PreprintCited by 7Smart Cities and TechnologiesRegional Economics and Spatial AnalysisCultural Industries and Urban Development

Using Smart People to Build Smarter: How Smart Cities Attract and Retain Highly Skilled Workers to Drive Innovation (Belgium, Denmark, the Netherlands, Poland)

Open access
Fabregue, Brian, Portal, Léo, Cockshaw, Christopher·2023·SSRN Electronic Journal

Abstract

Smart cities have been heralded as new powerhouses of economic growth and their capacity to fill this promise strongly depends on how attractive they are to highly skilled people. In fact, talented professionals can be regarded as their precondition and the fuel of innovation. In this article, we try to articulate how outstanding smart cities have managed to consolidate and retain a highly skilled graduate workforce. To this end, we analyse recent institutional developments in the cities with smart ambitions that achieve the highest smartness scores and compare them to parallel developments in those that obtain the lowest scores or no score across four countries: Belgium, Denmark, the Netherlands and Poland. Taking from theories of economics of agglomeration and urban economics, and following a careful review of the relevant literature, we first highlight reasons that draw highly skilled workers to a smart city before identifying the cities which have proven most able to capitalise on them. In line with existing theories, this article finds that cities which enjoy greater administrative autonomy tend to successfully use this leeway to implement pro-growth policies and amplify them via a regulatory setting that itself encourages business development. Hence, our conclusion provides recommendations towards a pathway of reforms for smart cities willing to authorise more comprehensive policies in order to boost their attractiveness as locations of employment and reach their stated objectives.

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Integrity signals

Registry

Crossref · 10.2139/ssrn.4379077

Cites

Statistics

Claims the paper makes

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

  • Belgium prioritized 15 climate action initiatives based on insights gained from AI-driven analysis of public sentiment and concerns.

    “Consequently, Belgium prioritized 15 climate action initiatives based on the insights gained from the AI-driven analysis of public sentiment and concerns.”

    From Opportunities, challenges, and benefits of AI innovation in government services: a review (2024) · cites this paper as [29]

    Section 4.1 Belgium (p. 8) uses 15 as a sample size in an analysis of educational attainment, not as a count of climate initiatives. Searches for climate action initiatives and AI-driven analysis of public sentiment found no passage in our copy addressing the claim. (LLM, conf=0.75)

    Experimental — accuracy not yet measured
  • Belgian authorities used an AI crowdsourcing tool during the 2019 climate change rallies.

    “An illustrative example is the Belgian authorities' use of an AI crowdsourcing tool during the 2019 climate change rallies.”

    From Opportunities, challenges, and benefits of AI innovation in government services: a review (2024) · cites this paper as [29]

    Section 4.1 Belgium (pp. 7–8) discusses smart cities and graduates, not Belgian authorities’ use of an AI tool. Searches for the 2019 climate rallies, crowdsourcing, and artificial intelligence found no passage in our copy addressing the claimed event. (LLM, conf=0.75)

    Experimental — accuracy not yet measured
  • The Belgian AI crowdsourcing tool facilitated a better understanding of protesters' demands through public input.

    “Developed by the Belgian tech company Citizen Lab, this tool facilitated a better understanding of protesters' demands through public input [29].”

    From Opportunities, challenges, and benefits of AI innovation in government services: a review (2024) · cites this paper as [29]

    The Belgium section (pp. 7–8) analyzes educational attainment in smart cities, not an AI crowdsourcing tool. Searches for Citizen Lab, protesters’ demands, and public input found no passage in our copy addressing the cited claim. (LLM, conf=0.76)

    Experimental — accuracy not yet measured

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

The self-check needs the paper’s full text.

Cites

Still being checked.

