I : Business Analytics Foundations and Frameworks

Module I · 10 Topics

Introduction to Business Analytics

1Introduction to Business Analytics: Descriptive, Predictive, and Prescriptive 2Analytics Maturity Model and Organizational Readiness 3Data-Driven vs. Intuition-Based Decision Making 4Analytics Project Lifecycle: CRISP-DM Methodology

Data Foundations and Quality

5Data Types: Structured, Unstructured, Internal, and External 6Data Quality Assessment 7Ethics in Analytics: Privacy, Bias, and Responsible Use

Strategy and Performance Measurement

8Building a Data Strategy: Governance, Architecture, and Culture 9Key Performance Indicators and Business Metrics Framework 10ROI Calculations for Analytics Initiatives