Masters Dissertation Scheme – Project Archive
The programme offers an exciting opportunity to link students on Masters courses and their university supervisors with leading retail companies on projects which are important to the retail industry.
The scheme provides the opportunity to work directly with an industrial partner and to link students’ research to important retail and ‘open data’ sources. The project titles are devised by retailers and are open to students from a wide range of disciplines. Below are examples of projects completed previously.
| Researcher Name | Project Title | Partner | Link |
| 2024 | |||
| Ahmada Shidqan | Birmingham’s Road Segments Analysis: Assessing Compatibility using Clustering Approach | Transport for the West Midlands | Read More |
| Gavin Rolls | Predicting Micro-Scale Employment Geographies with Points of Interest | Geolytix | Read More |
| Minwei Zhao | Prescription Prediction and Vacuums: A GNN-Based Approach to Urban Health Analysis | Nokia Bell Labs | Read More |
| Clive Drowley | Analysing Prescription Outcomes Through Spatial Signatures | Nokia Bell Labs | Read More |
| Yueying Li | Credit Risk Assessment with Open Banking: An Application of Machine Learning | Salad Money | Read More |
| Joshua Xihe Jiao | Interconnected Urban Systems and Road Safety: An In-depth Analysis of Fatal and Serious Cycling Collisions in the Liverpool City | Liverpool City Region Combined Authority | Read More |
| Yuming Shi | From Space to Health: Deep Learning Based Prediction of Health Outcomes from Satellite Imagery in Fine Grained Geographical Areas | Nokia Bell Labs | Read More |
| Kaede Hasegawa | Optimizing Map Feature Collection Routing Using Graph Database Technology | HERE Technologies | Read More |
| Erato Lazarou | Geodemographic profile of road traffic collision risk | West Midlands Fire Service | Read More |
| Mitul Jain | The Waitrose Effect – Is it still a reality? A study on the effect on house prices and housing types by the addition of a superstore in a location | Barbour ABI | Read More |
| Setareh Nouri | Visualisation Analyses of the Association Between the Cost-of-Living Crisis and Dwelling Fire Incidents in the West Midlands | West Midlands Fire Service | Read More |
| Yubo Wang | Estimating Dwells using Mobile Phone Network Data | GHD – Virgin Media – O2 | Read More |
| Maciej Wach | Mapping urban inequalities through geodemographic classification: A framework for place-based intervention in the Liverpool City Region | Liverpool City Region Combined Authority | Read More |
| Nikhil Desai | Assessing the Effectiveness of Topological Metrics for Predicting Retail Density and Categorising UK Cities | Space Syntax | Read More |
| 2023 | |||
| Ethan Chew | Tracking a company’s performance – a Natural Language Processing approach | Kainos | Read More |
| Bijen Shah | Identify Multi-level Hierarchies and Tree Structure of Group Chain Companies using Graph data and Relational Databases | The Data City | Read More |
| Hannah Smith | The impact of events on traffic demand and performance in the West Midlands and what factors influence the time taken to return to normal traffic demand and performance levels. | Transport for the West Midlands | Read More |
| Jessica Sumner | Do BIDs Make Better Places? | Institute for Place Management | Read More |
| Jifan Lou | Understanding Business Survivability in the UK: Identifying Key Factors and Predicting SME Insolvency | The Registry Trust | Read More |
| Joshua Wolfendale | The Spatial Efficacy of the Levelling Up Initiative in Improving Educational Outcomes: A Study Utilising New Order Construction Awards. | Barbour ABI | Read More |
| Nipun Surana | Analysing Output and New Orders Time Lags in the Construction Industry with Gated Recurrent Units | Barbour ABI | Read More |
| Oyedoyin Agbaje | An Exploration of The Relationship Between Maritime England Port Weather and Traffic Around England’s Ports | HERE Technologies | Read More |
| Shreya Inamdar | Harnessing Mobile Geo location: Uncovering Consumer Visitation Patterns and Insights | CBRE | Read More |
| Vladimir Tesniere | Delineation of perceptual Neighbourhoods in the London housing market – geo-text location modelling through Natural Language Processing | Zoopla | Read More |
| Wasif Shaukat | Retail Store Placement Using Machine Learning and Spatial Analysis | Local Data Company | Read More |
| Yifei Lin | Exploring the Impact of Vacancy Rates on High Streets based on Different Scenarios | Institute for Place Management | Read More |
| Zachary Pescod-Everiss | Predicting Building Fire Severity | West Midlands Fire Service | Read More |
