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Pegasystems PEGAPCDS87V1 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| AI & Natural Language Processing | 12% | - Sentiment analysis and text processing - Pega NLP fundamentals |
| Predictive Analytics | 25% | - Model evaluation metrics (AUC, lift, propensity) - Prediction Studio usage - Importing and validating PMML/external models |
| Model Governance & Ethics | 5% | - Bias detection and compliance - AI governance framework |
| Adaptive Analytics | 28% | - Model performance monitoring and diagnostics - Configuring and tuning predictors - Adaptive Decision Manager (ADM) concepts |
| Pega Process AI | 10% | - Fraud and risk detection models - Predictive case completion |
| Decision Strategies & Next-Best-Action | 20% | - Core decisioning principles - Arbitration and prioritization logic - Designing and testing decision strategies |
Pegasystems Pega Certified Data Scientist (PCDS) 87V1 Sample Questions:
1. When defining outcomes for an Adaptive Model you must define_________________.
A) one or more positive behavior values
B) positive, negative and neutral behavior values
C) behavior values to be ignored
D) only negative behavior values
2. The Filter component is used to filter________________,
A) action
B) attributes
C) adaptive models
D) customers
3. Which data is usually not appropriate to be used as a predictor?
A) Customer zip code
B) Historical interaction data
C) Customer name
D) Usage data
4. Which decision component allows you to monitor the real-time performance of a third-party Churn Model?
A) PMML Model
B) Scorecard Model
C) Adaptive Model
D) Predictive Model
5. A large online store wants to adapt to changing customer behavior, and at the same time does not want to get earned away by every next hype in the market. Adaptive models can help accomplish both business objectives.
Which statement about adaptive models is correct?
A) Adaptive models require underlying predictive models.
B) Adaptive models perform a scoring model calculation.
C) Adaptive models are regression models.
D) Adaptive models perform a spectrum model calculation.
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: C | Question # 3 Answer: A | Question # 4 Answer: D | Question # 5 Answer: C |
