Data Cleaning & Preparation
• Goal: Ensure the dataset is reliable, consistent, and ready for analysis.
• Deliverables: Cleaned CSV/Excel files, data dictionaries, or structured databases.
Data Transformation
• Goal: Convert raw data into a structured, analysis-ready format.
• Deliverables: Structured datasets, ETL (Extract, Transform, Load) pipelines, or SQL-ready tables.
Data Analysis & Insights
• Goal: Extract actionable insights that inform decision-making.
• Deliverables: Reports, summary tables, charts, and insights with clear recommendations.
Automated Dashboards
• Goal: Provide real-time, self-updating insights for monitoring KPIs and trends.
• Deliverables: Live/interactive dashboards, scheduled reports, and alerts for key metrics.
