Where do knowledge workers locate in Germany? A case study using employment relocation data in the German knowledge economy from 2012 to 2021

Authors

DOI:

https://doi.org/10.14512/rur.3084

Keywords:

Location pattern, employment relocation, employment growth, origin-destination analysis, knowledge economy, Germany

Abstract

In Germany, employment is becoming increasingly concentrated in urban areas, largely driven by knowledge-intensive firms competing to attract the most qualified and appropriate labour. Therefore, this paper addresses where knowledge workers relocate to and how relocation patterns vary across spatial distances. Using an innovative origin-destination analysis, we examine job-related employment relocations across 186 functional urban areas in Germany from 2012 to 2021, using official employment data for 480 multi-locational firms, classified into one of three knowledge bases: analytical, synthetic and symbolic. This classification helps explain how firms create and use knowledge in their innovation process and allows us to differentiate workers’ relocation patterns. Our findings reveal a nuanced, multi-scalar perspective on the German knowledge economy. Between 2012 and 2021, knowledge-intensive employment has primarily relocated towards the largest functional urban areas, such as Munich or Frankfurt. However, relocation patterns diverge by knowledge base, and we can reveal the underlying dynamics driving this concentration. Workers in synthetic knowledge bases predominantly relocate on a large scale to and between these largest functional areas and between more decentralised functional areas, suggesting that spatial proximity plays a subordinate role in job-related relocations. In contrast, workers in analytical and symbolic knowledge bases exhibit less frequent relocations to other functional urban areas, instead relocating on a regional scale, mostly between neighbouring or spatially closer functional urban areas.

Downloads

Download data is not yet available.

References

Alcacer, J.; Zhao, M. (2010): Local R&D Strategies and Multi-Location Firms: The Role of Internal Linkages. Boston. = Harvard Business School Strategy Unit Working Paper 10-064. https://doi.org/10.2139/ssrn.1550099

Andersson, M.; Karlsson, C. (2004): The Role of Accessibility for the Performance of Regional Innovation Systems. In: Karlsson, C.; Flensburg, P.; Hörte, S.Å. (eds.): Knowledge Spillovers and Knowledge Management. Cheltenham, 283–310. https://doi.org/10.4337/9781781958605.00018

Arant, W.; Fornahl, D.; Grashof, N.; Hesse, K.; Söllner, C. (2019): University-Industry Collaborations – The Key to Radical Innovations? In: Review of Regional Research 39, 2, 119–141. https://doi.org/10.1007/s10037-019-00133-3

Asheim, B.; Boschma, R.; Cooke, P. (2011): Constructing Regional Advantage: Platform Policies Based on Related Variety and Differentiated Knowledge Bases. In: Regional Studies 45, 7, 893–904. https://doi.org/10.1080/00343404.2010.543126

Asheim, B.; Gertler, M.S. (2005): The Geography of Innovation: Regional Innovation Systems. In: Fagerberg, J.; Mowery, D.C.; Nelson, R.R. (eds.): The Oxford Handbook of Innovation. Oxford, 291–317.

Asheim, B.; Hansen, H.K. (2009): Knowledge Bases, Talents, and Contexts: On the Usefulness of the Creative Class Approach in Sweden. In: Economic Geography 85, 4, 425–442. https://doi.org/10.1111/j.1944-8287.2009.01051.x

Balland, P.-A.; Boschma, R. (2021): Complementary Interregional Linkages and Smart Specialisation: An Empirical Study on European Regions. In: Regional Studies 55, 6, 1059–1070. https://doi.org/10.1080/00343404.2020.1861240

Balland, P.-A.; Jara-Figueroa, C.; Petralia, S.G.; Steijn, M.P.A.; Rigby, D.L.; Hidalgo, C.A. (2020): Complex Economic Activities Concentrate in Large Cities. In: Nature Human Behaviour 4, 3, 248–254. https://doi.org/10.1038/s41562-019-0803-3

Balland, P.-A.; Rigby, D. (2017): The Geography of Complex Knowledge. In: Economic Geography 93, 1, 1–23. https://doi.org/10.1080/00130095.2016.1205947