| Xinyan Wang | Geospatial Fire Service Decision-Making and Risk Management Utilizing Text Analysis and Machine Learning | West Midlands Fire Service | Read More |
| 2022 | |||
| Owen Hibbert | Assessment of Potential Library of Things Locations | Library of Things | Read more |
| Harry King | Quantifying the Carbon Impact of the Household | CACI | Read more |
| Siyao Li | Study on the Arrival Profile of Large Public Events | GHD Movement Strategies | Read more |
| Tong Li | Understanding the Impact Restrictions on Mobility and Working from Home has had on Greater London Train Station Hubs as Desirable Retail Environment Locations | LDC | Read more |
| Ziqiong Li | Can Sainsbury’s Operational Stores Achieve Positive Biodiversity Net Gain? | Sainsbury’s | Read more |
| Zhixuan Liu | Unravel the Indicators Affecting Retail Success in Chicago based on the Spatial Interaction Model | Olvin | Read more |
| Kartik Savanur | Driving Net-Zero Future Energy Targets using Smart Sensors (1) | GHD Movement Strategies | Read more |
| Ankur Shanker | Understanding the economic and real estate impact of the creation of a gaming industry in Dubai | Knight Frank | Read more |
| Subbhashinee Subbiah | Driving Net-Zero Future Energy Targets using Smart Sensors (2) | GHD Movement Strategies | Read more |
| Alexander Szoke | Predicting Problem Gambling: An Analysis of Ladbrokes and Coral Self-Excluders | Entain | Read more |
| Aindrila Basu | Recommender Systems: Implementation and Evaluation | Kainos | Read more |
| Kimira Guduru | ‘Socio-economic unfairness Index’ of Travel – Travel ticket purchasing behaviour as barriers to economic and social mobility at TfWM (Transport for West Midlands) | Transport for West Midlands | Read more |
| Maria Hostiana | Understanding the Intrinsic Value of Games by Accounting for Overlapping Influential Factors | Entain | Read more |
| 2021 | |||
| Antony Rodgers | Mapping Cities as Flows: An evaluation of mobile app-based trajectory data for the modelling of origin destination flows | Carto | Read more Hear more |
| Matthew Law | Improving housing submarket spatial segmentation | Idealista | Read more Hear more |
| Nicolo Coelewij | The Warehouse Revolution: is the current boom in warehouse construction set to continue and is it positioned to match our consumer needs? | Barbour ABI | Read more |
| Sharon Liu | Recommender Systems for Personalized Customer Experience | Walgreens Boots Alliance | Read more |
| Yasmine Hujair | Understanding the disparities in infrastructure & public investment across Great Britain and how and where to build back better | Barbour ABI | Read more |
| Andrea Nasuto | Determining the key sources, speed and evolution of anti-migration sentiment on social media (Student 1) | International Organization for Migration (2 students) | Read more |
| Catherine Duffy | Evaluating the spatial accessibility of Covid-19 vaccination sites in England | Here Technologies | Read more |
| Chijindum Okpoechi | Detecting Pedestrian Movements Using Computer Vision | Movement Strategies | |
| Dieyan Wang | Valuing the high street and modelling the impact of a change of policy and uses on the generation of place management and development funding | Institute of Place Management | Read more |
| Disa Ramadhina | How does retail shop penetration impact the digital customer profile | Entain Group | Read more |
| Islam Ira Ashai (Ira) | Forecasting the survival rate of tenants using historical occupier data and key performance drivers | Local Data Company | Read more |
| Jiawei Zhang | Point of Interest (POI) Refinement through Observed Data | Tamoco | Read more Hear more |
| Lu Xia | Inferring transport mode using GPS data (Student 1) | Movement Strategies (2 students) | Read more Hear more |
| Margaux Leblanc | Using satellite imagery to detect supermarket car parks and their levels of occupancy | Sainsbury’s | Read more |
| Megan Clark | Determining the key sources, speed and evolution of anti-migration sentiment on social media (Student 2) | International Organization for Migration (2 students) | Read more |
| Michael Kaempf | Developing an ‘interesting company’ score | The Data City | Read more |
| Szymon Padlewski | Inferring transport mode using GPS data (Student 2) | Movement Strategies (2 students) | Read more Hear more |
| Timor Saleh | Scrutinising Policy: Using Monetary County Court Judgments (CCJs) data to understand the effects of austerity | The Registry Trust | |
| Vanessa Sukhanta | Gamified Prediction Markets | Blinc | Read more |
