Dr Matthew Ng

Scientia Fellow (Level B)
Arts, Design & Architecture
City Futures Research Centre

I am a data scientist and a Scientia Fellow at the City Futures Research Centre. I currently work alongside PEXA, in which my research is focussed on developing new tools that leverage machine-learning and artificial intelligence to enhance property market analysis across Australia. Prior to this, my research on developing new methods of secure and transparent automated valuation models for different land and property assets with the Commonwealth Bank. This work led to a new patent, which was commercialised and sold in 2022.

At the City Futures Research Centre, I'm a fellow in urban analytics. My interest lies in exploring how urban structures function, looking at the connections between transport, demographics, and economic networks, and how these influence urban changes like decay, renewal, and gentrification. Additionally, I am also the Regional Lead in Asia Pacific for the Colouring Cities Research Programme based out of the Alan Turing Institute in London. This programme focuses on making urban data more accessible and encouraging the collection of new data through citizen science and partnerships with official data custodians.

I received my PhD from the UCL Bartlett Centre for Advanced Spatial Analysis, an MSc in International Planning from UCL Bartlett, and a BSc (Hons) in Biology from the University of Manchester.

I am open to research students with interests aligned to my own.

Location
City Futures Research Centre, University of New South Wales Level 3, Red Centre – West Wing, Sydney, 2052
  • Book Chapters | 2022
    Ng M; Soundararaj B; Pettit C, 2022, 'Digital Transformations in Planning: An Australian Context', in Mori H; Yoshida T; Anttiroiko A-V (ed.), City, Public Value, and Capitalism New Urban Visions and Public Strategies, Northwestern Roberta Buffett Institute for Global Affairs, Evanston, Illinois, pp. 221 - 237, http://dx.doi.org/10.21985/n2-w74g-x218
    Book Chapters | 2021
    Roper J; Pettit C; Ng M, 2021, 'Understanding the Economic Value of Walkable Cities', in Urban Informatics and Future Cities, Springer Nature, pp. 277 - 299, http://dx.doi.org/10.1007/978-3-030-76059-5_15
  • Journal articles | 2024
    Ng MKM; Shabrina Z; Sarkar S; Han H; Pettit C, 2024, 'From urban clusters to megaregions: mapping Australia’s evolving urban regions', Computational Urban Science, 4, http://dx.doi.org/10.1007/s43762-024-00140-2
    Journal articles | 2024
    Roper J; Ng M; Huck J; Pettit C, 2024, 'A participatory mapping approach to capturing perceived walkability', Transportation Research Part A: Policy and Practice, 186, http://dx.doi.org/10.1016/j.tra.2024.104133
    Journal articles | 2023
    Roper J; Ng M; Pettit C, 2023, 'Incorporating diminishing returns to opportunities in access: Development of an open-source walkability index based on multi-activity accessibility', Journal of Transport and Land Use, 16, pp. 361 - 387, http://dx.doi.org/10.5198/jtlu.2023.2308
    Journal articles | 2023
    Thackway W; Ng M; Lee CL; Pettit C, 2023, 'Building a predictive machine learning model of gentrification in Sydney', Cities, 134, pp. 104192, http://dx.doi.org/10.1016/j.cities.2023.104192
    Journal articles | 2023
    Thackway W; Ng M; Lee CL; Pettit C, 2023, 'Implementing a deep-learning model using Google street view to combine social and physical indicators of gentrification', Computers, Environment and Urban Systems, 102, pp. 101970, http://dx.doi.org/10.1016/j.compenvurbsys.2023.101970
    Journal articles | 2022
    Ng MKM; Roper J; Lee CL; Pettit C, 2022, 'The Reflection of Income Segregation and Accessibility Cleavages in Sydney’s House Prices', ISPRS International Journal of Geo-Information, 11, pp. 413, http://dx.doi.org/10.3390/ijgi11070413
    Journal articles | 2022
    Ng MKM; Shabrina Z; Buyuklieva B, 2022, 'Characterising Land Cover Change in Brunei Darussalam’s Capital District', Applied Spatial Analysis and Policy, 15, pp. 919 - 946, http://dx.doi.org/10.1007/s12061-021-09429-9
    Journal articles | 2022