Barlet, M.; Briant, A.; Crusson, L. (2013): Location Patterns of Service Industries in France: A Distance-Based Approach. In: Regional Science and Urban Economics 43, 2, 338–351. https://doi.org/10.1016/j.regsciurbeco.2012.08.004

Bassens, D.; Hendrikse, R.; Lai, K.P.Y.; van Meeteren, M. (2024): World Cities under Conditions of Digitization and Platform Capitalism: Updating the Advanced Producer Services Complex. In: Geoforum 152, 104021. https://doi.org/10.1016/j.geoforum.2024.104021

Bathelt, H.; Glückler, J. (2011): The Relational Economy: Geographies of Knowing and Learning. Oxford.

Bathelt, H.; Malmberg, A.; Maskell, P. (2004): Clusters and Knowledge: Local Buzz, Global Pipelines and the Process of Knowledge Creation. In: Progress in Human Geography 28, 1, 31–56. https://doi.org/10.1191/0309132504ph469oa

Berry, C.R.; Glaeser, E.L. (2005): The Divergence of Human Capital Levels across Cities. In: Papers in Regional Science 84, 3, 407–444. https://doi.org/10.1111/j.1435-5957.2005.00047.x

Boschma, R. (2005): Proximity and Innovation: A Critical Assessment. In: Regional Studies 39, 1, 61–74. https://doi.org/10.1080/0034340052000320887

Boschma, R.A.; Fritsch, M. (2009): Creative Class and Regional Growth: Empirical Evidence from Seven European Countries. In: Economic Geography 85, 4, 391–423. https://doi.org/10.1111/j.1944-8287.2009.01048.x

Broekel, T.; Balland, P.-A.; Burger, M.; van Oort, F. (2014): Modeling Knowledge Networks in Economic Geography: A Discussion of Four Methods. In: The Annals of Regional Science 53, 2, 423–452. https://doi.org/10.1007/s00168-014-0616-2

Brunow, S.; Hammer, A.; McCann, P. (2020): The Impact of KIBS’ Location on Their Innovation Behaviour. In: Regional Studies 54, 9, 1289–1303. https://doi.org/10.1080/00343404.2019.1684463

Carlino, G.A.; Saiz, A. (2019): Beautiful City: Leisure Amenities and Urban Growth. In: Journal of Regional Science 59, 3, 369–408. https://doi.org/10.1111/jors.12438

Cooke, P.; De Laurentis, C.; Tödtling, F.; Trippl, M. (2007): Regional Knowledge Economies. Cheltenham.

de Bok, M.; van Oort, F. (2011): Agglomeration Economies, Accessibility and the Spatial Choice Behavior of Relocating Firms. In: Journal of Transport and Land Use 4, 1, 5–24. https://doi.org/10.5198/jtlu.v4i1.144

Deng, L.; Li, H.; Shi, W. (2022): Willingness for Different Job Mobility Types and Wage Expectations: An Empirical Analysis Based on the Online Resumes. In: Papers in Regional Science 101, 1, 135–162. https://doi.org/10.1111/pirs.12636

Diodato, D.; Neffke, F.; O’Clery, N. (2018): Why Do Industries Coagglomerate? How Marshallian Externalities Differ by Industry and Have Evolved over Time. In: Journal of Urban Economics 106, 1–26. https://doi.org/10.1016/j.jue.2018.05.002

Dorfman, J.H.; Partridge, M.D.; Galloway, H. (2011): Do Natural Amenities Attract High-Tech Jobs? Evidence From a Smoothed Bayesian Spatial Model. In: Spatial Economic Analysis 6, 4, 397–422. https://doi.org/10.1080/17421772.2011.610811

Duvivier, C.; Cazou, E.; Truchet-Aznar, S.; Brunelle, C.; Dubé, J. (2021): When, Where, and for What Industries Does Broadband Foster Establishment Births? In: Papers in Regional Science 100, 6, 1377–1402. https://doi.org/10.1111/pirs.12626

ESPON (2004): ESPON Project 1.1.1. Potentials for polycentric development in Europe. Project Report. Urban Areas as Nodes in a Polycentric Development. https://archive.espon.eu/programme/projects/espon-2006/thematic-projects/urban-areas-nodes-polycentric-development (07.05.2025).