Research works printed but not linked: 62

  1. [2][2] Puga, D. (2010), The magnitude and causes of agglomeration economies , Journal of Regional Science 50: 203-220. -
  2. [3][3] Alesina, A., La Ferrara, E. (2005), Ethnic diversity and economic performance , The Journal of Economic Literature 43: 762-800. -
  3. [4][4] Storper, M., Scott, A.J. (2009), Rethinking human capital, creativity and human growth , Journal of Economic Geography 9: 147-167. -
  4. [5][5] Klett, F., Wang, M. (2013 ), The War for Talent: Technologies and solutions toward competency and skills development and talent identification , Knowledge Management & E-Learning: An International Journal Vol. 5, 1. -
  5. [6][6] Bacolod, M., Blum, B.S., Strange, W.C. (2009), Urban interactions: Soft skills versus specialization , Journal of Economic Geography 9: 227-262. -
  6. [7][7] Arthur, J.B. (1994 ), Effects of Human Resources Systems on Manufacturing Performance and Turnover , Academy of Management Journal 37: 670-687. -
  7. [10][10] Hall, D.T. (2004), The protean career: A quarter-century journey , Journal of Vocational Behavior, 65: 1-13. -
  8. [11][11] Arthur, J.B. (1994 ), Effects of Human Resources Systems on Manufacturing Performance and Turnover , Academy of Management Journal 37: 670-687. -
  9. [14][14] Spurk, D., Hirschi, A., Dries, N. (2018), Antecedents and Outcomes of Objective Versus Subjective Career Success: Competing Perspectives and Future Directions , Journal of Management, 45. -
  10. [16][16] Edwards, J.R. (2008), 4 Person-Enviroment Fit in Organizations: An Assessment of Theoretical Progress , Academy of Management Annals, 2. -
  11. [17][17] Florida, R., Mellander, C. (2017), Rise of Startup City: The Changing Geography of the Venture Capital Financed Innovation , California Management Review 59. -
  12. [18][18] De Vos, A., Van der Hijden, B.I.J.M., Akkermans, J. (2020), Sustainable careers: Towards a conceptual model , Journal of Vocational Behavior 117. -
  13. [21][21] Van der Heijden, B.I.J.M., De Vos, A. (2015), Sustainable careers: introductory chapter , Handbook of Research on Sustainable Careers, Chapter 1: 1-19. -
  14. [23][23] De Vos, A., Van der Hijden, B.I.J.M., Akkermans, J. (2020), Sustainable careers: Towards a conceptual model , Journal of Vocational Behavior 117. -
  15. [24][24] De Vos, A., Van der Hijden, B.I.J.M., Akkermans, J. (2020), Sustainable careers: Towards a conceptual model , Journal of Vocational Behavior 117. -
  16. [27][27] Muchinsky, P.M., Monahan, C. (1987), What is person-enviorment conguence? Supplementary versus complementary models of fit , Journal of Vocational Behaviour 31: 268-277. -
  17. [28][28] Muchinsky, P.M., Monahan, C. (1987), What is person-enviorment conguence? Supplementary versus complementary models of fit , Journal of Vocational Behaviour 31: 268-277. -
  18. [29][29] Edwards, J.R. (2008), 4 Person-Enviroment Fit in Organizations: An Assessment of Theoretical Progress , Academy of Management Annals, 2. -
  19. [31][31] Monzon, A. (2015), Smart cities concept and challenges: Bases for the assessment of smart city projects , International Conference on Smart Cities and Green ICT Systems: 1-11. -
  20. [35][35] Meijer, A.J., Rodriguez Bolivar, M.P. (2016), The governance of smart cities. Analysis of the literature on urban governance , International Journal of Administrative Sciences 82: 417-435. -
  21. [36][36] Silva, B.N., Khan, M., Han, K. (2018), Towards sustainable smart cities: A review of trends, architectures, components, and open challenges in smart cities , Sustainable Cities and Society 38: 697713. -
  22. [38][38] Glaeser, E.L., Resseger, M.G. (2010), The complementarity between cities and skills , Journal of Regional Science 50: 221-244. -
  23. [39][39] Meijer, A.J., Rodriguez Bolivar, M.P. (2016), The governance of smart cities. Analysis of the literature on urban governance , International Journal of Administrative Sciences 82: 417-435. -