| Zhicheng (Jason) Li | Developing a database for identifying the most influential directors in the UK using Companies House | The Data City | Read more |
| 2020 | |||
| Prashant Kumar | Improve reliability of estimating the demand-side size of the UK Geospatial Industry | ConsultingWhere | Read more |
| Thomas Harland | How have the dimensions of online/problem gambling changed due to Covid-19? | GVC Holdings PLC | Read more |
| Samuel Li | An assessment of the impact of weather upon shipping patterns using AIS data and Weather APIs | Movement Strategies | Read more |
| Ludmila Sabelnikova | Combining footfall from mobile network data and event listings to predict consumer behaviour patterns | Movement Strategies | Read more |
| Millicent Corless | A spatio-temporal investigation into the effect of general health on consumer financial vulnerability, through the indicator of County Court Judgements (CCJs) | Registry Trust | Read more |
| Chloe Mow | Detecting local congestion on store access routes | Sainsbury’s | Read more |
| Nombuyiselo Murage | Deriving spatio-temporal geographies from mobile GPS data: A data-driven approach | Tamoco | Read more |
| Name withheld on request | Barriers to Electronic Health Records Uptake | TPP (The Phoenix Partnership) | N/A |
| 2019 | |||
| Akrash Chaudhary | Analysis of Wi-Fi usage data to identify customer experience improvement areas | National Broadband Provider | Read more |
| Jason Dalrymple | Evaluating the impact a restaurant aggregator might have on a UK National Restaurant Chain and with that impact in mind consider whether prevailing retail theories apply in the online world | National Restaurant Chain | Read more |
| Benedict Faria | Assessing fairness/bias in binary classification machine learning models on consumers | Experian | Read more |
| James Pryor | Creating & Applying a Multivariate Index of London’s Housing Market using Machine Learning | Knight Frank | Read more |
| Valeria Rojas Linares | What is the potential for a Liverpool City Region bike share scheme | Liverpool City Region Combined Authority | Read more |
| Minal Suresh Patil | Can we understand how demographics, product usage, revenue and product movements affect customers upsell journey? | Virgin Media | Read more |
| Jessica Swain | Retail Centre Health Scoring | Experian | Read more |
| Aude Vuilliomenet | Stadia and Sporting Events in London, Use of GPS Data to analyse Spectator Behaviour | Movement Strategies | Read more |
| Chengyu Wang | Understand spatial and temporal characteristics of HNWI’s aeromobility using Jet Card data | Air Partner | Read more |
| Aidan Watmuff | Assessing the impact of broadband inequality in Liverpool City Region: Idenitfying the causes of broadband inequality | Liverpool City Region Combined Authority | Read more |
| Marc Whalley | Analysing customers who use discounts | Shop Direct | Read more |
| Ding PG Wong | Correlation and Predictive Analysis of Twitter data and Spending Activity in the UK | Barclays | Read more |
| Yizhe Xu | Improving the Customer Profit Margin Forecast Based on the LRFMC Model in B2B Enterprise Setting | Air Partner | Read more |
| Yang Zhou | Retail Centre Footfall: Planning and Forecasting Using Time Series Modelling | Movement Strategies | Read more |
| 2018 | |||
| Ayesha Ahmed | Predicting customer churn for a telecommunication company | National Broadband Supplier | Read more |
| Emma Branagan | The Effects of Social Media on Trading Outcomes: A Company Case Study | Shop Direct | Read more |
| Yi Cheung | Forecasting travel demand for the Elizabeth line using smartphone GPS | Movement Strategies | Read more |
| Stefania Fiore | Do not blame the weather: a study of the relationship between weather and online retail sales | Shop Direct | Read more |
| Lenka Hasova | Investigation of prescription flows between General Practices and Boots pharmacies via spatial interaction modelling techniques | Boots | Read more |
| Klaudijus Jarusevicius | Understanding Media Usage Trends in 10 Populous UK District Areas | National Broadband Provider | Read more |
| Alex Jones | A hedonic regression analysis of prime Central London retail values, and what implications this may have for the future demand and rental values of the Battersea & Nine Elms development | Cluttons | Read more |
| Sophie de Kok | Predicting customer quality based on early shopping behaviour in online grocery retail | Sainsbury’s | Read more |
| Jack Lewis | A pioneering sudy exploring retail centre attractiveness using GPS data in London | Movement Strategies | Read more |
