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The three roles of business models in societal transitions: New linkages between business model and transition research
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“But regardless of how well-aligned business models are with the innovations they seek to commercialise, they often struggle with competitive disadvantages such as relatively high costs or incompatibilities with dominating sociotechnical systems (Bidmon & Knab, 2018;Budde Christensen et al., 2012).”
From Sustainable entrepreneurship, innovation, and business models: Integrative framework and propositions for future research (2020) · cites this paper as Bidmon & Knab, 2018
In the citing paper
“Among other factors, it is the agency of sustainable entrepreneurs who develop new business models or modify existing ones and thereby create new relationships between their innovations and the markets they serve (cf.Bidmon & Knab, 2018).”
From Sustainable entrepreneurship, innovation, and business models: Integrative framework and propositions for future research (2020) · cites this paper as Bidmon & Knab, 2018
Citations
Cites
(1984) · Cited by 21,166
Business models, business strategy and innovation
Teece, D. J. (2010) · Long Range Planning · doi:10.1016/j.lrp.2009.07.003 · Cited by 8,335
Geels, F. W. (2002) · Research Policy · doi:10.1016/s0048-7333(02)00062-8 · Cited by 7,275
Typology of sociotechnical transition pathways
Geels, F. W., & Schot, J. (2007) · Research Policy · doi:10.1016/j.respol.2007.01.003 · Cited by 5,245
The business model: Recent developments and future research
Zott, C., Amit, R., & Massa, L. (2011) · Journal of Management · doi:10.1177/0149206311406265 · Cited by 4,790
Chesbrough, H. W. (2002) · Industrial and Corporate Change · doi:10.1093/icc/11.3.529 · Cited by 4,744
Sustainability transitions: An emerging field of research and its prospects
Markard, J., Raven, R. P. J. M., & Truffer, B. (2012) · Research Policy · doi:10.1016/j.respol.2012.02.013 · Cited by 4,273
Business model innovation: Opportunities and barriers
Chesbrough, H. (2010) · Long Range Planning · doi:10.1016/j.lrp.2009.07.010 · Cited by 3,850
Business model design: An activity system perspective
Zott, C., & Amit, R. (2010) · Long Range Planning · doi:10.1016/j.lrp.2009.07.004 · Cited by 3,164
Magretta, J. (2002) · PubMed · Cited by 2,962
Research works printed but not linked: 4
- Bohnsack, 2014, Business models for sustainable technologies: exploring business model evolution in the case of electric vehicles, Res. Pol., 43, 284, 10.1016/j.respol.2013.10.014 · DOI · Paper page
- Johnson, 2009, How to jump-start the clean tech economy, Harv. Bus. Rev., 87, 52
- OECD, 2012, European commission, nordic innovation joint workshop
- Tushman, 1992, Organizational determinants of technological change: toward a sociology of technological evolution, Res. Organ. Behav., 14, 311
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Metadata
- Authors
- Bidmon, C. M., & Knab, S. F.
- Affiliations
- Aarhus University (DK)
- Universität Hamburg (DE)
- Corresponding author
- Bidmon, Christina M.
- ORCID
- Bidmon, Christina M.
- Venue
- Journal of Cleaner Production
- Publisher
- Elsevier BV
- Published
- 2018-03
- Volume
- 178
- Pages
- 903-916
- ISSN
- 0959-6526 (ISSN-L)
- OpenAlex
- W2779692116
- Cited by
- 260
- References
- 109
- Citations by year
- 2026: 20 · 2025: 31 · 2024: 34 · 2023: 26 · 2022: 49 · 2021: 35 · 2020: 32 · 2019: 23 · 2018: 8
- FWCI
- 11.94
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Journal of Cleaner Production (publishedVersion)
- Scopus (Elsevier) (submittedVersion)
- Topics
- Physical Sciences › Environmental Science › Global and Planetary Change › Sustainability and Climate Change Governance
- Social Sciences › Business, Management and Accounting › Strategy and Management › Innovation and Knowledge Management
- Social Sciences › Decision Sciences › Management Science and Operations Research › Innovation Diffusion and Forecasting
- Keywords
- business models, socio-technical transitions, multi-level perspective, sustainable business models, technological niches, socio-technical regimes, transition dynamics, energy transition, German energy sector
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