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Pegasystems PEGAPCDS87V1 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: AI & Natural Language Processing | 12% | - Pega NLP fundamentals - Sentiment analysis and text processing |
| Topic 2: Decision Strategies & Next-Best-Action | 20% | - Core decisioning principles - Arbitration and prioritization logic - Designing and testing decision strategies |
| Topic 3: Model Governance & Ethics | 5% | - Bias detection and compliance - AI governance framework |
| Topic 4: Adaptive Analytics | 28% | - Configuring and tuning predictors - Adaptive Decision Manager (ADM) concepts - Model performance monitoring and diagnostics |
| Topic 5: Pega Process AI | 10% | - Predictive case completion - Fraud and risk detection models |
| Topic 6: Predictive Analytics | 25% | - Prediction Studio usage - Model evaluation metrics (AUC, lift, propensity) - Importing and validating PMML/external models |
Pegasystems Pega Certified Data Scientist (PCDS) 87V1 Sample Questions:
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. Positive
- C. Defensive
- D. Offensive
Correct Answer: B 🗳️
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. Import a third party PMML model
- C. Create a Text extraction model
- D. Use a Google ML model
- E. Use Pega machine learning to build a model
Correct Answer: B,C,E 🗳️
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. makes the organisation's live data accessible
- C. combines external data sets into a larger data set
- D. generates data that the company can use as input for adaptive decisioning
Correct Answer: A 🗳️
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. Extraction model
- C. Categorization model
- D. Predictive model
Correct Answer: D 🗳️
An online store is interested in increasing its revenues from cross-selling and wants to predict the acceptance rate of the offers presented on their website.
A customer's propensity to accept an offer increases when___________________. .
- A. the offer was accepted by similar customers
- B. the offer was rejected by similar customers
- C. similar offers were rejected by the customer
- D. similar offers were accepted by the customer
Correct Answer: D 🗳️
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