| Kahina Ait Ouazzou | Analysing Customer Behaviour for Shopping Centres in London using GPS Data | Movement Strategies | Read more |
| Ben Savelli | From browsing to buying: an investigation into the life cycle of a customer considering a purchase | Shop Direct | Read more |
| Alex Schwarz | What factors cause long transaction times at self-service checkouts? | Marks and Spencers | Read more |
| Thomas Statham | Forecasting network faults with Bayesian spatiotemporal statistical models | National Broadband Provider | Read more |
| Christopher Storey | Assessing retail space using mobile location histories | CBRE | Read more |
| Davina Tijani | The use of online behaviour data to develop a ‘Time of Day’ consumer classification | Experian | Read more |
| Runsang Yu | Understanding footfall: using GPS data to define four shopping areas in London | CBRE | Read more |
| 2017 | |||
| Adjoa Adu-Poku | An exploratory analysis of the temporal fluctuations in footfall around Hammersmith town centre in relation to Business Improvement District events | Hammersmith BID London | Read more |
| Ulzhan Bissarinova | Customer pathway and in-store activity | Sainsbury’s | Read more |
| Yifan Cao | Estimate impact of slot availability on customer demand by using choice-based demand models | Sainsbury’s | Read more |
| Sam Comber | How competitive is propensity score matching using ‘address embeddings’ with supervised classification for record linkage tasks? | LDC | Read more |
| Matthew Grove | An evaluation of the relationships between construction developments and retail vacancy | Barbour ABI, LDC | Read more |
| Jon Haycox | Electric vehicle charge placement optimisation | E.ON | Read more |
| Erin Knochenhauer | Pricing optimisation – a key tool in successful retailing | Shop Direct | Read more |
| Neelam Kundi | Exploring submarket trends in London: a constrained spatial interaction modelling analysis | Cluttons | Read more |
| William Laing | Where next for Parsons Bakery? A preliminary quantitative location assessment exploring the link between demographics, competition and other variables | Parsons | Read more |
| Mary E Lennon | Propensity modelling – moving beyond standard regression models & explorations into online engagement | Shop Direct | Read more |
| Christian Tonge | An exploration of mobile data: towards proximity based passeger sensing on public transport | Movement Strategies | Read more |
| Terje Trasberg | Identifying Socio-Spatial Inequalities in Student Housing in London | Knight Frank | Read more |
| Paula White | The impact of the night tube on Westminster’s Night Economy | City of Westminster | Read more |
| Daniel Winder | Can harnessing the demographic characteristics of store catchments improve the planning of promotions and pricing strategies? | Marks & Spencer | Read more |
| Patrick Wood | An application of statistical and spatial analysis techniques to engineer callout data from a UK telecommunications company | National Telecoms Provider | Read more |
| 2016 | |||
| Thomas Albery | Predicting customer churn for a telecommunication company | National Broadband Supplier | Read more |
| Apichaya Boonpratanporn | An investigation of what triggers customer activation of credit facilities | Shop Direct | Read more |
| Ffion Carney | Social Energy Responsibility: Identifying Vulnerable Energy Customers Through a K-Means Clustering Approach | E.ON | Read more |
| Duncan Clayton-Stead | An analysis of Argos concession store performance located in Homebase and Sainsbury’s stores across the UK | Argos | Read more |
| Alec Davies | How does competitor presence influence the performance of click and collect sites? | Sainsbury’s | Read more |
| Jyldyz Djumalieva | Identifying drivers of full price sales of clothing and footwear for an online retailer | Shop Direct | Read more |
| Luis Francisco Mejia Garcia | Understanding and predicting consumer behaviour in music festivals with machine learning. | Movement Strategies | Read more |
| Natalia Gil | The performance of Argos concessions in other stores | Argos | Read more |
| Audrey Henkels | Can interactive data visualisations enable a retailer to identify new insights about customer purchase behaviour? | Sainsbury’s | Read more |
| Chrysanthi Kollia | Youths Spending and Geodemographics | goHenry | Read more |
| Eirini Milaiou | Topic extraction and document classification on textual survey data with unsupervised modelling techniques. | CACI | Read more |
| Ying Shen | An empirical study into Co-op On-the-Go Stores’ turn-in rate using a scorecard approach | The Co-operative Food | Read more |
