R&D investments and employment decisions as a function of enterprise size and regional population density before and during COVID-19

Norwegian data show that from 2018 to 2020, enterprises in densely populated regions increased R&D investments relative to those in sparsely populated regions, but not from 2016 to 2018. Therefore, COVID-19 likely induced the shift. The findings imply that densely populated regions have become m...

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Published inFrontiers in research metrics and analytics Vol. 8; p. 1107309
Main Authors Aarstad, Jarle, Jakobsen, Stig-Erik, Kvitastein, Olav Andreas
Format Journal Article
LanguageEnglish
Published Switzerland Frontiers Media S.A 23.02.2023
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ISSN2504-0537
2504-0537
DOI10.3389/frma.2023.1107309

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Abstract Norwegian data show that from 2018 to 2020, enterprises in densely populated regions increased R&D investments relative to those in sparsely populated regions, but not from 2016 to 2018. Therefore, COVID-19 likely induced the shift. The findings imply that densely populated regions have become more R&D-intensive, while sparsely populated regions have become less R&D-intensive during the pandemic. Small enterprises increased both R&D investments and employment from 2018 to 2020 relative to large enterprises and the analyses control for regression toward the mean effects. The findings were similar to those observed in the period from 2016 to 2018, which rules out COVID-19 as an explanation. Instead, the waves of data indicate a long-term trend where small enterprises increased R&D investments and employment.
AbstractList Norwegian data show that from 2018 to 2020, enterprises in densely populated regions increased R&D investments relative to those in sparsely populated regions, but not from 2016 to 2018. Therefore, COVID-19 likely induced the shift. The findings imply that densely populated regions have become more R&D-intensive, while sparsely populated regions have become less R&D-intensive during the pandemic. Small enterprises increased both R&D investments and employment from 2018 to 2020 relative to large enterprises and the analyses control for regression toward the mean effects. The findings were similar to those observed in the period from 2016 to 2018, which rules out COVID-19 as an explanation. Instead, the waves of data indicate a long-term trend where small enterprises increased R&D investments and employment.Norwegian data show that from 2018 to 2020, enterprises in densely populated regions increased R&D investments relative to those in sparsely populated regions, but not from 2016 to 2018. Therefore, COVID-19 likely induced the shift. The findings imply that densely populated regions have become more R&D-intensive, while sparsely populated regions have become less R&D-intensive during the pandemic. Small enterprises increased both R&D investments and employment from 2018 to 2020 relative to large enterprises and the analyses control for regression toward the mean effects. The findings were similar to those observed in the period from 2016 to 2018, which rules out COVID-19 as an explanation. Instead, the waves of data indicate a long-term trend where small enterprises increased R&D investments and employment.
Norwegian data show that from 2018 to 2020, enterprises in densely populated regions increased R&D investments relative to those in sparsely populated regions, but not from 2016 to 2018. Therefore, COVID-19 likely induced the shift. The findings imply that densely populated regions have become more R&D-intensive, while sparsely populated regions have become less R&D-intensive during the pandemic. Small enterprises increased both R&D investments and employment from 2018 to 2020 relative to large enterprises and the analyses control for regression toward the mean effects. The findings were similar to those observed in the period from 2016 to 2018, which rules out COVID-19 as an explanation. Instead, the waves of data indicate a long-term trend where small enterprises increased R&D investments and employment.
Author Aarstad, Jarle
Jakobsen, Stig-Erik
Kvitastein, Olav Andreas
AuthorAffiliation The Mohn Centre for Innovation and Regional Development, Western Norway University of Applied Sciences , Bergen , Norway
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10.1016/j.respol.2016.01.013
10.1177/14657503211030808
10.1108/JAAR-05-2021-0131
10.1016/j.qref.2021.05.008
10.1016/j.euroecorev.2012.07.007
10.1080/19186444.2021.1936852
10.1108/JFM-09-2021-0105.
10.3389/frsus.2022.913337
10.1080/08985626.2018.1444104
10.1002/pa.2773
10.1126/science.159.3810.56
10.1016/j.chieco.2021.101607
10.1177/0266242620947946
10.1007/978-3-642-04898-2_387
10.2307/2095101
10.1287/orsc.2.1.71
10.1111/radm.12454
10.1080/00291951.2019.1669703
10.1080/13215906.2021.1989626
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Keywords COVID-19
R&D investments
regions
employment
enterprise size
Language English
License Copyright © 2023 Aarstad, Jakobsen and Kvitastein.
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This article was submitted to Research Policy and Strategic Management, a section of the journal Frontiers in Research Metrics and Analytics
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References March (B15) 1991; 2
Dai (B10) 2021; 67
Haneberg (B13) 2021; 28
Chebbi (B9) 2021; 81
Merton (B16) 1968; 159
Brown (B8) 2012; 56
Di Minin (B12) 2021; 51
Di Maggio (B11) 1983; 48
