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Dr Matthew Ng

Scientia Fellow (Level B)

Matthew holds a PhD in Spatial Data Science from the Bartlett Centre for Advanced Spatial Analysis at University College London, an MSc in International Planning from the Bartlett School of Planning (UCL), and a BSc (Hons) in Biology from the University of Manchester.

Arts, Design & Architecture (ADA)
City Futures Research Centre

Dr Matthew Ng is a Scientia Fellow and research data scientist at the City Futures Research Centre. His work focuses on applying spatial analytics, machine learning, and AI to understand patterns in housing, planning, transport, and property markets. He develops both advanced models and applied methods to help governments, industry, and communities respond to urban and economic challenges.

He was appointed as ÑÇÃÀÆåÅÆâ€™s first Industry Scientia Fellow in 2022, a role designed to support long-term, co-developed research with external partners. This is conducted through a formal partnership with PEXA, with his current work exploring how valuation and housing data systems can be improved through scalable, interpretable, and real-time modelling approaches.

Since joining ÑÇÃÀÆåÅÆ in 2020, Matthew has helped drive the CFRC's applied research agenda, working at the intersection of data science - from advising on housing supply strategy for the NSW Government to working with non-profits on issues like rental vulnerability and homelessness. He serves as the Asia-Pacific Lead for the Colouring Cities Research Programme, coordinated by the Alan Turing Institute, where he works with researchers and data custodians to make city data more open, reliable, and usable.

He welcomes research students interested in spatial modelling, housing systems, urban data infrastructure, and applied machine learning.

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,
    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,
  • 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, pp. 28,
    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, pp. 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,
    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,
    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,
    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,
    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,
    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,
    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,
    Journal articles | 2021
    Hertwig D; Ng M; Grimmond S; Vidale PL; McGuire PC, 2021, 'High-resolution global climate simulations: Representation of cities', INTERNATIONAL JOURNAL OF CLIMATOLOGY, 41, pp. 3266 - 3285,
    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,
  • Preprints | 2025
    Han H; Ng MKM; Crommelin L; Searle G; Lee B; Hoseini P, 2025, Understanding contemporary demographic and economic drivers of household mobility and their policy implications,
    Reports | 2025
    Hoon H; Ng M; Crommelin L; Searle G; Lee B; Hoseini P, 2025, Understanding contemporary demographic and economic drivers of household mobility and their policy implications, Australian Housing and Urban Research Institute Limited, 437, ,
    Preprints | 2024
    Ng MKM; Shabrina Z; Sarkar S; Han H; Pettit C, 2024, From Urban Clusters to Megaregions: Mapping Australia's Evolving Urban Regions,
    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, ,
    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, ,
    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,
    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,
    Reports | 2021
    Ng M; Salhab M, 2021, Data Driven Vulnerability Outlook on Beirut’s Neighborhoods,
    Preprints | 2021
    Ng MKM; Pettit C, 2021, Digital Transformations in Planning: An Australian Context,
    Preprints | 2021
    Ng MKM; Roper J; Pettit C; Lee CL, 2021, The Reflection of Income Segregation and Accessibility Cleavages in Sydney’s House Prices,
    Preprints | 2021
    Thackway W; Ng MKM; Lee CL; Pettit C, 2021, Building a predictive machine learning model of gentrification in Sydney,
    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,

My Research Supervision

Josephine Roper

William Thackway

Yiting Lin

Ross McIntyre

Mengyuan Zhang