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Pegasystems PEGAPCDS87V1 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: AI & Natural Language Processing | 12% | - Sentiment analysis and text processing - Pega NLP fundamentals |
| Topic 2: Adaptive Analytics | 28% | - Adaptive Decision Manager (ADM) concepts - Model performance monitoring and diagnostics - Configuring and tuning predictors |
| Topic 3: Decision Strategies & Next-Best-Action | 20% | - Arbitration and prioritization logic - Designing and testing decision strategies - Core decisioning principles |
| Topic 4: Pega Process AI | 10% | - Predictive case completion - Fraud and risk detection models |
| Topic 5: Model Governance & Ethics | 5% | - AI governance framework - Bias detection and compliance |
| Topic 6: Predictive Analytics | 25% | - Prediction Studio usage - Importing and validating PMML/external models - Model evaluation metrics (AUC, lift, propensity) |
Pegasystems Pega Certified Data Scientist (PCDS) 87V1 Sample Questions:
Question 1
A telecom company is interested in improving customer engagement on social media. However, there are hundreds of relevant messages posted every day, and it is not practical for customer service representatives (CSRs) to review and respond to all messages. Instead, CSRs should focus on negative messages.
What do you need to analyze the incoming messages?
A. Predictive model
B. Text extraction model
C. Adaptive model
D. Text categorization model
Question 2
In a Prioritize component, the best action can be determined based on the value of
A. Customer.Income
B. Customer,Value
C. Propensity
D. Average Margin
Question 3
You are a company with a new and unique product, and you want to offer it to the right customer.
Given the scenario, which rule type should you use?
A. Scorecard
B. Predictive Model
C. Decision Table
D. Adaptive Model
Question 4
Which Adaptive Model output is automatically mapped to a strategy property?
A. score
B. propensity
C. performance
D. evidence
Question 5
The Prioritize component always outputs
A. top 1 offer
B. on arbitrary number of offers
C. top 3 offers
D. all eligible offers
Solutions:
| Question 1 Answer: B | Question 2 Answer: B | Question 3 Answer: C | Question 4 Answer: D | Question 5 Answer: D |


