Business model scaling and growth hacking in digital entrepreneurship

References

• Abdelkafi, N., Makhotin, S., & Posselt, T. (2013). Business model innovations for electric mobility—what can be learned from existing business model patterns? International Journal of Innovation Management, 17(1), 1340003. https://doi.org/10.1142/S1363919613400033
   Google Scholar
• Amit, R., & Zott, C. (2001). Value creation in e‐business. Strategic Management Journal, 22(6–7), 493–520. https://doi.org/10.1002/smj.187
   Web of Science ®Google Scholar
• Amit, R., & Zott, C. (2012). Creating value through business model innovation. MIT Sloan Management Review, 53(3), 41–49.
   Web of Science ®Google Scholar
• Autio, E. (2016). Entrepreneurship support in Europe: Trends and challenges for EU policy. Imperial College Business School.
   Google Scholar
• Autio, E., Nambisan, S., Thomas, L. D. W., & Wright, M. (2018). Digital affordances, spatial affordances, and the genesis of entrepreneurial ecosystems. Strategic Entrepreneurship Journal, 12(1), 72–95. https://doi.org/10.1002/sej.1266
   Web of Science ®Google Scholar
• Baden Fuller, C., & Morgan, M. S. (2010). Business models as models. Long Range Planning, 43(2–3), 156–171. https://doi.org/10.1016/j.lrp.2010.02.005
   Web of Science ®Google Scholar
• Baker, S. D. (2007). Followership: The theoretical foundation of a contemporary construct. Journal of Leadership & Organizational Studies, 14(1), 50–60. https://doi.org/10.1177/0002831207304343
   Google Scholar
• Barlas, Y. (1996). Formal aspects of model validity and validation in system dynamics. System Dynamics Review, 12(3), 183–210. doi:10.1002/(SICI)1099-1727(199623)12:3<183:AID-SDR103>3.0.CO;2-4
   Web of Science ®Google Scholar
• Bianchi, C. (2016). Dynamic performance management. Springer.
   Google Scholar
• Blank, S. (2013). Why the lean startup changes everything. Harvard Business Review, 91(5), 63–72.
   Web of Science ®Google Scholar
• Bocken, N., Boons, F., & Baldassarre, B. (2019). Sustainable business model experimentation by understanding ecologies of business models. Journal of Cleaner Production, 208, 1498–1512. https://doi.org/10.1016/j.jclepro.2018.10.159
   Web of Science ®Google Scholar
• Bocken, N., & Snihur, Y. (2020). Lean startup and the business model: Experimenting for novelty and impact. Long Range Planning, 53(4), 101953. https://doi.org/10.1016/j.lrp.2019.101953
   Web of Science ®Google Scholar
• Bohnsack, R., & Liesner, M. M. (2019). What the hack? A growth hacking taxonomy and practical applications for firms. Business Horizons, 62(6), 799–818. https://doi.org/10.1016/j.bushor.2019.09.001
   Web of Science ®Google Scholar
• Bouwman, H., de Reuver, M., Heikkilä, M., & Fielt, E. (2021). Business model tooling: Where research and practice meet. Electronic Markets, 30(3), 413–419. https://doi.org/10.1007/s12525-020-00424-5
   Web of Science ®Google Scholar
• Burström, T., Parida, V., Lahti, T., & Wincent, J. (2021). AI-enabled business-model innovation and transformation in industrial ecosystems: A framework, model and outline for further research. Journal of Business Research, 127, 85–95. https://doi.org/10.1016/j.jbusres.2021.01.016
   Web of Science ®Google Scholar
• Cavallo, A., Burgers, H., Ghezzi, A., & Van de Vrande, V. (2022). The evolving nature of open innovation governance: A study of a digital platform development in collaboration with a big science centre. Technovation, 116, 102370. https://doi.org/10.1016/j.technovation.2021.102370
   Google Scholar
• Cavallo, A., Ghezzi, A., Dell’era, C., & Pellizzoni, E. (2019). Fostering digital entrepreneurship from startup to scale-up: The role of venture capital funds and angel groups. Technological Forecasting and Social Change, 145, 24–35. https://doi.org/10.1016/j.techfore.2019.04.022
   Web of Science ®Google Scholar
• Chesbrough, H. (2007). Business model innovation: It’s not just about technology anymore. Strategy & Leadership, 35(6), 12–17. https://doi.org/10.1108/10878570710833714
   Google Scholar
• Chesbrough, H. (2010). Business model innovation: Opportunities and barriers. Long Range Planning, 43(2), 354–363. https://doi.org/10.1016/j.lrp.2009.07.010
   Web of Science ®Google Scholar
• Christensen, C. M. (2013). The innovator’s dilemma: When new technologies cause great firms to fail. Harvard Business Review Press.
