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Pegasystems PEGAPCDS87V1 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Predictive Analytics | 25% | - Model evaluation metrics (AUC, lift, propensity) - Importing and validating PMML/external models - Prediction Studio usage |
| Topic 2: AI & Natural Language Processing | 12% | - Pega NLP fundamentals - Sentiment analysis and text processing |
| Topic 3: Pega Process AI | 10% | - Fraud and risk detection models - Predictive case completion |
| Topic 4: Model Governance & Ethics | 5% | - Bias detection and compliance - AI governance framework |
| Topic 5: Adaptive Analytics | 28% | - Adaptive Decision Manager (ADM) concepts - Model performance monitoring and diagnostics - Configuring and tuning predictors |
| Topic 6: Decision Strategies & Next-Best-Action | 20% | - Designing and testing decision strategies - Core decisioning principles - Arbitration and prioritization logic |
Pegasystems Pega Certified Data Scientist (PCDS) 87V1 Sample Questions:
What happens when you increase the performance threshold setting of an Adaptive Model rule?
- A. The number of active predictors increases.
- B. The correlation threshold decreases.
- C. The number of active predictors may decrease.
- D. The performance of the model is increased.
Correct Answer: A 🗳️
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 are regression models.
- C. Adaptive models perform a spectrum model calculation.
- D. Adaptive models perform a scoring model calculation.
Correct Answer: B 🗳️
A Scoring Model allows you to differentiate between
- A. Good, Better, Best
- B. Good, Bad, Unknown
- C. Accept, Reject, Maybe Later
- D. Good, Bad
Correct Answer: D 🗳️
Many companies already use third-part predictive models and want to reuse these assets in the Pega Decision Management tandscape.
Which decision component allows you to use a third-party Credit Risk Model 80% of the time and a Pega Credit Risk Model 20%?
- A. Switch
- B. Adaptive Model
- C. Champion Challenger
- D. Filter
Correct Answer: B 🗳️
When executing a decision strategy, the dotted line arrow in a decision strategy means data is_____________?
- A. referenced by the component the arrow originates from
- B. copied to the component the arrow points to
- C. copied to the component the arrow originates from
- D. referenced by the component the arrow points to
Correct Answer: D 🗳️
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