    Pettit CJ; Leao SZ; Lock O; Ng M; Reades J; Zarpelon Leao S, 2022, 'Big Data: The Engine to Future Cities—A Reflective Case Study in Urban Transport', Sustainability (Switzerland), 14, pp. 1727, http://dx.doi.org/10.3390/su14031727
    Journal articles | 2022
    Thackway WT; Ng MKM; Lee CL; Shi V; Pettit CJ, 2022, 'Spatial Variability of the ‘Airbnb Effect’: A Spatially Explicit Analysis of Airbnb’s Impact on Housing Prices in Sydney', ISPRS International Journal of Geo-Information, 11, pp. 65, http://dx.doi.org/10.3390/ijgi11010065
    Journal articles | 2021
    Shabrina Z; Buyuklieva B; Ng MKM, 2021, 'Short-Term Rental Platform in the Urban Tourism Context: A Geographically Weighted Regression (GWR) and a Multiscale GWR (MGWR) Approaches', Geographical Analysis, 53, pp. 686 - 707, http://dx.doi.org/10.1111/gean.12259
  • Preprints | 2024
    Ng MKM; Shabrina Z; Sarkar S; Han H; Pettit C, 2024, From Urban Clusters to Megaregions: Mapping Australia's Evolving Urban Regions, http://dx.doi.org/10.48550/arxiv.2408.09054
    Reports | 2023
    Liu E; Ng M; Kerr S; Crommelin L; Debnath R; Lin Y; Pettit C, 2023, Regional NSW Housing Metrics - Consultation report
    Reports | 2023
    Liu E; Ng M; Lin Y; Debnath R, 2023, Regional NSW Housing Metrics - Final project report
    Reports | 2023
    Ng M; Buxton A; Martin C; Pawson H, 2023, Gender, Housing Insecurity and Homelessness in Australia: Data Insights, Australia, http://dx.doi.org/10.26190/unsworks/28682, https://www.ywca.org.au/gender-housing-insecurity-and-homelessness-in-australia-data-insights/
    Reports | 2023
    Ng M; Lin Y; Debnath R; Liu E; Pettit C, 2023, Regional NSW Housing Metrics - Draft metrics report
    Reports | 2023
    Pawson H; Clarke A; Moore J; van den Nouwelant R; Ng M, 2023, A blueprint to tackle Queensland's housing crisis, Queensland Council of Social Services, Brisbane, http://dx.doi.org/10.26190/unsworks/28539, https://www.qcoss.org.au/publication/report-a-blueprint-to-tackle-queenslands-housing-crisis/
    Reports | 2022
    Ng M; Crommelin L; Pettit C, 2022, Housing Delivery Targets and Benchmarks in New South Wales
    Patents | 2022
    Pettit C; Randolph B; Han H; Lee CL; Shi Y; Ng M; Soundararaj B; Lu Y; Gao Q; Jayasekare A, 2022, Digital models and tools for valuation of land and property, Patent No.
    Conference Papers | 2022
    Roper J; Hudson P; Petersen H; Pettit C; Russell T; Ng MKM, 2022, 'Colouring Australia: a participatory open data platform', in ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, ISPRS International Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Sydney, pp. 229 - 235, presented at 7th Smart Data Cities & 17th 3D GeoInfo, Sydney, 19 October 2022, http://dx.doi.org/10.5194/isprs-annals-X-4-W3-2022-229-2022
    Conference Papers | 2022
    Roper J; Ng M; Pettit C, 2022, 'Walking accessibility: a new method and comparison of two capital cities', Universities’ Transport Study Group, Edinburgh, presented at 54th Annual Universities’ Transport Study Group, Edinburgh, 04 July 2022, http://dx.doi.org/10.26190/unsworks/28341
    Reports | 2021
    Ng M; Salhab M, 2021, Data Driven Vulnerability Outlook on Beirut’s Neighborhoods, https://www.undp.org/lebanon/data-driven-vulnerability-outlook-beirut%E2%80%99s-neighborhoods-0
    Preprints | 2021
    Ng MKM; Pettit C, 2021, Digital Transformations in Planning: An Australian Context, http://dx.doi.org/10.31235/osf.io/5k4sz
    Preprints | 2021
    Ng MKM; Roper J; Pettit C; Lee CL, 2021, The Reflection of Income Segregation and Accessibility Cleavages in Sydney’s House Prices, http://dx.doi.org/10.31235/osf.io/2psk5
    Preprints | 2021
    Thackway W; Ng MKM; Lee CL; Pettit C, 2021, Building a predictive machine learning model of gentrification in Sydney, http://dx.doi.org/10.31235/osf.io/hkc96
    Preprints | 2021
    Thackway W; Ng MKM; Lee CL; Shi V; Pettit C, 2021, Spatial Variability of the ‘Airbnb Effect’: A Spatially Explicit Analysis of Airbnb's impact on Housing Prices in Sydney, http://dx.doi.org/10.31235/osf.io/cw2a9

My Research Supervision

Josephine Roper

William Thackway