   Google Scholar
• Ciulli, F., & Kolk, A. (2019). Incumbents and business model innovation for the sharing economy: Implications for sustainability. Journal of Cleaner Production, 214, 995–1010. https://doi.org/10.1016/j.jclepro.2018.12.295
   Web of Science ®Google Scholar
• Clauss, T. (2017). Measuring business model innovation: Conceptualization, scale development, and proof of performance. R&D Management, 47(3), 385–403. https://doi.org/10.1111/radm.12186
   Web of Science ®Google Scholar
• Colombo, M. G., Cumming, D., Mohammadi, A., Rossi Lamastra, C., & Wadhwa, A. (2016). Open business models and venture capital finance. Industrial and Corporate Change, 25(2), 353–370. https://doi.org/10.1093/icc/dtw001
   Web of Science ®Google Scholar
• Comes, S., & Berniker, L. (2008). Business Model Innovation. In D. Pantaleo & N. Pal (Eds.), From Strategy to Execution (pp. 65–86). Springer.
   Google Scholar
• Cosenz, F. (2017). Supporting start-up business model design through system dynamics modelling. Management Decision, 55(1), 57–80. https://doi.org/10.1108/MD-06-2016-0395
   Web of Science ®Google Scholar
• Cosenz, F., & Bivona, E. (2021). Fostering growth patterns of SMEs through business model innovation. A tailored dynamic business modelling approach. Journal of Business Research, 130, 658–669. https://doi.org/10.1016/j.jbusres.2020.03.003
   Web of Science ®Google Scholar
• Cosenz, F., & Noto, G. (2016). Applying system dynamics modelling to strategic management: A literature review. Systems Research & Behavioral Science, 33(6), 703–741. https://doi.org/10.1002/sres.2386
   Web of Science ®Google Scholar
• Cosenz, F., & Noto, G. (2018). A dynamic business modelling approach to design and experiment new business venture strategies. Long Range Planning, 51(1), 127–140. https://doi.org/10.1016/j.lrp.2017.07.001
   Web of Science ®Google Scholar
• Coviello, N. E., 2019. Is a high-growth firm the same as a ‘scale-up’? 2019 Lazaridis Report. Lazaridis Institute for the Management of Technology Enterprises,
   Google Scholar
• Davila, A., Foster, G., & Jia, N. (2010). Building sustainable high growth startup companies: Management systems as an accelerator. California Management Review, 52(3), 79–105. https://doi.org/10.1525/cmr.2010.52.3.79
   Web of Science ®Google Scholar
• Davis, J. P., Eisenhardt, K. M., & Bingham, C. B. (2007). Developing theory through simulation methods. Academy of Management Review, 32(2), 480–499. https://doi.org/10.5465/amr.2007.24351453
   Web of Science ®Google Scholar
• Delery, J. E., & Doty, D. H. (1996). Modes of theorizing in strategic human resource management: Tests of universalistic, contingency, and configurational performance predictions. Academy of Management Journal, 39(4), 802–835. https://doi.org/10.2307/256713
   Web of Science ®Google Scholar
• Demil, B., & Lecocq, X. (2010). Business model evolution: In search of dynamic consistency. Long Range Planning, 43(2/3), 227–246. https://doi.org/10.1016/j.lrp.2010.02.004
   Web of Science ®Google Scholar
• Demir, R., Wennberg, K., & McKelvie, A. (2017). The strategic management of high-growth firms: A review and theoretical conceptualization. Long Range Planning, 50(4), 431–456. https://doi.org/10.1016/j.lrp.2016.09.004
   Web of Science ®Google Scholar
• Dushnitsky, G., & Matusik, S. F. (2019). A fresh look at patterns and assumptions in the field of entrepreneurship: What can we learn? Strategic Entrepreneurship Journal, 13(4), 437–447. https://doi.org/10.1002/sej.1324
   Web of Science ®Google Scholar
• Ellis, S. (2010). Find a growth hacker for your startup. Startup Marketing. http://www.startup-marketing.com/where-are-all-the-growth-hackers/
   Google Scholar
• Ellis, S., & Brown, M. (2017). Hacking growth: How today’s fastest-growing companies drive breakout success (1st ed.). Virgin Books.