| Ellen Talbot | Customer Segmentation using spatio-temporal data | Boots | Read more |
| Mariflor Vega | Clustering Market Baskets with Bagging and Latent Dirichlet Allocation at Customer and Transactional Levels | Sainsbury’s | Read more |
| 2015 | |||
| Thomas Berry | Modelling Multi-Channel Adoption at Sainsbury’s | Sainsbury’s | Read more |
| Alexander Bland | Identifying fuel and poverty characteristics through e.on consumer records and geo-demographic segmentation data | E.ON | Read more |
| Brendon Edwards | An investigation into the effects of a relaxation of the current Sunday Trading Legislation on the Co-operative’s convenience stores | The Co-operative Food | Read more |
| Yiqao Huang | Shopping centre’s turnover estimation using microsimulation: an exploratory research in Inverness | CACI | Read more |
| Radoslaw Kowalski | Topic modelling online customer reviews | Argos | Read more |
| Karlo Lugomer | Relations between structure and performance of retail centres in England and Wales and demographics of their catchment arease | LDC | Read more |
| Anastasia Ushakova | Can we identify vulnerable energy customers from smart meter data? | British Gas | Read more |
| Clemens Zauchner | Identifying the main drivers of customer satisfaction and dissatisfaction by mining customer verbatim feedback | EasyJet | Read more |
| Researcher Name | Project Title | Partner | Link |
| 2023 | |||
| Ethan Chew | Tracking a company’s performance – a Natural Language Processing approach | Kainos | Read More |
| Bijen Shah | Identify Multi-level Hierarchies and Tree Structure of Group Chain Companies using Graph data and Relational Databases | The Data City | Read More |
| Hannah Smith | The impact of events on traffic demand and performance in the West Midlands and what factors influence the time taken to return to normal traffic demand and performance levels. | Transport for the West Midlands | Read More |
| Jessica Sumner | Do BIDs Make Better Places? | Institute for Place Management | Read More |
| Jifan Lou | Understanding Business Survivability in the UK: Identifying Key Factors and Predicting SME Insolvency | The Registry Trust | Read More |
| Joshua Wolfendale | The Spatial Efficacy of the Levelling Up Initiative in Improving Educational Outcomes: A Study Utilising New Order Construction Awards. | Barbour ABI | Read More |
| Nipun Surana | Analysing Output and New Orders Time Lags in the Construction Industry with Gated Recurrent Units | Barbour ABI | Read More |
| Oyedoyin Agbaje | An Exploration of The Relationship Between Maritime England Port Weather and Traffic Around England’s Ports | HERE Technologies | Read More |
| Shreya Inamdar | Harnessing Mobile Geo location: Uncovering Consumer Visitation Patterns and Insights | CBRE | Read More |
| Vladimir Tesniere | Delineation of perceptual Neighbourhoods in the London housing market – geo-text location modelling through Natural Language Processing | Zoopla | Read More |
| Wasif Shaukat | Retail Store Placement Using Machine Learning and Spatial Analysis | Local Data Company | Read More |
| Yifei Lin | Exploring the Impact of Vacancy Rates on High Streets based on Different Scenarios | Institute for Place Management | Read More |
| Zachary Pescod-Everiss | Predicting Building Fire Severity | West Midlands Fire Service | Read More |
| Xinyan Wang | Geospatial Fire Service Decision-Making and Risk Management Utilizing Text Analysis and Machine Learning | West Midlands Fire Service | Read More |
| 2022 | |||
| Owen Hibbert | Assessment of Potential Library of Things Locations | Library of Things | Read more |
| Harry King | Quantifying the Carbon Impact of the Household | CACI | Read more |
| Siyao Li | Study on the Arrival Profile of Large Public Events | GHD Movement Strategies | Read more |
| Tong Li | Understanding the Impact Restrictions on Mobility and Working from Home has had on Greater London Train Station Hubs as Desirable Retail Environment Locations | LDC | Read more |
| Ziqiong Li | Can Sainsbury’s Operational Stores Achieve Positive Biodiversity Net Gain? | Sainsbury’s | Read more |
| Zhixuan Liu | Unravel the Indicators Affecting Retail Success in Chicago based on the Spatial Interaction Model | Olvin | Read more |
| Kartik Savanur | Driving Net-Zero Future Energy Targets using Smart Sensors (1) | GHD Movement Strategies | Read more |
| Ankur Shanker | Understanding the economic and real estate impact of the creation of a gaming industry in Dubai | Knight Frank | Read more |
| Subbhashinee Subbiah | Driving Net-Zero Future Energy Targets using Smart Sensors (2) | GHD Movement Strategies | Read more |
