DASCA SDS Exam : Senior Data Scientist

  • Exam Code: SDS
  • Exam Name: Senior Data Scientist
  • Updated: Sep 13, 2026
  • Q & A: 87 Questions and Answers

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DASCA SDS Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Big Data Engineering15-20%- Distributed Computing
  • 1. Apache Spark
  • 2. Data Pipelines
  • 3. Hadoop Ecosystem
- Cloud Computing for Data Science
  • 1. AWS/Azure/GCP Services
  • 2. Containerization
  • 3. Serverless Architectures
Topic 2: Advanced Statistical Modeling20-25%- Regression Analysis
  • 1. Linear and Logistic Regression
  • 2. Regularization Techniques
  • 3. Generalized Linear Models
- Statistical Inference
  • 1. Confidence Intervals
  • 2. Bayesian Methods
  • 3. Hypothesis Testing
Topic 3: Foundations of Data Science15-20%- Data Science Lifecycle
  • 1. Model Building and Evaluation
  • 2. Problem Formulation
  • 3. Data Collection and Preparation
  • 4. Deployment and Monitoring
- Data Science Ethics
  • 1. Privacy and Confidentiality
  • 2. Transparency and Explainability
  • 3. Bias and Fairness
Topic 4: Machine Learning at Scale25-30%- Unsupervised Learning
  • 1. Anomaly Detection
  • 2. Dimensionality Reduction
  • 3. Clustering Algorithms
- Supervised Learning
  • 1. Ensemble Methods
  • 2. Time Series Forecasting
  • 3. Support Vector Machines
- Deep Learning Fundamentals
  • 1. Recurrent Networks
  • 2. Convolutional Networks
  • 3. Neural Networks
Topic 5: Data Visualization and Communication10-15%- Tools and Technologies
  • 1. Tableau/Power BI
  • 2. Python Visualization Libraries
- Visualization Principles
  • 1. Storytelling with Data
  • 2. Dashboard Design

DASCA Senior Data Scientist Sample Questions:

Question #1

Which of the following phases is NOT a Big Data Business Model Maturity Index?

  • A. Business Metamorphosis
  • B. Business Monitoring
  • C. Business Optimization
  • D. Business Strategy
  • E. Data Monetization
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

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Question #2

Which of the following is NOT Structured data?

  • A. None of the above
  • B. Relational databases
  • C. Data tables
  • D. XML
  • E. CSV files
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

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Question #3

What is the agenda of discussion at a "stand up" meeting of an Agile team?

  • A. What they accomplished the previous day
  • B. What they are planning to do today
  • C. All of the above
  • D. Both A and B
  • E. Any roadblocks they are running into
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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Question #4

Which of the following is used to summarize a dataset by showing the median, quantiles, and min/max values for each of the variables?

  • A. Box Plots
  • B. Scatter Chart
  • C. Bar Charts
  • D. Histogram
  • E. Pie Charts
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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Question #5

ElementTree sub-library gives us direct access to:

  • A. Parse tree of the XML
  • B. Insert tree of the XML
  • C. None of the above
  • D. Copy tree of the XML
  • E. Delete tree of the XML
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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