Process & Approach
I work on a diverse set of areas that address the entire life cycle of data analysis projects. My expertise lies in providing an end-to-end solution for all things spatial analytics & location intelligence.
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Business Issue Understanding
Step 1
Define Business Objectives
Gather Required Information
Determine Appropriate Analysis Method
Clarify Scope of Work
Identify Deliverables
Understand Bottlenecks, Limitations
Research and Design Algorithms
Data Understanding
Step 2
Identify Datasets to Use
Collect Initial Data
Identify Data Requirements
Determine Data Availability
Explore Data and Characteristics
Data Preparation
Step 3
Gather Data from Multiple Sources
Clean and Pre-process Data
Format the Data to meet Requirements
Apply Transformations on Data
Blend or Merge Data for the Use Case
Sample Dataset
Exploratory Analysis and Modeling
Step 4
Develop Methodology
Determine Important Variables
Build Model
Assess Model
Model Validation
Step 5
Evaluate Results
Review Process
Determine Next Steps
Visualisation and Presentation
Step 6
Communicate Results
Determine best method to present insights based on analysis and audience
Craft a Compelling Story
Make Recommendations
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