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Pegasystems PEGAPCDS87V1 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Decision Strategies & Next-Best-Action | 20% | - Arbitration and prioritization logic - Core decisioning principles - Designing and testing decision strategies |
| Topic 2: AI & Natural Language Processing | 12% | - Sentiment analysis and text processing - Pega NLP fundamentals |
| Topic 3: Adaptive Analytics | 28% | - Configuring and tuning predictors - Adaptive Decision Manager (ADM) concepts - Model performance monitoring and diagnostics |
| Topic 4: Pega Process AI | 10% | - Predictive case completion - Fraud and risk detection models |
| Topic 5: Model Governance & Ethics | 5% | - Bias detection and compliance - AI governance framework |
| Topic 6: Predictive Analytics | 25% | - Model evaluation metrics (AUC, lift, propensity) - Importing and validating PMML/external models - Prediction Studio usage |
Pegasystems Pega Certified Data Scientist (PCDS) 87V1 Sample Questions:
1. Which Adaptive Model output is automatically mapped to a strategy property?
A) performance
B) evidence
C) score
D) propensity
2. According to Forrester, it is far more expensive to attract new customers than it is to prevent existing customers from leaving.
Which model type do you use to predict if a customer is likely to churn?
A) Adaptive model
B) Categorization model
C) Predictive model
D) Extraction model
3. Which two factors do you inspect to assess the general health of the adaptive models in Prediction Studio? (Choose Two.)
A) Model transparency
B) Number of decisions
C) Performance of the models
D) Insights
4. A Scoring Model allows you to differentiate between
A) Good, Better, Best
B) Good, Bad, Unknown
C) Accept, Reject, Maybe Later
D) Good, Bad
5. A company wants to simulate decisions that requires large amounts of data. However, the organisation's live data is inaccessible. Your advice is to use a Monte Carlo data set.
The Monte Carlo method________________
A) enables the company to generate random data for most of its application needs
B) generates data that the company can use as input for adaptive decisioning
C) combines external data sets into a larger data set
D) makes the organisation's live data accessible
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: C | Question # 3 Answer: A,C | Question # 4 Answer: D | Question # 5 Answer: A |

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