The DOI matches its Crossref record; 122 of the 123 references it cites were found in a registry or an index.
Complementor competitive advantage: A framework for strategic decisions
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In the citing paper
“Third, multihoming complementors become part of a larger, more diverse group of peers whose activities might influence them (Cenamor, 2021;Srinivasan & Venkatraman, 2018).”
From What role do data network effects play for multihoming complements? An empirical analysis of platform complementors’ strategies for consumer value creation (2025) · cites this paper as Cenamor, 2021
In the citing paper
“In addition, iOS developers act in a mature ecosystem, characterized by competitive pressure on the complementor side (Cenamor, 2021;de Reuver et al., 2018).”
From What role do data network effects play for multihoming complements? An empirical analysis of platform complementors’ strategies for consumer value creation (2025) · cites this paper as Cenamor, 2021
In the citing paper
“Thus, complementors aim to keep a certain independence from the dominant platform provider (Cenamor, 2021;Srinivasan & Venkatraman, 2018).”
From What role do data network effects play for multihoming complements? An empirical analysis of platform complementors’ strategies for consumer value creation (2025) · cites this paper as Cenamor, 2021
In the citing paper
“Greater software independence from the focal platform helps developers realize the benefits of learning from others (Cenamor, 2021).”
From What role do data network effects play for multihoming complements? An empirical analysis of platform complementors’ strategies for consumer value creation (2025) · cites this paper as Cenamor, 2021
Citations
Cites
Perceived usefulness, perceived ease of use, and user acceptance of information technology
Davis, F. D. (1989) · MIS Quarterly · doi:10.2307/249008 · Cited by 68,483
Platform Competition in Two-Sided Markets
Rochet, J.-C., & Tirole, J. (2003) · Journal of the European Economic Association · doi:10.1162/154247603322493212 · Cited by 5,642
Towards a theory of ecosystems
Jacobides, M. G., Cennamo, C., & Gawer, A. (2018) · Strategic Management Journal · doi:10.1002/smj.2904 · Cited by 3,724
Yoo, Y., Henfridsson, O., & Lyytinen, K. (2010) · Information Systems Research · doi:10.1287/isre.1100.0322 · Cited by 2,964
Systems Competition and Network Effects
Katz, M. L., & Shapiro, C. (1994) · Journal of Economic Perspectives · doi:10.1257/jep.8.2.93 · Cited by 2,646
Technology Adoption in the Presence of Network Externalities
Katz, M. L., & Shapiro, C. (1986) · Journal of Political Economy · doi:10.1086/261409 · Cited by 2,622
Dahlander, L., & Gann, D. M. (2010) · Research Policy · doi:10.1016/j.respol.2010.01.013 · Cited by 2,435
Bridging differing perspectives on technological platforms: Toward an integrative framework
Gawer, A. (2014) · Research Policy · doi:10.1016/j.respol.2014.03.006 · Cited by 1,869 · cited 2×
“Thus, besides the attempts to build a theory of platform ecosystems (Gawer, 2014; Jaco-bides et al., 2018; Thomas et al., 2014), there is still a need for a theoretical framework for the study of complementors that may serve as a solid basis for future research developments.”
BackgroundChoudary, S. P., Alstyne, M. V., & PARKER, G. G. (2016) · Cited by 1,818
The Digital Platform: A Research Agenda
de Reuver, M., Sørensen, C., & Basole, R. C. (2018) · Journal of Information Technology · doi:10.1057/s41265-016-0033-3 · Cited by 1,681
Research works printed but not linked: 1
- Cusumano, 2019, How digital platforms have become double-edged swords, MIT Sloan Management Review.
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Kapoor, K. K., Bigdeli, A. Z., Dwivedi, Y. K., Schroeder, A., Beltagui, A., & Baines, T. S. (2021) · Journal of Business Research · doi:10.1016/j.jbusres.2021.01.060 · Cited by 207
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Rakshit, S., Islam, N., Mondal, S., & Paul, T. (2021) · Journal of Business Research · doi:10.1016/j.jbusres.2021.06.005 · Cited by 152
Processes of ecosystem emergence
Thomas, L. D. W., Autio, E., & Gann, D. (2022) · Technovation · doi:10.1016/j.technovation.2021.102441 · Cited by 134
Zabel, C., O’Brien, D., & Natzel, J. (2023) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2023.122562 · Cited by 85
Nayak, B., Bhattacharyya, S. S., & Krishnamoorthy, B. (2021) · Journal of Business Research · doi:10.1016/j.jbusres.2021.10.047 · Cited by 65
Engert, M., Evers, J., Hein, A., & Krcmar, H. (2022) · Information Systems Frontiers · doi:10.1007/s10796-021-10236-3 · Cited by 63
Unlocking the potential of knowledge economy for rural resilience: The role of digital platforms
Singh, N., Kumar, A., & Dey, K. (2023) · Journal of Rural Studies · doi:10.1016/j.jrurstud.2023.103164 · Cited by 59
Digital Platforms for the Common Good: Social Innovation for Active Citizenship and ESG
Katsamakas, E. G., Miliaresis, K., & Pavlov, O. V. (2022) · Sustainability · doi:10.3390/su14020639 · Cited by 57
