the tools ROC-AUC (receiver operating characteristic area under the curve) and discuss its F1-score performance.
C. Explain the tools SHAP (Shapley additive explanations) values and their role in feature importance analysis.
D. Discuss the impact of hyperparameter tuning on the moder’s precision and recall metrics.

Correct Answer: C

QUESTION 197
A logistics company is planning to separate cognitive and noncognitive parts of an Al project. They need to manage teams working on these parts. What IS a necessary initial task?

A. Implementing a customer-driven feedback loop in planning
B. Developing a project charter outlining responsibilities for each team
C. Conducting a skills assessment to assign team members accordingly
D. Utilizing a project management software to monitor progress

Correct Answer: B

QUESTION 198
A financial institution is developing an Al system to detect fraudulent transactions. The project manager needs to gather the required data from transaction logs, account

profiles, and past fraud cases.
If the Al system shows high false positive rates, what issue has the project manager discovered?

A. Misalignment of model evaluation metrics with business objectives
B. Overfitting due to an imbalanced dataset skewed toward nonfraudulent transactions
C. Inadequate preprocessing of terminal entries resulting in noise
D. Data leakage from training to validation sets causing unreliable evaluation metrics

Correct Answer: A

QUESTION 199
A telecommunications company is planning to implement an Al-based customer service solution to improve response times and customer satisfaction. The project manager needs help to ensure the Al solution aligns with the business objectives and satisfies key stakeholders. Which strategy should the project manager use to identify whether the Al solution is necessary for the project?

A. Initiating a stakeholder requirements workshop
B. Conducting an Al go/no-go analysis
C. Developing a preliminary noncognitive alternative analysis
D. Engaging in exploratory data analysis

Correct Answer: B

QUESTION 200
IS An inexperienced team is training a neural network model on a desktop computer which is taking a significant amount of time. Which recommended approach will increase the speed of the model training time?

A. Utilize a contractor to provide the model training portion.
B. Train the model over multiple desktop computers.
C. Divide the dataset into multiple smaller datasets and train the model on each dataset over a desktop computer.
D. Train the model on graphics processing units (GPUs).

Correct Answer: D