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Pegasystems PEGAPCDS87V1 Exam Syllabus Topics:

SectionWeightObjectives
AI & Natural Language Processing12%- Sentiment analysis and text processing
- Pega NLP fundamentals
Predictive Analytics25%- Importing and validating PMML/external models
- Prediction Studio usage
- Model evaluation metrics (AUC, lift, propensity)
Pega Process AI10%- Fraud and risk detection models
- Predictive case completion
Decision Strategies & Next-Best-Action20%- Core decisioning principles
- Designing and testing decision strategies
- Arbitration and prioritization logic
Model Governance & Ethics5%- Bias detection and compliance
- AI governance framework
Adaptive Analytics28%- Adaptive Decision Manager (ADM) concepts
- Model performance monitoring and diagnostics
- Configuring and tuning predictors

Pegasystems Pega Certified Data Scientist (PCDS) 87V1 Sample Questions:

1. evidence an assessment of its viability, the Adaptive Model produces three outputs:
Propensity, Performance and
What is evidence in the context of an Adaptive Model?

A) The likelihood of a statistically similar behavior
B) The number of customers who have responded to the modeled offer
C) The number of customers who exhibited statistically similar behavior
D) The number of statistical bins used to evaluate the response


2. When building a predictive model, what is a valid predictor data type?

A) Symbolic
B) Boolean
C) Character
D) String


3. In a decision strategy, in order to select the proposition with the highest propensity, you use a

A) Switch component, and sort propensity from lowest to highest
B) Switch component, and sort propensity from highest to lowest
C) Priorities component, and sort propensity from lowest to highest
D) Priorities component, and sort propensity from highest to lowest


4. 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) Categorization model
B) Extraction model
C) Predictive model
D) Adaptive model


5. A telecom company is interested in improving customer engagement on social media. However, there are hundreds of relevant messages posted every day, and it is not practical for customer service representatives (CSRs) to review and respond to all messages. Instead, CSRs should focus on negative messages.
What do you need to analyze the incoming messages?

A) Text categorization model
B) Text extraction model
C) Predictive model
D) Adaptive model


Solutions:

Question # 1
Answer: B
Question # 2
Answer: A
Question # 3
Answer: D
Question # 4
Answer: C
Question # 5
Answer: B

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