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A cognition-driven framework for the evaluation of startups in the digital economy: Adding value with cognitive mapping and rule-based expert systems

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A cognition-driven framework for the evaluation of startups in the digital economy: Adding value with cognitive mapping and rule-based expert systems

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dc.contributor.author Simões, J.C.M. es_ES
dc.contributor.author Ferreira, F.A.F. es_ES
dc.contributor.author Peris-Ortiz, Marta es_ES
dc.contributor.author Ferreira, João J. es_ES
dc.date.accessioned 2021-06-29T03:31:26Z
dc.date.available 2021-06-29T03:31:26Z
dc.date.issued 2020-12-11 es_ES
dc.identifier.issn 0025-1747 es_ES
dc.identifier.uri http://hdl.handle.net/10251/168483
dc.description.abstract [EN] Purpose Capital restrictions normally exist in the creation of a startup, requiring investors to analyze funding alternatives in a highly competitive climate. Although different types of incentives to support startups exist, these incentives are only available to those companies that fulfill the requirements of the funding program to which they have applied. Due to social and economic changes introduced by the digital economy, however, existing mechanisms for assessing the potential growth of startups are scarce, outdated or simply incomplete, distorting the results of such evaluations. Design/methodology/approach Evaluating business opportunities and how to exploit them are critical activities for an entrepreneur. This study sought to address this issue through the combined use of cognitive mapping and the Decision EXpert (DEX) technique. Assuming a constructivist stance, the study brought together a panel of experienced entrepreneurs and business investors to identify and articulate the criteria to be considered in the evaluation and classification of startups. Findings The evaluation system created in this study was tested, and the results were validated by the expert panel on a collective basis, demonstrating that the dual methodology used can increase our understanding of the decision problem at hand and lead to more informed and potentially better evaluations of the potential growth of startups. Originality/value The authors know of no prior work reporting the integrated use of cognitive mapping and DEX in this study context. es_ES
dc.description.sponsorship The authors gratefully acknowledge the contribution and willingness of the expert panel members: André Costa, António Ferreira, Carlos Carvalho, Carlos Vieira, Edgar Campos, Ivan Braz, and Lourenço Oliveira es_ES
dc.language Inglés es_ES
dc.publisher Emerald es_ES
dc.relation.ispartof Management Decision es_ES
dc.rights Reserva de todos los derechos es_ES
dc.subject Evaluation of startups es_ES
dc.subject Digital economy es_ES
dc.subject Knowledge sharing es_ES
dc.subject Cognitive maps es_ES
dc.subject Multiple criteria decision analysis (MCDA) es_ES
dc.subject Decision EXpert (DEX) es_ES
dc.subject.classification ORGANIZACION DE EMPRESAS es_ES
dc.title A cognition-driven framework for the evaluation of startups in the digital economy: Adding value with cognitive mapping and rule-based expert systems es_ES
dc.type Artículo es_ES
dc.identifier.doi 10.1108/MD-09-2019-1253 es_ES
dc.rights.accessRights Cerrado es_ES
dc.contributor.affiliation Universitat Politècnica de València. Departamento de Organización de Empresas - Departament d'Organització d'Empreses es_ES
dc.description.bibliographicCitation Simões, J.; Ferreira, F.; Peris-Ortiz, M.; Ferreira, JJ. (2020). A cognition-driven framework for the evaluation of startups in the digital economy: Adding value with cognitive mapping and rule-based expert systems. Management Decision. 58(11):2327-2347. https://doi.org/10.1108/MD-09-2019-1253 es_ES
dc.description.accrualMethod S es_ES
