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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
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    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.
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    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)

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