Fallick, B.; Fleischman, C.A.; Rebitzer, J.B. (2006): Job-Hopping in Silicon Valley: Some Evidence Concerning the Microfoundations of a High-Technology Cluster. In: The Review of Economics and Statistics 88, 3, 472–481. https://doi.org/10.1162/rest.88.3.472

Gehrke, B.; Frietsch, R.; Neuhäusler, P.; Rammer, C. (2013): Neuabgrenzung Forschungsintensiver Industrien und Güter. NIW/ISI/ZEW-Listen 2012. Hannover. = Studien zum deutschen Innovationssystem 8‑2013.

Gertler, M.S. (2003): Tacit Knowledge and the Economic Geography of Context, or The Undefinable Tacitness of Being (There). In: Journal of Economic Geography 3, 1, 75–99. https://doi.org/10.1093/jeg/3.1.75

Ghosh, S.; Grassi, E. (2020): Overeducation and Overskilling in the Early Careers of PhD Graduates: Does International Migration Reduce Labour Market Mismatch? In: Papers in Regional Science 99, 4, 915–945. https://doi.org/10.1111/pirs.12509

Growe, A. (2012): Emerging Polycentric City-Regions in Germany. Regionalisation of Economic Activities in Metropolitan Regions. In: Erdkunde 66, 4, 295–311. https://doi.org/10.3112/erdkunde.2012.04.02

Gu, Z.; Gu, L.; Eils, R.; Schlesner, M.; Brors, B. (2014): Circlize Implements and Enhances Circular Visualization in R. In: Bioinformatics 30, 19, 2811–2812. https://doi.org/10.1093/bioinformatics/btu393

Harrigan, J.; Reshef, A.; Toubal, F. (2021): The March of the Techies: Job Polarization Within and Between Firms. In: Research Policy 50, 7, 104008. https://doi.org/10.1016/j.respol.2020.104008

Harris, R.; Moffat, J.; Evenhuis, E.; Martin, R.; Pike, A.; Sunley, P. (2019): Does Spatial Proximity Raise Firm Productivity? Evidence from British Manufacturing. In: Cambridge Journal of Regions, Economy and Society 12, 3, 467–487. https://doi.org/10.1093/cjres/rsz017

Heider, B.; Siedentop, S. (2020): Employment Suburbanization in the 21st Century: A Comparison of German and US City Regions. In: Cities 104, 102802. https://doi.org/10.1016/j.cities.2020.102802

Heidinger, M.; Fuchs, M.; Thierstein, A. (2024): The contribution of knowledge-intensive firms to employment growth: A Granger causality approach for German regions. In: Regional Studies, Regional Science 11, 1, 103–121. https://doi.org/10.1080/21681376.2024.2312186

Heidinger, M.; Wenner, F.; Sager, S.; Sussmann, P.; Thierstein, A. (2023): Where do knowledge-intensive firms locate in Germany? An explanatory framework using exponential random graph modeling. In: Review of Regional Research 43, 1, 101–124. https://doi.org/10.1007/s10037-023-00183-8

Hidalgo, C.A.; Klinger, B.; Barabasi, A.-L.; Hausmann, R. (2007): The Product Space Conditions the Development of Nations. In: Science 317, 5837, 482–487. https:/doi.org/10.1126/science.1144581

Holten, D.; van Wijk, J.J. (2009): Force-Directed Edge Bundling for Graph Visualization. In: Computer Graphics Forum 28, 3, 983–990. https://doi.org/10.1111/j.1467-8659.2009.01450.x

Hurter, C.; Ersoy, O.; Telea, A. (2012): Graph Bundling by Kernel Density Estimation. In: Computer Graphics Forum 31, 3pt1, 865–874. https://doi.org/10.1111/j.1467-8659.2012.03079.x

