Cloud Engineering
Serverless Text-to-Speech Application
Serverless AWS architecture using S3, API Gateway, Lambda (Python 3.12) and Amazon Polly, with secure audio delivery and automated lifecycle management.
Finance & ESG
Materiality Assessment
A structured analysis designed to identify and prioritise material ESG issues for financial institutions using analytical and visual frameworks.
Data Analytics
Crime Analytics — LAPD
Processed 234,000+ incident reports; identified 12:00 PM as the peak crime hour, Central as the highest night-risk area and ages 26–34 as the most affected group.
Time Series
Urban Transport Analysis — TfL
Analysed 12 years of journey data, ranked the most-used modes, examined the 2020–2022 ridership trough and tested long-run trend assumptions.
Workforce Analytics
HR Workforce & Compensation Intelligence
Analysed 1,470 employee records, including attrition, manager-rating trends, workforce concentration and compensation patterns.
Environmental Modelling
Biodiversity Drivers & Survival Analysis
Used factor analysis and survival analysis to study biodiversity drivers, including deforestation and species-survival patterns across biomes.
Data Engineering
Resume Parsing & Data Validation
Extracted skills, education and job-title entities from 1,000+ resumes using Python/Regex and assessed transformation logic and data integrity.
Business Research
Intelligent Automation & Business Performance
Mixed-methods research across six Fortune 500 case studies combining financial-ratio analysis and Voyant sentiment analysis.
Machine Learning
Machine Learning in the Video Gaming Industry
COIL project mapping reinforcement learning, decision trees and neural networks to gameplay, QA automation and personalisation.
Database Technology
Relational Database Design
Designed a normalised SQL Server database with an ERD and multi-schema views to improve data integrity, information sharing and security.