  24. [41][41] Silva, B.N, Khan, M., Han, K. (2018), Towards sustainable smart cities: A review of trends, architectures, components, and open challenges in smart cities , Sustainable Cities and Society 38: 697-713. -
  25. [44][44] Wojan, T.R., Lamberd, D.M., McGranahan, D.A. (2007), Emoting with their feet: Bohemian attraction to creative milieu , Journal of Economic Geography 7: 711-736. -
  26. [46][46] Florida, R. (2004), Cities and the creative class , Routledge Handbook. -
  27. [47][47] Ottaviano, G.I.P., Peri, G. (2006), T he economic value of cultural diversity: Evidence from US cities , Journal of Economic Geography 6: 9-44. -
  28. [49][49] Clark, T.N., Lloyd, R., Wong, K.K., Jain, P. (2002), Amenities Drive Urban Growth , Journal of Urban Affairs 24: 493-515. -
  29. [50][50] Florida, R., Mellander, C., Stolarick, K. (2008 ), Inside the black box of regional development: Human capital, the creative class and tolerance , Journal of Economic Geography 8: 615-649. -
  30. [51][51] Glaeser, E.L., Resseger, M.G. (2010), The complementarity between cities and skills , Journal of Regional Science 50: 221-244. -
  31. [52][52] Costa, D.L., Kahn, M.E. (2000), Power couples: Changes in the locational choice of the college educated: 1940-1990 , Quarterly Journal of Economics 82: 1287-1315. -
  32. [60][60] Ali, K., Partridge, M.D., Rickman, D.S. (2012), International immigration and domestic outmigrants:Are domestic migrants moving to new jobs or away from immigrants? , Annals of Regional Science 49: 397-415. -
  33. [63][63] Silva, B.N, Khan, M., Han, K. (2018), Towards sustainable smart cities: A review of trends, architectures, components, and open challenges in smart cities , Sustainable Cities and Society 38: 697-713. -
  34. [67][67] Alesina, A., La Ferrara, E. (2000), Participation in heterogeneous communities , Quarterly Journal of Economics 115: 847-904. -
  35. [73][73] Brewin, D., Monchuk, D.C., Partridge, M.D. (2009 ) , Are all innovations created equally? Examining the adoption of product and process innovations in the Canadian food processing industry , Canadian Journal of Agricultural Economics 57: 75-98. -
  36. [76][76] Glaeser, E.L., Scheinkman, J.A., Shleifer, A. (1995), Economic Growth in a Cross-Section of Cities , Journal of Monetary Economics, 36: 117-43. -
  37. [77][77] Glaeser, E.L., Shapiro, J.M. (2003), Urban growth in the 1990s: Is city living back?, Journal of Regional Science, 43: 139-165. -
  38. [78][78] Simon, C.J. (1998), Human capital and metropolitan employment growth , Journal of Urban Economics 43: 223-243. -
  39. [81][81] Barro, R.J. (1991), Economic growth in a cross section of countries , Quarterly Journal of Economics 106: 407-443. -
  40. [88][88] Winters, J.V. (2011), Why are smart cities growing? Who moves and who stays , Journal of Regional Science 51: 253-270. -
  41. [90][90] Glaeser, E.L., Shapiro, J.M. (2003), Urban growth in the 1990s: Is city living back?, Journal of Regional Science, 43: 139-165. -
  42. [94][94] Gottlieb, P., Joseph, G. (2006), College-to-work migration of technology graduates and holders of doctorates within the United States , Journal of Regional Science 46: 627-649. -
  43. [96][96] Winters, J.V. (2011), Why are smart cities growing? Who moves and who stays , Journal of Regional Science 51: 253-270. -
  44. [100][100] Borjas, G.J., Bronars, S., Trejo, S.J. (1992), Self-selection and internal migration in the United States , Journal of Urban Economics 32: 159-185. -
  45. [104][104] Faggian, A., McCann, P., Sheppard, S. (2007), Some evidence that women are more mobile than men: Gender differences in UK graduate migration behavior , Journal of Regional Science 47: 517-539. -
  46. [108][108] Gottlieb, P., Joseph, G. (2006), College-to-work migration of technology graduates and holders of doctorates within the United States , Journal of Regional Science 46: 627-649. -
  47. [109][109] Bound, J., Holzer, H.J. (2000), Demand shifts, population adjustments, and labour market outcomes during the 1980s , Journal of Labour Economics 18: 20-54. -
