IDEAS home Printed from https://ideas.repec.org/p/pra/mprapa/113237.html
   My bibliography  Save this paper

Differentiating artificial intelligence capability clusters in Australia

Author

Listed:
  • Bratanova, Alexandra
  • Pham, Hien
  • Mason, Claire
  • Hajkowicz, Stefan
  • Naughtin, Claire
  • Schleiger, Emma
  • Sanderson, Conrad
  • Chen, Caron
  • Karimi, Sarvnaz

Abstract

We demonstrate how cluster analysis underpinned by analysis of revealed technology advantage can be used to differentiate geographic regions with comparative advantage in artificial intelligence (AI). Our analysis uses novel datasets on Australian AI businesses, intellectual property patents and labour markets to explore location, concentration and intensity of AI activities across 333 geographical regions. We find that Australia's AI business and innovation activity is clustered in geographic locations with higher investment in research and development. Through cluster analysis we identify three tiers of AI capability regions that are developing across the economy: ‘AI hotspots’ (10 regions), ‘Emerging AI regions’ (85 regions) and ‘Nascent AI regions’ (238 regions). While the AI hotspots are mainly concentrated in central business district locations, there are examples when they also appear outside CBD in areas where there has been significant investment in innovation and technology hubs. Policy makers can use the results of this study to facilitate and monitor the growth of AI capability to boost economic recovery. Investors may find these results helpful to learn about the current landscape of AI business and innovation activities in Australia.

Suggested Citation

  • Bratanova, Alexandra & Pham, Hien & Mason, Claire & Hajkowicz, Stefan & Naughtin, Claire & Schleiger, Emma & Sanderson, Conrad & Chen, Caron & Karimi, Sarvnaz, 2022. "Differentiating artificial intelligence capability clusters in Australia," MPRA Paper 113237, University Library of Munich, Germany.
  • Handle: RePEc:pra:mprapa:113237
    as