   Google Scholar
• Erdogan, B., Kant, R., Miller, A., & Sprague, K. (2016). Grow fast or die slow: Why unicorns are staying private. McKinsey.com.
   Google Scholar
• Evans, S., Vladimirova, D., Holgado, M., Van Fossen, K., Yang, M., Silva, E. A., & Barlow, C. Y. (2017). Business model innovation for sustainability: Towards a unified perspective for creation of sustainable business models. Business Strategy and the Environment, 26(5), 597–608. https://doi.org/10.1002/bse.1939
   Web of Science ®Google Scholar
• Felin, T., Gambardella, A., Stern, S., & Zenger, T. (2020). Lean startup and the business model: Experimentation revisited. Long Range Planning, 53(4), 101953. https://doi.org/10.1016/j.lrp.2019.06.002
   Web of Science ®Google Scholar
• Fichman, R. G., Dos Santos, B. L., & Zheng, Z. (2014). Digital innovation as a fundamental and powerful concept in the information systems curriculum. MIS Quarterly, 38(2), 329-A15. https://doi.org/10.25300/MISQ/2014/38.2.01
   PubMed Web of Science ®Google Scholar
• Forrester, J. W. (1958). Industrial dynamics-A major breakthrough for decision-makers. Harvard Business Review, 36(4), 37–66.
   Web of Science ®Google Scholar
• Foss, N. J., & Saebi, T. (2017). Fifteen years of research on business model innovation: How far have we come, and where should we go? Journal of Management, 43(1), 200–227. https://doi.org/10.1177/0149206316675927
   Web of Science ®Google Scholar
• Ghezzi, A., & Cavallo, A. (2020). Agile business model innovation in digital entrepreneurship: Lean startup approaches. Journal of Business Research, 110, 519–537. https://doi.org/10.1016/j.jbusres.2018.06.013
   Web of Science ®Google Scholar
• Groesser, S. N., & Jovy, N. (2016). Business model analysis using computational modeling: A strategy tool for exploration and decision-making. Journal of Management Control, 27(1), 61–88. https://doi.org/10.1007/s00187-015-0222-1
   Google Scholar
• Harms, R., & Schwery, M. (2020). Lean startup: Operationalizing lean startup capability and testing its performance implications. Journal of Small Business Management, 58(1), 200–223. https://doi.org/10.1080/00472778.2019.1659677
   Web of Science ®Google Scholar
• Harnish, V. (2014). Scaling up: How a Few companies make it…and why the rest don’t. Gazelles Publishing.
   Google Scholar
• Hennart, J. F. (2014). The accidental internationalists: A theory of born globals. Entrepreneurship Theory & Practice, 38(1), 117–135. https://doi.org/10.1111/etap.12076
   Web of Science ®Google Scholar
• Henrekson, M., & Stenkula, M. (2010). Entrepreneurship and public policy. In Z. J. Acs & D. B. Audretsch (Eds.), Handbook of Entrepreneurship Research (pp. 595–637). Springer.
   Google Scholar
• Herzberger, T., & Jenny, S. (2018). Growth hacking: Mehrwachstum, mehr kunden, mehr erfolg (1st ed.). Rheinwerk Verlag.
   Google Scholar
• Homer, J. B. (2012). Partial‐model testing as a validation tool for system dynamics (1983). System Dynamics Review, 28(3), 281–294. https://doi.org/10.1002/sdr.1478
   Web of Science ®Google Scholar
• Johnson, M. W., Christensen, C. M., & Kagermann, H. (2008). Reinventing your business model. Harvard Business Review, 86(12), 57–68.
