Data Science Portfolio

This is a collection of projects that were done as part of the integrated Data Science MSc/PhD that I did at the University of Liverpool. I received a Distinction for the MSc, but dropped out of the PhD to pursue real-world impact with data-driven start-ups.

• Geodemographics Literature Review
• Dissertation: Defining a Micro-Geodemographic Natural Area with Street Network Topology. Paper / Code / Notebooks

ENVS802/GEOG5995M Object-Oriented Programming for Social Scientists

• Project 1: Agent-Based Modelling
• Project 2: Citation Graph

COMP527 Data Mining

• Project 1: K-Means Clustering
• Project 2: Perceptron

ENVS450 Social Survey Analysis

• Examining the Association between Age and Religiosity in 21st Century Britain
• Examining Predictors for Home Owner-Occupancy

ENVS801 Understanding Data and its Environment

• Project 1: Forecasting Future Sales
• Project 2: The Legal Requirements & Technical Concepts of Data Protection

COMP529 Big Data Analysis

• Project 1: Spark
• Project 2: Storm

ENVS614 Internship

• Geographic Data Science for the Local Church: Extracting insight from Congregational Postcode Data

ENVS441 Qualitative Research Methods

• 'Pedestrian Activist Exploration': A Critically Christian Assessment of a Qualitative Research Method
• 'Spatial Analysis of Religion': Critique of a Qualitative Research Project

COMP518 Relational Databases & SQL

• Relational Algebra
• Logical Models and Normalization
• SQL

ENVS615 Analysis of Human Dynamics

• The Geodemographics of British Politics: A First Foray into Open Data Analytics

ENVS803 Social Network Analysis & Visualization

• Random Walks across Social Networks: The Markovian Movement of a Stochastic Soccerball

ENVS613 Research Project

• Lightning Talk: Geodemographics in Five Slides

Other

• Setting Geodemographics in the Context of Developments in Computing and AI