| Alexander Szoke | Predicting Problem Gambling: An Analysis of Ladbrokes and Coral Self-Excluders | Entain | Read more |
| Aindrila Basu | Recommender Systems: Implementation and Evaluation | Kainos | Read more |
| Kimira Guduru | ‘Socio-economic unfairness of Index’ of Travel – Travel ticket purchasing behaviour as barriers to economic and social mobility at TfWM (Transport for West Midlands) | Transport for West Midlands | Read more |
| Maria Hostiana | Understanding the Intrinsic Value of Games by Accounting for Overlapping Influential Factors | Entain | Read more |
| 2021 | |||
| Antony Rodgers | Mapping Cities as Flows: An evaluation of mobile app-based trajectory data for the modelling of origin destination flows | Carto | Read more Hear more |
| Matthew Law | Improving housing submarket spatial segmentation | Idealista | Read more Hear more |
| Nicolo Coelewij | The Warehouse Revolution: is the current boom in warehouse construction set to continue and is it positioned to match our consumer needs? | Barbour ABI | Read more |
| Sharon Liu | Recommender Systems for Personalized Customer Experience | Walgreens Boots Alliance | Read more |
| Yasmine Hujair | Understanding the disparities in infrastructure & public investment across Great Britain and how and where to build back better | Barbour ABI | Read more |
| Andrea Nasuto | Determining the key sources, speed and evolution of anti-migration sentiment on social media (Student 1) | International Organization for Migration (2 students) | Read more |
| Catherine Duffy | Evaluating the spatial accessibility of Covid-19 vaccination sites in England | Here Technologies | Read more |
| Chijindum Okpoechi | Detecting Pedestrian Movements Using Computer Vision | Movement Strategies | |
| Dieyan Wang | Valuing the high street and modelling the impact of a change of policy and uses on the generation of place management and development funding | Institute of Place Management | Read more |
| Disa Ramadhina | How does retail shop penetration impact the digital customer profile | Entain Group | Read more |
| Islam Ira Ashai (Ira) | Forecasting the survival rate of tenants using historical occupier data and key performance drivers | Local Data Company | Read more |
| Jiawei Zhang | Point of Interest (POI) Refinement through Observed Data | Tamoco | Read more Hear more |
| Lu Xia | Inferring transport mode using GPS data (Student 1) | Movement Strategies (2 students) | Read more Hear more |
| Margaux Leblanc | Using satellite imagery to detect supermarket car parks and their levels of occupancy | Sainsbury’s | Read more |
| Megan Clark | Determining the key sources, speed and evolution of anti-migration sentiment on social media (Student 2) | International Organization for Migration (2 students) | Read more |
| Michael Kaempf | Developing an ‘interesting company’ score | The Data City | Read more |
| Szymon Padlewski | Inferring transport mode using GPS data (Student 2) | Movement Strategies (2 students) | Read more Hear more |
| Timor Saleh | Scrutinising Policy: Using Monetary County Court Judgments (CCJs) data to understand the effects of austerity | The Registry Trust | |
| Vanessa Sukhanta | Gamified Prediction Markets | Blinc | Read more |
| Zhicheng (Jason) Li | Developing a database for identifying the most influential directors in the UK using Companies House | The Data City | Read more |
| 2020 | |||
| Prashant Kumar | Improve reliability of estimating the demand-side size of the UK Geospatial Industry | ConsultingWhere | Read more |
| Thomas Harland | How have the dimensions of online/problem gambling changed due to Covid-19? | GVC Holdings PLC | Read more |
| Samuel Li | An assessment of the impact of weather upon shipping patterns using AIS data and Weather APIs | Movement Strategies | Read more |
| Ludmila Sabelnikova | Combining footfall from mobile network data and event listings to predict consumer behaviour patterns | Movement Strategies | Read more |
| Millicent Corless | A spatio-temporal investigation into the effect of general health on consumer financial vulnerability, through the indicator of County Court Judgements (CCJs) | Registry Trust | Read more |
| Chloe Mow | Detecting local congestion on store access routes | Sainsbury’s | Read more |
| Nombuyiselo Murage | Deriving spatio-temporal geographies from mobile GPS data: A data-driven approach | Tamoco | Read more |
| Name withheld on request | Barriers to Electronic Health Records Uptake | TPP (The Phoenix Partnership) | N/A |
| 2019 | |||