Kloosterman, R.C.; Lambregts, B. (2001): Clustering of Economic Activities in Polycentric Urban Regions: The Case of the Randstad. In: Urban Studies 38, 4, 717–732. https://doi.org/10.1080/00420980120035303

Krabel, S.; Flöther, C. (2014): Here Today, Gone Tomorrow? Regional Labour Mobility of German University Graduates. In: Regional Studies 48, 10, 1609–1627. https://doi.org/10.1080/00343404.2012.739282

Krätke, S. (2007): Metropolisation of the European Economic Territory as a Consequence of Increasing Specialisation of Urban Agglomerations in the Knowledge Economy. In: European Planning Studies 15, 1, 1–27. https://doi.org/10.1080/09654310601016424

Legler, H.; Frietsch, R. (2006): Neuabgrenzung der Wissenswirtschaft – Forschungsintensive Industrien und wissensintensive Dienstleistungen. Hannover = Studien zum deutschen Innovationssystem 22-2007.

LeSage, J.P. (2014): What Regional Scientists Need to Know About Spatial Econometrics. https://doi.org/10.2139/ssrn.2420725

Meijers, E. (2005): Polycentric Urban Regions and the Quest for Synergy: Is a Network of Cities More than the Sum of the Parts? In: Urban Studies 42, 4, 765–781. https://doi.org/10.1080/00420980500060384

Mossig, I. (2011): Regional Employment Growth in the Cultural and Creative Industries in Germany 2003–2008. In: European Planning Studies 19, 6, 967–990. https://doi.org/10.1080/09654313.2011.568807

Neffke, F.; Henning, M. (2013): Skill Relatedness and Firm Diversification: Skill Relatedness and Firm Diversification. In: Strategic Management Journal 34, 3, 297–316. https://doi.org/10.1002/smj.2014

Niedomysl, T.; Hansen, H.K. (2010): What Matters More for the Decision to Move: Jobs versus Amenities. In: Environment and Planning A: Economy and Space 42, 7, 1636–1649. https://doi.org/10.1068/a42432

Parr, J. (2004): The Polycentric Urban Region: A Closer Inspection. In: Regional Studies 38, 3, 231–240. https://doi.org/10.1080/003434042000211114

Pitoski, D.; Lampoltshammer, T.J.; Parycek, P. (2021): Network Analysis of Internal Migration in Austria. In: Digital Government: Research and Practice 2, 3, 1–24. https://doi.org/10.1145/3447539

Polanyi, M. (1958): Personal Knowledge. Towards a Post-Critical Philosophy. London.

Roesler, C.; Broekel, T. (2017): The Role of Universities in a Network of Subsidized R&D Collaboration: The Case of the Biotechnology-Industry in Germany. In: Review of Regional Research 37, 2, 135–160. https://doi.org/10.1007/s10037-017-0118-7

Rozenblat, C. (2021): Intracity and Intercity Networks of Multinational Firms, 2010-2019. In: Neal, Z.P.; Rosenblat, C. (eds.): Handbook of Cities and Networks. Cheltenham, 511–556.

Serafinelli, M. (2019): “Good” Firms, Worker Flows, and Local Productivity. In: Journal of Labor Economics 37, 3, 747–792. https://doi.org/10.1086/702628

Simmie, J. (2003): Innovation and Urban Regions as National and International Nodes for the Transfer and Sharing of Knowledge. In: Regional Studies 37, 6–7, 607–620. https://doi.org/10.1080/0034340032000108714

Smętkowski, M.; Celińska-Janowicz, D.; Wojnar, K. (2021): Location Patterns of Advanced Producer Service Firms in Warsaw: A Tale of Agglomeration in the Era of Creativity. In: Cities 108, 102937. https://doi.org/10.1016/j.cities.2020.102937

Storper, M. (2010): Why Does a City Grow? Specialisation, Human Capital or Institutions? In: Urban Studies 47, 10, 2027–2050. https://doi.org/10.1177/0042098009359957

Storper, M. (2011): Why Do Regions Develop and Change? The Challenge for Geography and Economics. In: Journal of Economic Geography 11, 2, 333–346. https://doi.org/10.1093/jeg/lbq033