    Download full text from publisher

    File URL: https://mpra.ub.uni-muenchen.de/113237/1/MPRA_paper_113237.pdf
    File Function: original version
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Robert Stimson & Roger Stough & Peter Nijkamp, 2011. "Endogenous Regional Development," Chapters, in: Robert Stimson & Roger R. Stough & Peter Nijkamp (ed.), Endogenous Regional Development, chapter 1, Edward Elgar Publishing.
    2. Andre Jungmittag, 2004. "Innovations, technological specialisation and economic growth in the EU," International Economics and Economic Policy, Springer, vol. 1(2), pages 247-273, January.
    3. Shahriar Akter & Katina Michael & Muhammad Rajib Uddin & Grace McCarthy & Mahfuzur Rahman, 2022. "Transforming business using digital innovations: the application of AI, blockchain, cloud and data analytics," Annals of Operations Research, Springer, vol. 308(1), pages 7-39, January.
    4. David Doloreux & Jose Gaviria de la Puerta & Iker Pastor-López & Igone Porto Gómez & Borja Sanz & Jon Mikel Zabala-Iturriagagoitia, 2019. "Territorial innovation models: to be or not to be, that’s the question," Scientometrics, Springer;Akadémiai Kiadó, vol. 120(3), pages 1163-1191, September.
    5. Hall, Bronwyn H. & Mairesse, Jacques, 1995. "Exploring the relationship between R&D and productivity in French manufacturing firms," Journal of Econometrics, Elsevier, vol. 65(1), pages 263-293, January.
    6. Bjørn Asheim & Ron Boschma & Philip Cooke, 2011. "Constructing Regional Advantage: Platform Policies Based on Related Variety and Differentiated Knowledge Bases," Regional Studies, Taylor & Francis Journals, vol. 45(7), pages 893-904.
    7. Carlo Gianelle & Fabrizio Guzzo & Krzysztof Mieszkowski, 2020. "Smart Specialisation: what gets lost in translation from concept to practice?," Regional Studies, Taylor & Francis Journals, vol. 54(10), pages 1377-1388, October.
    8. Agrawal, Ajay & Cockburn, Iain & Galasso, Alberto & Oettl, Alexander, 2014. "Why are some regions more innovative than others? The role of small firms in the presence of large labs," Journal of Urban Economics, Elsevier, vol. 81(C), pages 149-165.
    9. Robert Hassink & Huiwen Gong, 2019. "Six critical questions about smart specialization," European Planning Studies, Taylor & Francis Journals, vol. 27(10), pages 2049-2065, October.
    10. Asheim, Bjorn T & Isaksen, Arne, 2002. "Regional Innovation Systems: The Integration of Local 'Sticky' and Global 'Ubiquitous' Knowledge," The Journal of Technology Transfer, Springer, vol. 27(1), pages 77-86, January.
    11. Alberto Rinaldi, 2005. "The Emilian Model Revisited: Twenty Years After," Business History, Taylor & Francis Journals, vol. 47(2), pages 244-266.
    12. Dmitriev, Mikhail & Comin, Diego & Rossi-Hansberg, Esteban, 2012. "The Spatial Diffusion of Technology," CEPR Discussion Papers 9208, C.E.P.R. Discussion Papers.
    13. Berlemann Michael & Wesselhöft Jan-Erik, 2014. "Estimating Aggregate Capital Stocks Using the Perpetual Inventory Method: A Survey of Previous Implementations and New Empirical Evidence for 103 Countries," Review of Economics, De Gruyter, vol. 65(1), pages 1-34, April.
    14. Robert Stimson & Roger R. Stough & Peter Nijkamp (ed.), 2011. "Endogenous Regional Development," Books, Edward Elgar Publishing, number 14154.
    15. Swann, G. M. Peter & Prevezer, Martha & Stout, David (ed.), 1998. "The Dynamics of Industrial Clustering: International Comparisons in Computing and Biotechnology," OUP Catalogue, Oxford University Press, number 9780198289593.
    16. Brusco, Sebastiano, 1982. "The Emilian Model: Productive Decentralisation and Social Integration," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 6(2), pages 167-184, June.
    17. Stefano Baruffaldi & Brigitte van Beuzekom & Hélène Dernis & Dietmar Harhoff & Nandan Rao & David Rosenfeld & Mariagrazia Squicciarini, 2020. "Identifying and measuring developments in artificial intelligence: Making the impossible possible," OECD Science, Technology and Industry Working Papers 2020/05, OECD Publishing.
    18. Paul Henman, 2020. "Improving public services using artificial intelligence: possibilities, pitfalls, governance," Asia Pacific Journal of Public Administration, Taylor & Francis Journals, vol. 42(4), pages 209-221, October.
    19. Sandro Montresor & Francesco Quatraro, 2017. "Regional Branching and Key Enabling Technologies: Evidence from European Patent Data," Economic Geography, Taylor & Francis Journals, vol. 93(4), pages 367-396, August.
    20. Frank Moulaert & Farid Sekia, 2003. "Territorial Innovation Models: A Critical Survey," Regional Studies, Taylor & Francis Journals, vol. 37(3), pages 289-302.
    21. Roger R. Stough & Robert J. Stimson & Peter Nijkamp, 2011. "An Endogenous Perspective on Regional Development and Growth," Advances in Spatial Science, in: Karima Kourtit & Peter Nijkamp & Roger R. Stough (ed.), Drivers of Innovation, Entrepreneurship and Regional Dynamics, pages 3-20, Springer.
    22. Todtling, Franz & Trippl, Michaela, 2005. "One size fits all?: Towards a differentiated regional innovation policy approach," Research Policy, Elsevier, vol. 34(8), pages 1203-1219, October.
    23. Agrawal, Ajay & Cockburn, Iain, 2003. "The anchor tenant hypothesis: exploring the role of large, local, R&D-intensive firms in regional innovation systems," International Journal of Industrial Organization, Elsevier, vol. 21(9), pages 1227-1253, November.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Bratanova, Alexandra & Pham, Hien & Mason, Claire & Hajkowicz, Stefan & Naughtin, Claire & Schleiger, Emma & Sanderson, Conrad & Chen, Caron & Karimi, Sarvnaz, 2022. "Differentiating artificial intelligence activity clusters in Australia," Technology in Society, Elsevier, vol. 71(C).