| Akrash Chaudhary | Analysis of Wi-Fi usage data to identify customer experience improvement areas | National Broadband Provider | Read more |
| Jason Dalrymple | Evaluating the impact a restaurant aggregator might have on a UK National Restaurant Chain and with that impact in mind consider whether prevailing retail theories apply in the online world | National Restaurant Chain | Read more |
| Benedict Faria | Assessing fairness/bias in binary classification machine learning models on consumers | Experian | Read more |
| James Pryor | Creating & Applying a Multivariate Index of London’s Housing Market using Machine Learning | Knight Frank | Read more |
| Valeria Rojas Linares | What is the potential for a Liverpool City Region bike share scheme | Liverpool City Region Combined Authority | Read more |
| Minal Suresh Patil | Can we understand how demographics, product usage, revenue and product movements affect customers upsell journey? | Virgin Media | Read more |
| Jessica Swain | Retail Centre Health Scoring | Experian | Read more |
| Aude Vuilliomenet | Stadia and Sporting Events in London, Use of GPS Data to analyse Spectator Behaviour | Movement Strategies | Read more |
| Chengyu Wang | Understand spatial and temporal characteristics of HNWI’s aeromobility using Jet Card data | Air Partner | Read more |
| Aidan Watmuff | Assessing the impact of broadband inequality in Liverpool City Region: Idenitfying the causes of broadband inequality | Liverpool City Region Combined Authority | Read more |
| Marc Whalley | Analysing customers who use discounts | Shop Direct | Read more |
| Ding PG Wong | Correlation and Predictive Analysis of Twitter data and Spending Activity in the UK | Barclays | Read more |
| Yizhe Xu | Improving the Customer Profit Margin Forecast Based on the LRFMC Model in B2B Enterprise Setting | Air Partner | Read more |
| Yang Zhou | Retail Centre Footfall: Planning and Forecasting Using Time Series Modelling | Movement Strategies | Read more |
| 2018 | |||
| Ayesha Ahmed | Predicting customer churn for a telecommunication company | National Broadband Supplier | Read more |
| Emma Branagan | The Effects of Social Media on Trading Outcomes: A Company Case Study | Shop Direct | Read more |
| Yi Cheung | Forecasting travel demand for the Elizabeth line using smartphone GPS | Movement Strategies | Read more |
| Stefania Fiore | Do not blame the weather: a study of the relationship between weather and online retail sales | Shop Direct | Read more |
| Lenka Hasova | Investigation of prescription flows between General Practices and Boots pharmacies via spatial interaction modelling techniques | Boots | Read more |
| Klaudijus Jarusevicius | Understanding Media Usage Trends in 10 Populous UK District Areas | National Broadband Provider | Read more |
| Alex Jones | A hedonic regression analysis of prime Central London retail values, and what implications this may have for the future demand and rental values of the Battersea & Nine Elms development | Cluttons | Read more |
| Sophie de Kok | Predicting customer quality based on early shopping behaviour in online grocery retail | Sainsbury’s | Read more |
| Jack Lewis | A pioneering sudy exploring retail centre attractiveness using GPS data in London | Movement Strategies | Read more |
| Kahina Ait Ouazzou | Analysing Customer Behaviour for Shopping Centres in London using GPS Data | Movement Strategies | Read more |
| Ben Savelli | From browsing to buying: an investigation into the life cycle of a customer considering a purchase | Shop Direct | Read more |
| Alex Schwarz | What factors cause long transaction times at self-service checkouts? | Marks and Spencers | Read more |
| Thomas Statham | Forecasting network faults with Bayesian spatiotemporal statistical models | National Broadband Provider | Read more |
| Christopher Storey | Assessing retail space using mobile location histories | CBRE | Read more |
| Davina Tijani | The use of online behaviour data to develop a ‘Time of Day’ consumer classification | Experian | Read more |
| Runsang Yu | Understanding footfall: using GPS data to define four shopping areas in London | CBRE | Read more |
| 2017 | |||
| Adjoa Adu-Poku | An exploratory analysis of the temporal fluctuations in footfall around Hammersmith town centre in relation to Business Improvement District events | Hammersmith BID London | Read more |
| Ulzhan Bissarinova | Customer pathway and in-store activity | Sainsbury’s | Read more |
| Yifan Cao | Estimate impact of slot availability on customer demand by using choice-based demand models | Sainsbury’s | Read more |