Storper, M.; Scott, A.J. (2009): Rethinking Human Capital, Creativity and Urban Growth. In: Journal of Economic Geography 9, 2, 147–167. https://doi.org/10.1093/jeg/lbn052

Storper, M.; Venables, A.J. (2004): Buzz: Face-to-Face Contact and the Urban Economy. In: Journal of Economic Geography 4, 4, 351–370. https://doi.org/10.1093/jnlecg/lbh027

Stoyanov, A.; Zubanov, N. (2012): Productivity Spillovers Across Firms through Worker Mobility. In: American Economic Journal: Applied Economics 4, 2, 168–198. https://doi.org/10.1257/app.4.2.168

Tambe, P.; Hitt, L.M. (2014): Job Hopping, Information Technology Spillovers, and Productivity Growth. In: Management Science 60, 2, 338–355. https://doi.org/10.1287/mnsc.2013.1764

Taylor, P.J. (2004): World City Network: A Global Urban Analysis. London.

Tippel, C.; Plöger, J.; Becker, A. (2017): ‘I Don’t Care about the City’: The Role of Connections in Job-Related Mobility Decisions of Skilled Professionals. In: Regional Studies, Regional Science 4, 1, 94–108. https://doi.org/10.1080/21681376.2017.1315611

Trincado-Munoz, F.; van Meeteren, M.; Rubin, T.H.; Vorley, T. (2023): Digital Transformation in the World City Networks’ Advanced Producer Services Complex: A Technology Space Analysis. In: Geoforum 151, 103721. https://doi.org/10.1016/j.geoforum.2023.103721

van Meeteren, M.; Neal, Z.; Derudder, B. (2016): Disentangling Agglomeration and Network Externalities: A Conceptual Typology. In: Papers in Regional Science 95, 1, 61–81. https://doi.org/10.1111/pirs.12214

van Meeteren, M.; Poorthuis, A.; Derudder, B.; Witlox, F. (2016): Pacifying Babel’s Tower: A Scientometric Analysis of Polycentricity in Urban Research. In: Urban Studies 53, 6, 1278–1298. https://doi.org/10.1177/0042098015573455

van Meeteren, M.; Trincado-Munoz, F.; Rubin, T.H.; Vorley, T. (2022): Rethinking the Digital Transformation in Knowledge-Intensive Services: A Technology Space Analysis. In: Technological Forecasting and Social Change 179, 121631. https://doi.org/10.1016/j.techfore.2022.121631

Wagner, M.; Growe, A. (2023): Patterns of Knowledge Bases in Large City Regions in Germany: Comparison of Cores and Their Surrounding Areas. In: Geografiska Annaler: Series B, Human Geography 105, 3, 284–304. https://doi.org/10.1080/04353684.2022.2141131

Wood, P. (2002): Knowledge-Intensive Services, Consultancy and Innovation. In: Wood, P. (ed.): Consultancy and Innovation: The Business Service Revolution in Europe. London, 1–14.

Yeung, H.W. (2024): From Regional to Global and Back Again? A Future Agenda for Regional Evolution and (De)Globalised Production Networks in Regional Studies. In: Regional Studies 58, 7, 1480–1491. https://doi.org/10.1080/00343404.2024.2316856

Zhao, J.; Bentlage, M.; Thierstein, A. (2017): Residence, workplace and commute: Interrelated spatial choices of knowledge workers in the metropolitan region of Munich. In: Journal of Transport Geography 62, 197–212. https://doi.org/10.1016/j.jtrangeo.2017.05.012.

Published

2025-05-27

Issue

Section

Research Article

How to Cite

1.
Heidinger M, Fuchs M, Thierstein A. Where do knowledge workers locate in Germany? A case study using employment relocation data in the German knowledge economy from 2012 to 2021. RuR [Internet]. 2025 May 27 [cited 2025 Jun. 23];. Available from: https://rur.oekom.de/index.php/rur/article/view/3084

Share

Most read articles by the same author(s)

1 2 > >>