   Web of Science ®Google Scholar
• Khan Academy. (2014). Elon Musk - CEO of Tesla Motors and SpaceX. https://www.khanacademy.org/college-careers-more/entrepreneurship2/interviews-entrepreneurs/copy-of-khan-academy-living-room-chats/v/elon-musk
   Google Scholar
• Klewitz, J., & Hansen, E. G. (2014). Sustainability-oriented innovation of SMEs: A systematic review. Journal of Cleaner Production, 65, 57–75. https://doi.org/10.1016/j.jclepro.2013.07.017
   Web of Science ®Google Scholar
• Konietzko, J., Baldassarre, B., Brown, P., Bocken, N., & Hultink, E. J. (2020). Circular business model experimentation: Demystifying assumptions. Journal of Cleaner Production, 277, 122596. https://doi.org/10.1016/j.jclepro.2020.122596
   Web of Science ®Google Scholar
• Lamperti, S., Cavallo, A., & Sassanelli, C. (in press). Digital servitization and business model innovation in SMEs: A model to escape from market disruption. IEEE Transactions on Engineering Management. https://doi.org/10.1109/TEM.2022.3233132
   Google Scholar
• Linder, M., & Williander, M. (2017). Circular business model innovation: Inherent uncertainties. Business Strategy and the Environment, 26(2), 182–196. https://doi.org/10.1002/bse.1906
   Web of Science ®Google Scholar
• Luna‐reyes, L. F., & Andersen, D. L. (2003). Collecting and analyzing qualitative data for system dynamics: Methods and models. System Dynamics Review, 19(4), 271–296. https://doi.org/10.1002/sdr.280
   Web of Science ®Google Scholar
• Massa, L., & Tucci, C. L. (2013). Business model innovation. The Oxford Handbook of Innovation Management, 20(18), 420–441.
   Google Scholar
• Massa, L., Tucci, C. L., & Afuah, A. (2017). A critical assessment of business model research. The Academy of Management Annals, 11(1), 73–104. https://doi.org/10.5465/annals.2014.0072
   Web of Science ®Google Scholar
• Maurya, A. (2016). Scaling lean: Mastering the key metrics for startup growth. Penguin.
   Google Scholar
• McDonald, R., & Eisenhardt, K. (2019). Parallel play: Startups, nascent markets, and the search for a viable business model. Administrative Science Quarterly, 65(2), 483–523. https://doi.org/10.1177/0001839219852349
   Web of Science ®Google Scholar
• Mitchell, D., & Coles, C. (2003). The ultimate competitive advantage of continuing business model innovation. The Journal of Business Strategy, 24(5), 15–21. https://doi.org/10.1108/02756660310504924
   Google Scholar
• Molina-Castillo, F. J., de Reuver, M., Bouwman, H., & Clavel, J. G. (2021). Business model experimentation in SMEs: The application of a dual scaling technique. Economics of Innovation and New Technology, 1–23. https://doi.org/10.1080/10438599.2021.1974299
   Web of Science ®Google Scholar
• Nambisan, S. (2017). Digital entrepreneurship: Toward a digital technology perspective of entrepreneurship. Entrepreneurship Theory and Practice, 41(6), 1029–1055.
   Web of Science ®Google Scholar
• PayPal. (2022). Investor update 2022. https://investor.pypl.com/home/default.aspx
   Google Scholar
• Pillai, S. D., Goldfarb, B., & Kirsch, D. A. (2020). The origins of firm strategy: Learning by economic experimentation and strategic pivots in the early automobile industry. Strategic Management Journal, 41(3), 369–399. https://doi.org/10.1002/smj.3102
   Web of Science ®Google Scholar
• Ries, E. (2011). The lean startup. Crown Books.
   Google Scholar
• Ritala, P., Huotari, P., Bocken, N., Albareda, L., & Puumalainen, K. (2018). Sustainable business model adoption among S&P 500 firms: A longitudinal content analysis study. Journal of Cleaner Production, 170, 216–226. https://doi.org/10.1016/j.jclepro.2017.09.159
   Web of Science ®Google Scholar
• Safko, L. (2012). Fusion marketing bible. McGraw-Hill Publishing.