  48. [111][111] Winters, J.V. (2011), Why are smart cities growing? Who moves and who stays , Journal of Regional Science 51: 253-270. -
  49. [112][112] Moretti, E. (2004), Workers' education, spillovers, and productivity: Evidence from plant-level production functions , American Economic Review 94: 656-690. -
  50. [113][113] Adamson, D., Clark, D., Partridge, D. (2004), Do urban agglomeration economies and amenities have a skill bias? , Journal of Regional Science 44: 201-224. -
  51. [116][116] Winters, J.V. (2011), Why are smart cities growing? Who moves and who stays , Journal of Regional Science 51: 253-270. -
  52. [118][118] Glaeser, E.L., Mare, D.C. (2001), Cities and skills , Journal of Labour Economics 19: 316-342. -
  53. [119][119] Adamson, D., Clark, D., Partridge, D. (2004), Do urban agglomeration economies and amenities have a skill bias? , Journal of Regional Science 44: 201-224. -
  54. [121][121] Florida, R., Mellander. C., Stolarick, K. (2008), Inside the black box of regional development: Human capital, the creative class and tolerance , Journal of Economic Geography 8: 615-649. -
  55. [123][123] Pasmore, W., Winby, S., Mohrman, S.A., Vanasse, R. (2019), Reflections: Sociotechnical Systems Design and Organization Change , Journal of Change Management 19: 67-85. -
  56. [127][127] Carvalho, L. (2014), Smart cities from a scratch? A socio-technical perspective , Cambridge Journal of Regions, Economy and Society 8: 43-60. -
  57. [128][128] Meijer, A.J., Rodriguez Bolivar, M.P. (2016), The governance of smart cities. Analysis of the literature on urban governance , International Journal of Administrative Sciences 82: 417-435. -
  58. [129][129] Silva, B.N, Khan, M., Han, K. (2018), Towards sustainable smart cities: A review of trends, architectures, components, and open challenges in smart cities , Sustainable Cities and Society 38: 697-713. -
  59. [131][131] Provan, K.G., Kenis, P.N. (2008), Modes of network governance: Structure, management, and effectiveness , Journal of Public Administration Research and Theory 18: 229-252. -
  60. [133][133] Provan, K.G., Kenis, P.N. (2008), Modes of network governance: Structure, management, and effectiveness , Journal of Public Administration Research and Theory 18: 229-252. -
  61. [135][135] Erlinghagen, M. (2008), Self-Perceived Job Insecurity and Social Context: A Multi-Level Analysis of 17 European Countries , Europan Sociological Review 24: 183-197. -
  62. [136][136] Esser, I., Olsen, K.M. (2011), Perceived Job Quality: Autonomoy and Job Security within a Multi-Level Framework , European Sociological Review 28: 443-454. -

Cited by

Sorted by citations

Authors
Fabregue, B., Portal, L., & Cockshaw, C.
Affiliations
  • University of Zurich (CH)
  • European University Institute (IT)
Corresponding author
Fabregue, Brian
Venue
SSRN Electronic Journal
Publisher
Elsevier BV
Published
2023
ISSN
1556-5068 (ISSN-L)
OpenAlex
W6964122963
Cited by
6
References
0
Citations by year
2025: 2 · 2024: 1 · 2023: 3
Type
posted content
Language
en
Open access
Locations
  • SSRN Electronic Journal (acceptedVersion)
  • Smart Cities and Regional Development (SCRD) Journal (publishedVersion, cc-by-nc-nd)
  • RePEc: Research Papers in Economics (submittedVersion)
  • DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
Topics
  • Physical Sciences › Engineering › Media Technology › Smart Cities and Technologies
  • Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › Regional Economics and Spatial Analysis
  • Social Sciences › Urban Studies › Cultural Industries and Urban Development
Keywords
smart cities, high-skilled workers, talent attraction, talent retention, graduate workforce, innovation, agglomeration economies, urban economics, administrative autonomy, pro-growth policy, business development, smart city rankings

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review