| Sam Comber | How competitive is propensity score matching using ‘address embeddings’ with supervised classification for record linkage tasks? | LDC | Read more |
| Matthew Grove | An evaluation of the relationships between construction developments and retail vacancy | Barbour ABI, LDC | Read more |
| Jon Haycox | Electric vehicle charge placement optimisation | E.ON | Read more |
| Erin Knochenhauer | Pricing optimisation – a key tool in successful retailing | Shop Direct | Read more |
| Neelam Kundi | Exploring submarket trends in London: a constrained spatial interaction modelling analysis | Cluttons | Read more |
| William Laing | Where next for Parsons Bakery? A preliminary quantitative location assessment exploring the link between demographics, competition and other variables | Parsons | Read more |
| Mary E Lennon | Propensity modelling – moving beyond standard regression models & explorations into online engagement | Shop Direct | Read more |
| Christian Tonge | An exploration of mobile data: towards proximity based passeger sensing on public transport | Movement Strategies | Read more |
| Terje Trasberg | Identifying Socio-Spatial Inequalities in Student Housing in London | Knight Frank | Read more |
| Paula White | The impact of the night tube on Westminster’s Night Economy | City of Westminster | Read more |
| Daniel Winder | Can harnessing the demographic characteristics of store catchments improve the planning of promotions and pricing strategies? | Marks & Spencer | Read more |
| Patrick Wood | An application of statistical and spatial analysis techniques to engineer callout data from a UK telecommunications company | National Telecoms Provider | Read more |
| 2016 | |||
| Thomas Albery | Predicting customer churn for a telecommunication company | National Broadband Supplier | Read more |
| Apichaya Boonpratanporn | An investigation of what triggers customer activation of credit facilities | Shop Direct | Read more |
| Ffion Carney | Social Energy Responsibility: Identifying Vulnerable Energy Customers Through a K-Means Clustering Approach | E.ON | Read more |
| Duncan Clayton-Stead | An analysis of Argos concession store performance located in Homebase and Sainsbury’s stores across the UK | Argos | Read more |
| Alec Davies | How does competitor presence influence the performance of click and collect sites? | Sainsbury’s | Read more |
| Jyldyz Djumalieva | Identifying drivers of full price sales of clothing and footwear for an online retailer | Shop Direct | Read more |
| Luis Francisco Mejia Garcia | Understanding and predicting consumer behaviour in music festivals with machine learning. | Movement Strategies | Read more |
| Natalia Gil | The performance of Argos concessions in other stores | Argos | Read more |
| Audrey Henkels | Can interactive data visualisations enable a retailer to identify new insights about customer purchase behaviour? | Sainsbury’s | Read more |
| Chrysanthi Kollia | Youths Spending and Geodemographics | goHenry | Read more |
| Eirini Milaiou | Topic extraction and document classification on textual survey data with unsupervised modelling techniques. | CACI | Read more |
| Ying Shen | An empirical study into Co-op On-the-Go Stores’ turn-in rate using a scorecard approach | The Co-operative Food | Read more |
| Ellen Talbot | Customer Segmentation using spatio-temporal data | Boots | Read more |
| Mariflor Vega | Clustering Market Baskets with Bagging and Latent Dirichlet Allocation at Customer and Transactional Levels | Sainsbury’s | Read more |
| 2015 | |||
| Thomas Berry | Modelling Multi-Channel Adoption at Sainsbury’s | Sainsbury’s | Read more |
| Alexander Bland | Identifying fuel and poverty characteristics through e.on consumer records and geo-demographic segmentation data | E.ON | Read more |
| Brendon Edwards | An investigation into the effects of a relaxation of the current Sunday Trading Legislation on the Co-operative’s convenience stores | The Co-operative Food | Read more |
| Yiqao Huang | Shopping centre’s turnover estimation using microsimulation: an exploratory research in Inverness | CACI | Read more |
| Radoslaw Kowalski | Topic modelling online customer reviews | Argos | Read more |
| Karlo Lugomer | Relations between structure and performance of retail centres in England and Wales and demographics of their catchment arease | LDC | Read more |
| Anastasia Ushakova | Can we identify vulnerable energy customers from smart meter data? | British Gas | Read more |
| Clemens Zauchner | Identifying the main drivers of customer satisfaction and dissatisfaction by mining customer verbatim feedback | EasyJet | Read more |