Exam Name: Pega Certified Data Scientist (PCDS) 87V1
Certification Provider: Pegasystems
Corresponding Certification: Pega PCDS
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Pegasystems PEGAPCDS87V1 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Adaptive Analytics | 28% | - Adaptive Decision Manager (ADM) concepts - Configuring and tuning predictors - Model performance monitoring and diagnostics |
| Topic 2: Model Governance & Ethics | 5% | - AI governance framework - Bias detection and compliance |
| Topic 3: Decision Strategies & Next-Best-Action | 20% | - Designing and testing decision strategies - Arbitration and prioritization logic - Core decisioning principles |
| Topic 4: Predictive Analytics | 25% | - Model evaluation metrics (AUC, lift, propensity) - Prediction Studio usage - Importing and validating PMML/external models |
| Topic 5: AI & Natural Language Processing | 12% | - Sentiment analysis and text processing - Pega NLP fundamentals |
| Topic 6: Pega Process AI | 10% | - Fraud and risk detection models - Predictive case completion |
Pegasystems Pega Certified Data Scientist (PCDS) 87V1 Sample Questions:
The decision components used on the strategy canvas can be individually configured Which function is available when configuring the Group By component?
- A. True if Some
- B. Divide
- C. Average
- D. Multiply
Correct Answer: C 🗳️
From two chum models with the similar performance, we choose the one with the________________.
- A. highest churn rate
- B. fewest number of predictors
- C. most evidence
- D. highest number of predictors
Correct Answer: A 🗳️
As a Data Scientist you want to use a predictive model to detect potential churn for a telco company .
Which three options do you have? (Choose Three)
- A. Create an adaptive self-learning model
- B. Use a Google ML model
- C. Create a Text extraction model
- D. Use Pega machine learning to build a model
- E. Import a third party PMML model
Correct Answer: C,D,E 🗳️
A company wants to capture the sentiment of relevant Twitter messages to allow its customer service representatives to concentrate only on the negative messages.
Sentiment refers to the general attitude of the author towards a subject and can be____________.
- A. Absent
- B. Defensive
- C. Positive
- D. Offensive
Correct Answer: C 🗳️
A Text Analyzer performs natural language processing on a piece of text. It then produces a structured output, which can be analyzed using reports.
What type of text analysis does the text analyzer perform?
- A. Word analysis
- B. Word count
- C. Cross reference analysis
- D. Classification
Correct Answer: D 🗳️
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