Data Collection

Define Objectives

Identify Data Sources

Utilize Appropriate Collection Methods

Validate Data Collected

Data Cleaning and Preprocessing

Remove Duplicate Data

Handle Missing Values

Standardize Data Formats

Validate and Ensure Consistency

Analysis and Insight Generation

Decide on Analysis Techniques

Conduct Thorough Data Analysis

Develop Initial Insights

Refine and Finalize Insights

Reporting and Visualization

Choose Suitable Visualization Formats

Create Clear and Concise Reports

Present Data in a User-Friendly Manner

Circulate Reports to Relevant Stakeholders

Application of Insights

Align Insights with Business Goals

Develop Actionable Strategies

Ensure Feasibility and Impact of Strategies

Secure Approval and Move Toward Implementation