Projects Portfolio
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GIS Consultant
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Providing recommendations
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Report writting
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Spatial data
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ArcGIS
Using ArcGIS to map structural and functional landscape connectivity for lesser spotted woodpeckers in the Wythenshawe woodlands as a GIS-consultant. Identifying important management approaches, prioritising resource allocation and wider social and economic implications through cartography.
January 2022
Landscape Connectivity in Manchester, UK
December 2021
Airbnb Mapping in Chicago
Utilising the QGIS software to create geo-visualisations presenting South Yorkshire employees by their occupation industry using the small multiples cartographic design technique and the spatial distribution of education, skills and training deprivation within the region. Crime incidents and shoplifting density in the City of Los Angeles was also mapped using R.
December 2021
Open Source GIS and Spatial Data Analysis
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Used 10 official economic plans
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Quantitative text analysis
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Cluster analysis
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R programming
Has Regional Devolution led to Place-Based Economic Strategies?
Text analysis of UK Combined Authority Strategic Economic Plans using R and R Markdown. Unsupervised hierarchical and k-means clustering to group SEPs with similar content and uncover underlying patterns.
July 2021
Levelling Up in a Decentralised UK
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1115 stores
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Data cleaning
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Data linkage
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Sales forecasting
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Random Forest
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Python
Data preprocessing of sales data, collected from the European Rossmann drug store chain in Germany. Using Python to manage missing values, perform data integration, transformation, visualisation and feature engineering. Building a forecasting model to predict 6 weeks of daily sales for 1115 stores.
June 2021
Rossmann Drug Stores
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26,000+ apprentices
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Government data
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Supervised machine learning
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Predicting course completion
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Ordinal Logistic Regression
South Yorkshire Apprenticeships
Internship at SYMCA, April 2021
March 2021
sicKode Tutors
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Qualitative Analysis
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Semi-structured Interview​
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Thematic Coding
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Nvivo
COVID-19 and Graduate Career Goals
January 2021
How has the COVID-19 pandemic affected the future career goals and motivation of 2020 graduates? Obtaining ethics approval and informed consent from a human participant. Transcription and thematic analysis of data collected through a semi-structured interview and qualitative text analysis of diary entries using the NVivo software.
October 2020
Bacterial Bomb
An Object Oriented Programme developed using Python to map the locations of bacterial particles released in a town. Utilising Agent Based Modelling and Random Walk Theory to account for wind direction and wind turbulence.
Solitons: Kinks, Collisions and Breathers
March 2020
Exploring 1D single soliton and multi-soliton solutions of the Sine-Gordon nonlinear hyperbolic partial differential equation. Investigating soliton kink-kink, kink-antikink and breather solutions, involving their wave-particle duality, reminiscent of quantum mechanics.