   Google Scholar
• Schaltegger, S., Lüdeke-Freund, F., & Hansen, E. G. (2012). Business cases for sustainability: The role of business model innovation for corporate sustainability. International Journal of Innovation and Sustainable Development, 6(2), 95–119. https://doi.org/10.1504/IJISD.2012.046944
   Google Scholar
• Schneckenberg, D., Matzler, K., & Spieth, P. (2022). Theorizing business model innovation: An organizing framework of research dimensions and future perspectives. R&D Management, 52(3), 593–609. https://doi.org/10.1111/radm.12506
   Web of Science ®Google Scholar
• Shepherd, D. A., & Gruber, M. (2021). The lean startup framework: Closing the academic–practitioner divide. Entrepreneurship Theory & Practice, 45(5), 967–998. https://doi.org/10.1177/1042258719899415
   Web of Science ®Google Scholar
• Shepherd, D. A., & Patzelt, H. (2020). A call for research on the scaling of organizations and the scaling of social impact. Entrepreneurship Theory & Practice, 46(2), 255–268. https://doi.org/10.1177/1042258720950599
   Web of Science ®Google Scholar
• Sjödin, D., Parida, V., Jovanovic, M., & Visnjic, I. (2020). Value creation and value capture alignment in business model innovation: A process view on outcome‐based business models. Journal of Product Innovation Management, 37(2), 158–183. https://doi.org/10.1111/jpim.12516
   Web of Science ®Google Scholar
• Snihur, Y., Lamine, W., & Wright, M. (2021). Educating engineers to develop new business models: Exploiting entrepreneurial opportunities in technology-based firms. Technological Forecasting and Social Change, 164, 119518. https://doi.org/10.1016/j.techfore.2018.11.011
   Web of Science ®Google Scholar
• Soluk, J., Miroshnychenko, I., Kammerlander, N., & De Massis, A. (2021). Family influence and digital business model innovation: The enabling role of dynamic capabilities. Entrepreneurship Theory & Practice, 45(4), 867–905. https://doi.org/10.1177/1042258721998946
   Web of Science ®Google Scholar
• Sosna, M., Trevinyo-Rodríguez, R. N., & Velamuri, S. R. (2010). Business model innovation through trial-and-error learning: The naturhouse case. Long Range Planning, 43(2–3), 383–407. https://doi.org/10.1016/j.lrp.2010.02.003
   Web of Science ®Google Scholar
• Stam, E. (2015). Entrepreneurial ecosystems and regional policy: A sympathetic critique. European Planning Studies, 23(9), 1759–1769. https://doi.org/10.1080/09654313.2015.1061484
   Web of Science ®Google Scholar
• Sterman, J. (2000). Business dynamics: System thinking and modelling for a complex world. McGraw-Hill.
   Google Scholar
• Sullivan, T. (2016). Blitzscaling: The chaotic, sometimes grueling path to high-growth, high-impact entrepreneurship. Harvard Business Review, 94(4), 44–50. https://doi.org/10.1016/j.lrp.2021.102101
   Web of Science ®Google Scholar
• Täuscher, K., & Abdelkafi, N. (2018). Scalability and robustness of business models for sustainability: A simulation experiment. Journal of Cleaner Production, 170, 654–664. https://doi.org/10.1016/j.jclepro.2017.09.023
   Web of Science ®Google Scholar
• Teece, D. J. (2010). Business models, business strategy and innovation. Long Range Planning, 43(2–3), 172–194. https://doi.org/10.1016/j.lrp.2009.07.003
   Web of Science ®Google Scholar
• Thomke, S. H. (1998). Managing experimentation in the design of new products. Management Science, 44(6), 743–762. https://doi.org/10.1287/mnsc.44.6.743
   Web of Science ®Google Scholar
• Thomke, S., Von Hippel, E., & Franke, R. (1998). Modes of experimentation: An innovation process—and competitive—variable. Research Policy, 27(3), 315–332. https://doi.org/10.1016/S0048-7333(98)00041-9
   Web of Science ®Google Scholar
• Troisi, O., Maione, G., Grimaldi, M., & Loia, F. (2020). Growth hacking: Insights on data-driven decision-making from three firms. Industrial Marketing Management, 90, 538–557. https://doi.org/10.1016/j.indmarman.2019.08.005
   Web of Science ®Google Scholar
• U.S. Census Bureau. (2022). Census data. https://data.census.gov/U.S
   Google Scholar
• U. S. Security & Exchange Commission. (2022). Company search results: PayPal Inc. https://www.sec.gov/edgar/browse/?CIK=1103415
   Google Scholar
• Verganti, R. (2018). Overcrowded: Designing meaningful products in a world awash with ideas. The MIT Press.
   Google Scholar
• Yoo, O. S., Huang, T., & Arifoğlu, K. (2021). A theoretical analysis of the lean startup method. Marketing Science, 40(3), 395–412. https://doi.org/10.1287/mksc.2020.1269
   Web of Science ®Google Scholar