Roper (B19) 2020; 38
Rypestøl (B20) 2018; 30
Mortara (B17) 2022; 52
Aarstad (B4) 2016; 45
Aarstad (B1) 2019; 73
Al-Maliki (B5) 2022
Sydow (B22) 2009; 34
Raudenbush (B18) 2002
Islam (B14) 2021; 13
Aarstad (B2); 3
Biswas (B7) 2021; 22
Snijders (B21) 2011
Behbahaninia (B6) 2022; 23
Aarstad (B3); 23
References_xml – volume: 52
  start-page: 157
  year: 2022
  ident: B17
  article-title: R&D management at a time of crisis: what are we learning from the initial response to the COVID-19 pandemic?
  publication-title: R&D Manage.
  doi: 10.1111/radm.12528
– volume: 34
  start-page: 689
  year: 2009
  ident: B22
  article-title: Organizational path dependence: opening the black box
  publication-title: Acad. Manage. Rev.
  doi: 10.5465/AMR.2009.44885978
– volume: 45
  start-page: 844
  year: 2016
  ident: B4
  article-title: Related and unrelated variety as regional drivers of enterprise productivity and innovation: a multilevel study
  publication-title: Res. Policy
  doi: 10.1016/j.respol.2016.01.013
– volume: 23
  start-page: 28
  ident: B3
  article-title: Business incubator management and entrepreneur collaboration with R&D milieus: Does the regional context matter?
  publication-title: Int. J. Ent. Innov.
  doi: 10.1177/14657503211030808
– volume: 23
  start-page: 884
  year: 2022
  ident: B6
  article-title: The effect of R&D activities on the market response and company's performance during the shock caused by the COVID-19 pandemic in Iran
  publication-title: J. Appl. Account. Res.
  doi: 10.1108/JAAR-05-2021-0131
– volume-title: Hierarchical Linear Models: Applications and Data Analysis Methods.
  year: 2002
  ident: B18
– volume: 81
  start-page: 134
  year: 2021
  ident: B9
  article-title: The COVID-19 pandemic and stock liquidity: evidence from S&P 500
  publication-title: Q. Rev. Econ. Financ.
  doi: 10.1016/j.qref.2021.05.008
– volume: 56
  start-page: 1512
  year: 2012
  ident: B8
  article-title: Do financing constraints matter for R&D?
  publication-title: Eur. Econ. Rev.
  doi: 10.1016/j.euroecorev.2012.07.007
– volume: 13
  start-page: 189
  year: 2021
  ident: B14
  article-title: Impact of Covid-19 pandemic on global output, employment and prices-an assessment
  publication-title: Trans. Corp. Rev.
  doi: 10.1080/19186444.2021.1936852
– year: 2022
  ident: B5
  article-title: The effect of COVID 19 on risk-taking of small and medium-sized, family and non-family firms
  publication-title: J. Fac. Manage.
  doi: 10.1108/JFM-09-2021-0105.
– volume: 3
  start-page: 913337
  ident: B2
  article-title: Has firms' emphasis on environmental and social sustainability impacted how they have been affected by and responded to COVID-19?
  publication-title: Front. Sust.
  doi: 10.3389/frsus.2022.913337
– volume: 30
  start-page: 639
  year: 2018
  ident: B20
  article-title: Entrepreneurial innovativeness and growth ambitions in thick vs. thin regional innovation systems
  publication-title: Ent. Reg. Dev.
  doi: 10.1080/08985626.2018.1444104
– volume: 22
  start-page: e2773
  year: 2021
  ident: B7
  article-title: Can R&D investment reduce the impact of COVID-19 on firm performance?-Evidence from India
  publication-title: J. Pub. Affairs
  doi: 10.1002/pa.2773
– volume: 159
  start-page: 56
  year: 1968
  ident: B16
  article-title: The matthew effect in science
  publication-title: Science
  doi: 10.1126/science.159.3810.56
– volume: 67
  start-page: 101607
  year: 2021
  ident: B10
  article-title: The impact of COVID-19 on small and medium-sized enterprises (SMEs): evidence from two-wave phone surveys in China
  publication-title: China Econ. Rev.
  doi: 10.1016/j.chieco.2021.101607
– volume: 38
  start-page: 504
  year: 2020
  ident: B19
  article-title: R&D and innovation after COVID-19: What can we expect? A review of prior research and data trends after the great financial crisis
  publication-title: Int. Small Business J. Res. Ent.
  doi: 10.1177/0266242620947946
– start-page: 879
  volume-title: International Encyclopedia of Statistical Science
  year: 2011
  ident: B21
  article-title: “Multilevel Analysis,”
  doi: 10.1007/978-3-642-04898-2_387
– volume: 48
  start-page: 147
  year: 1983
  ident: B11
  article-title: The iron cage revisited: Institutional isomorphism and collective rationality in organizational fields
  publication-title: Am. Sociol. Rev.
  doi: 10.2307/2095101
– volume: 2
  start-page: 71
  year: 1991
  ident: B15
  article-title: Exploration and exploitation in organizational learning
  publication-title: Org. Sci.
  doi: 10.1287/orsc.2.1.71
– volume: 51
  start-page: 165
  year: 2021
  ident: B12
  article-title: R&D Management at a time of crisis: what are we learning from the response to the COVID-19 pandemic?
  publication-title: R&D Manage.
  doi: 10.1111/radm.12454
– volume: 73
  start-page: 1
  year: 2019
  ident: B1
  article-title: Entrepreneurial causation and effectuation logics in a regional context: assessing the importance of population density
  publication-title: Norwegian J. Geograph.
  doi: 10.1080/00291951.2019.1669703
– volume: 28
  start-page: 229
  year: 2021
  ident: B13
  article-title: How combinations of network participation, firm age and firm size explain SMEs' responses to COVID-19
  publication-title: Small Enterprise Res.
  doi: 10.1080/13215906.2021.1989626
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Title R&D investments and employment decisions as a function of enterprise size and regional population density before and during COVID-19
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