    2. Björn T. Asheim & Markus Grillitsch & Michaela Trippl, 2016. "Regional innovation systems: past – present – future," Chapters, in: Richard Shearmu & Christophe Carrincazeaux & David Doloreux (ed.), Handbook on the Geographies of Innovation, chapter 2, pages 45-62, Edward Elgar Publishing.
    3. Charlie Karlsson & Börje Johansson & Kiyoshi Kobayashi & Roger R. Stough, 2014. "Knowledge, innovation and space: introduction," Chapters, in: Charlie Karlsson & Börje Johansson & Kiyoshi Kobayashi & Roger R. Stough (ed.), Knowledge, Innovation and Space, chapter 1, pages 1-26, Edward Elgar Publishing.
    4. Karlsson, Charlie & Johansson, Börje & Kobayashi, Kiyoshi & Stough, Roger R., 2014. "Knowledge, innovation and space," Working Paper Series in Economics and Institutions of Innovation 367, Royal Institute of Technology, CESIS - Centre of Excellence for Science and Innovation Studies.
    5. Michaela Trippl & Markus Grillitsch & Arne Isaksen & Tanja Sinozic, 2015. "Perspectives on Cluster Evolution: Critical Review and Future Research Issues," European Planning Studies, Taylor & Francis Journals, vol. 23(10), pages 2028-2044, October.
    6. Clara Turner & Marco R Di Tommaso & Chiara Pollio & Karen Chapple, 2020. "Who will win the electric vehicle race? The role of place-based assets and policy," Local Economy, London South Bank University, vol. 35(4), pages 337-362, June.
    7. Antonioli,Davide & Marzucchi,Alberto & Montresor,Sandro, 2012. "Regional innovation policy and innovative behaviours. A propensity score matching evaluation," INGENIO (CSIC-UPV) Working Paper Series 201205, INGENIO (CSIC-UPV).
    8. Patrycjusz Zarębski & Dominik Katarzyński, 2023. "A Theoretical Framework for a Local Energy Innovation System Based on the Renewable Energy Case of Poland," Energies, MDPI, vol. 16(9), pages 1-24, April.
    9. Pedro Marques & Kevin Morgan, 2021. "Innovation without Regional Development? The Complex Interplay of Innovation, Institutions, and Development," Economic Geography, Taylor & Francis Journals, vol. 97(5), pages 475-496, October.
    10. Peter Maskell & Leïla Kebir, 2005. "What qualifies as a cluster theory?," DRUID Working Papers 05-09, DRUID, Copenhagen Business School, Department of Industrial Economics and Strategy/Aalborg University, Department of Business Studies.
    11. Michaela Trippl & Elena Zukauskaite & Adrian Healy, 2018. "Shaping Smart Specialisation: The Role of Place-Specific Factors in Advanced, Intermediate and Less-Developed European Regions," PEGIS geo-disc-2018_01, Institute for Economic Geography and GIScience, Department of Socioeconomics, Vienna University of Economics and Business.
    12. Charlie Karlsson & Gunther Maier & Michaela Trippl & Iulia Siedschlag & Gavin Murphy, 2010. "ICT and Regional Economic Dynamics: A Literature Review," JRC Research Reports JRC59920, Joint Research Centre.
    13. Franz Tödtling & Markus Grillitsch, 2015. "Does Combinatorial Knowledge Lead to a Better Innovation Performance of Firms?," European Planning Studies, Taylor & Francis Journals, vol. 23(9), pages 1741-1758, September.
    14. Roman Martin & Jan Ole Rypestøl, 2018. "Linking content and technology: on the geography of innovation networks in the Bergen media cluster," Industry and Innovation, Taylor & Francis Journals, vol. 25(10), pages 966-989, November.
    15. Asheim, Bjørn & M. Bugge, Markus & Coenen, Lars & Herstad, Sverre, 2013. "What Does Evolutionary Economic Geography Bring To The Policy Table? Reconceptualising regional innovation systems," Papers in Innovation Studies 2013/5, Lund University, CIRCLE - Centre for Innovation Research.
    16. Hans Karl Wytrzens (ed.) & Joseph Edward B. Alegado & Veronika Brecklová & Marcin Chciałowski & Veronika Eretová & Ian Merrell & Petra Šeráková, 2016. "Key Challenges in Rural Development: Bringing economics, management and social sciences into practice - ELLS Summer School Proceedings," Working Papers 672016, University of Natural Resources and Life Sciences, Vienna, Department of Economics and Social Sciences, Institute for Sustainable Economic Development.
    17. Martin, Roman & Wiig Aslesen, Heidi & Grillitsch, Markus & Herstad, Sverre, 2017. "Regional Innovation Systems and Global Flows of Knowledge," Papers in Innovation Studies 2017/7, Lund University, CIRCLE - Centre for Innovation Research.
    18. repec:zbw:inwedp:672016 is not listed on IDEAS
    19. ., 2011. "Introduction to the Handbook of Regional Innovation and Growth," Chapters, in: Philip Cooke & Bjørn Asheim & Ron Boschma & Ron Martin & Dafna Schwartz & Franz Tödtling (ed.), Handbook of Regional Innovation and Growth, chapter 1, Edward Elgar Publishing.
    20. Mari Aranguren & Miren Larrea, 2011. "Regional Innovation Policy Processes: Linking Learning to Action," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 2(4), pages 569-585, December.
    21. James Wilson & Emily Wise & Madeline Smith, 2022. "Evidencing the benefits of cluster policies: towards a generalised framework of effects," Policy Sciences, Springer;Society of Policy Sciences, vol. 55(2), pages 369-391, June.

    More about this item

    Keywords

    Artificial intelligence; cluster; revealed technology advantage; regional innovation; Australia;
    All these keywords.

    JEL classification:

    • O31 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Innovation and Invention: Processes and Incentives
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes
    • O38 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Government Policy
    • R12 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Size and Spatial Distributions of Regional Economic Activity; Interregional Trade (economic geography)

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:pra:mprapa:113237. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Joachim Winter (email available below). General contact details of provider: https://edirc.repec.org/data/vfmunde.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.