DASCA SDS : Senior Data Scientist

SDS pass collection

Exam Code: SDS

Exam Name: Senior Data Scientist

Updated: Sep 12, 2026

Q & A: 87 Questions and Answers

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About DASCA SDS Exam

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DASCA SDS Exam Syllabus Topics:

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

DASCA Senior Data Scientist Sample Questions:

Question #1

Which of these are open-source column-oriented databases?

  • A. All of the above
  • B. Both A and B
  • C. HBase
  • D. Cassandra
  • E. Accumulo
Answer: A

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Question #2

Which of the following architectural techniques is used for parallel processing?

  • A. The Superscalar Technique
  • B. Both A and B
  • C. The SuperVector Technique
  • D. Very Long Instruction Words (VLIW) Technique
  • E. Both B and C
Answer: B

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Question #3

The DevOps movement is an outgrowth of which of the following software development methodologies?

  • A. Promise-based algorithms
  • B. Test-driven development and model-driven development
  • C. Waterfall
  • D. Agile
Answer: D

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Question #4

In unsupervised learning, learning takes place by based on these deductions in input data and developing patterns:

  • A. Detecting irregularities
  • B. None of the above
  • C. Both A and B
  • D. Detecting regularities
Answer: C

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Question #5

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

  • A. Business Metamorphosis
  • B. Business Strategy
  • C. Business Monitoring
  • D. Business Optimization
  • E. Data Monetization
Answer: B

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