DBA: DBA 730 – Predictive Analytics and Big Data Management

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About Course

  • This course focuses on predictive analytics techniques and the management of big data systems.
  • Students will explore the strategic use of big data for decision-making and business intelligence, learning to apply advanced analytics to extract actionable insights from large datasets.
  • The course emphasizes the role of big data in driving competitive advantage and organizational success.

What Will You Learn?

  • Demonstrate proficiency in predictive analytics techniques and tools.
  • Design and manage big data systems that support organizational goals.
  • Apply predictive models to forecast business outcomes and trends.
  • Utilize big data for strategic decision-making and competitive advantage.
  • Interpret and present data insights to inform business strategy.

Course Content

Week 1: Introduction to Predictive Analytics and Big Data

  • Introduction to Predictive Analytics and Big Data
  • LO1: Define the concepts of Predictive Analytics and their role in business decision-making
  • LO2: Describe the principles of Big Data and its significance in modern organizations
  • LO3: Analyze the relationship between Predictive Analytics and Big Data for Business Intelligence
  • Multiple Choice questions
  • True Or False
  • Scenario-Based Multiple-Choice Questions
  • Key Terms and Concepts Questions
  • Short Answer Questions
  • Written Assignment
  • Presentation Task
  • Role-Playing Activity
  • Peer Review Task
  • Exercises and Activities Adaptation

Week 2: Data Collection and Management

Week 3: Fundamentals of Predictive Modeling

Week 4: Big Data Technologies and Platforms

Week 5: Data Preprocessing and Cleaning

Week 6: Building Predictive Models

Week 7: Data Visualization and Interpretation

Week 8: Midterm Test or Assignment

Week 9: Applying Predictive Analytics in Business

Week 10: Big Data and Business Intelligence

Week 11: Advanced Predictive Analytics Techniques

Week 12: Ethical Considerations in Predictive Analytics

Week 13: Managing Big Data Projects

Week 14: Future Trends in Predictive Analytics and Big Data

Week 15: Course Review

Week 16: Final Test Or Project

Florida Coastal University

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