Wu, A., Song, D., & Liu, Y. (2022) · Journal of Business Research · doi:10.1016/j.jbusres.2022.05.016 · Cited by 60
Miremadi, I., Khoshbash, M., & Saeedian, M. (2023) · Research Policy · doi:10.1016/j.respol.2023.104781 · Cited by 55
Engert, M., Evers, J., Hein, A., & Krcmar, H. (2023) · Information Systems Journal · doi:10.1111/isj.12438 · Cited by 50
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Liu, Z., Li, Z., Zhang, Y., Mutukumira, A. N., Feng, Y., Cui, Y., Wang, S., Wang, J., & Wang, S. (2024) · Biomimetics · doi:10.3390/biomimetics9040216 · Cited by 51
Vertical and horizontal complementarities in platform ecosystems
Thomas, L. D. W., Ritala, P., Karhu, K., & Heiskala, M. (2025) · Innovation · doi:10.1080/14479338.2024.2303593 · Cited by 34
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Wei, F., Feng, N., Shi, B., & Evans, R. D. (2023) · IEEE Transactions on Engineering Management · doi:10.1109/tem.2023.3348154 · Cited by 27
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Pauli, T., Marx, E., Fielt, E., Marheine, C., & Matzner, M. (2025) · Business & Information Systems Engineering · doi:10.1007/s12599-024-00896-1 · Cited by 18
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Rosak-Szyrocka, J., Żywiołek, J., & Mrowiec, M. (2022) · Energies · doi:10.3390/en15103622 · Cited by 14
Salamzadeh, A., Dana, L., Ebrahimi, P., Hadizadeh, M., & Mortazavi, S. (2024) · Thunderbird International Business Review · doi:10.1002/tie.22371 · Cited by 14
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Yan, E.-H., Wu, J., & Gu, J. (2024) · Chinese Management Studies · doi:10.1108/cms-09-2022-0309 · Cited by 7
Xia, J., Wang, J., Hu, H., & Liu, S. (2024) · Journal of Business Research · doi:10.1016/j.jbusres.2024.114846 · Cited by 8
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Haq, E. U., & Abid, N. (2025) · NUST Business Review · doi:10.37435/nbr.v6i2.86 · Cited by 3
Ismail, N., Arif, S. B., Mat, Z., Jaafar, J. A., & Kamarudin, N. (2025) · Multidisciplinary Reviews · doi:10.31893/multirev.2025278 · Cited by 1
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Verhulst, E., Aaboen, L., & Jebsen, S. (2024) · management revue · doi:10.5771/0935-9915-2024-1-1 · Cited by 1
Knorr, C., Erath, M., Saesen, J., Kindermann, B., & Strese, S. (2025) · Electronic Markets · doi:10.1007/s12525-025-00817-4 · Cited by 2
“Third, multihoming complementors become part of a larger, more diverse group of peers whose activities might influence them (Cenamor, 2021; Srinivasan & Venkatraman, 2018).”
InfluentialSarvari, P. A., Martin, S., Grybauskas, A., & Baskurt, G. (2022) · Research Square · doi:10.21203/rs.3.rs-2008989/v1
The impacts of diversification strategy on the financial performance of insurers
Shojaei, S. A. (2021) · Sheffield Hallam University · doi:10.7190/shu-thesis-00488
Yuswono, I., & Rahmadhani, S. (2021) · Jurnal Ilmu Manajemen dan Akuntansi Terapan (JIMAT) · doi:10.36694/jimat.v12i1.406
Salaheldin, K. M. A., Mubarak, A.-K. M. A.-K. A., & Dakrory, M. I. (2023) · Corporate Ownership and Control · doi:10.22495/cocv20i3art3
Ren, Y. (2023) · International Journal of Information Systems in the Service Sector · doi:10.4018/ijisss.335105
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Wan, X., & Li, Y. (2024) · Lecture notes in business information processing · doi:10.1007/978-3-031-60260-3_27
Silva, L. E. N. (2024) · Digital Library of Theses and Dissertations (Universidade de São Paulo) · doi:10.11606/d.12.2024.tde-29042024-150923
Suksa-ngiam, W., & Bechor, T. (2024) · Information Development · doi:10.1177/02666669241258920 · Cited by 2
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Chen, B., Zhang, W., Zhang, R., Zhang, X., Wang, J., & An, Y. (2025) · SSRN Electronic Journal · doi:10.2139/ssrn.5392672
Metadata
- Authors
- Cenamor, J.
- Affiliations
- Lund University (SE)
- Corresponding author
- Cenamor, Javier
- ORCID
- Cenamor, Javier
- Venue
- Journal of Business Research
- Publisher
- Elsevier BV
- Published
- 2021-01
- Volume
- 122
- Pages
- 335-343
- ISSN
- 0148-2963 (ISSN-L)
- OpenAlex
- W3087237957
- Cited by
- 116
- References
- 123
- Citations by year
- 2026: 18 · 2025: 23 · 2024: 30 · 2023: 23 · 2022: 14 · 2021: 8
- FWCI
- 12.01
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Journal of Business Research (publishedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- Lund University Publications (Lund University) (submittedVersion)
- Funders
- Familjen Kamprads Stiftelse
- Topics
- Social Sciences › Business, Management and Accounting › Strategy and Management › Digital Platforms and Economics
- Social Sciences › Business, Management and Accounting › Strategy and Management › Innovation and Knowledge Management
- Social Sciences › Business, Management and Accounting › Strategy and Management › Business Strategy and Innovation
- Keywords
- platform ecosystems, complementors, strategic decision-making, open innovation, platform adoption, ecosystem strategy
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