dc.relation.publisherversion https://doi.org/10.1108/MD-09-2019-1253 es_ES
dc.description.upvformatpinicio 2327 es_ES
dc.description.upvformatpfin 2347 es_ES
dc.type.version info:eu-repo/semantics/publishedVersion es_ES
dc.description.volume 58 es_ES
dc.description.issue 11 es_ES
dc.relation.pasarela S\432718 es_ES
dc.description.references Ackermann, F. and Eden, C. (2001), “Soda – journey making and mapping in practice”, in Rosenhead, J. and Mingers, J. (Eds), Rational Analysis for a Problematic World Revisited: Problem Structuring Methods for Complexity, Uncertainty and Conflict, John Wiley and Sons, Chichester, pp. 43-60. es_ES
dc.description.references Acs, Z., Åstebro, T., Audretsch, D., & Robinson, D. T. (2016). Public policy to promote entrepreneurship: a call to arms. Small Business Economics, 47(1), 35-51. doi:10.1007/s11187-016-9712-2 es_ES
dc.description.references Barroso, R. M. R., Ferreira, F. A. F., Meidutė-Kavaliauskienė, I., Banaitienė, N., F. Falcão, P., & Rosa, Á. A. (2019). ANALYZING THE DETERMINANTS OF E-COMMERCE IN SMALL AND MEDIUM-SIZED ENTERPRISES: A COGNITION-DRIVEN FRAMEWORK. Technological and Economic Development of Economy, 25(3), 496-518. doi:10.3846/tede.2019.9386 es_ES
dc.description.references Bell, S., & Morse, S. (2013). Groups and facilitators within problem structuring processes. Journal of the Operational Research Society, 64(7), 959-972. doi:10.1057/jors.2012.110 es_ES
dc.description.references CANAS, S. R. D., FERREIRA, F. A. F., & MEIDUTĖ-KAVALIAUSKIENĖ, I. (2015). SETTING RENTS IN RESIDENTIAL REAL ESTATE: A METHODOLOGICAL PROPOSAL USING MULTIPLE CRITERIA DECISION ANALYSIS. International Journal of Strategic Property Management, 19(4), 368-380. doi:10.3846/1648715x.2015.1093562 es_ES
dc.description.references Castanho, M. S., Ferreira, F. A. F., Carayannis, E. G., & Ferreira, J. J. M. (2021). SMART-C: Developing a «Smart City» Assessment System Using Cognitive Mapping and the Choquet Integral. IEEE Transactions on Engineering Management, 68(2), 562-573. doi:10.1109/tem.2019.2909668 es_ES
dc.description.references Castela, B. M. S., Ferreira, F. A. F., Ferreira, J. J. M., & Marques, C. S. E. (2018). Assessing the innovation capability of small- and medium-sized enterprises using a non-parametric and integrative approach. Management Decision, 56(6), 1365-1383. doi:10.1108/md-02-2017-0156 es_ES
dc.description.references Centobelli, P., Cerchione, R., & Esposito, E. (2017). Knowledge Management in Startups: Systematic Literature Review and Future Research Agenda. Sustainability, 9(3), 361. doi:10.3390/su9030361 es_ES
dc.description.references Davidsson, P. (1991). Continued entrepreneurship: Ability, need, and opportunity as determinants of small firm growth. Journal of Business Venturing, 6(6), 405-429. doi:10.1016/0883-9026(91)90028-c es_ES
dc.description.references Duchesneau, D. A., & Gartner, W. B. (1990). A profile of new venture success and failure in an emerging industry. Journal of Business Venturing, 5(5), 297-312. doi:10.1016/0883-9026(90)90007-g es_ES
dc.description.references Eden, C. (1988). Cognitive mapping. European Journal of Operational Research, 36(1), 1-13. doi:10.1016/0377-2217(88)90002-1 es_ES
dc.description.references Eden, C. (2004). Analyzing cognitive maps to help structure issues or problems. European Journal of Operational Research, 159(3), 673-686. doi:10.1016/s0377-2217(03)00431-4 es_ES
dc.description.references Eden, C. and Ackermann, F. (2001), “Soda – the principles”, in Rosenhead, J. and Mingers, J. (Eds), Rational Analysis for a Problematic World Revisited: Problem Structuring Methods for Complexity, Uncertainty and Conflict, John Wiley and Sons, Chichester, pp. 21-41. es_ES
dc.description.references Eden, C., & Ackermann, F. (2004). Cognitive mapping expert views for policy analysis in the public sector. European Journal of Operational Research, 152(3), 615-630. doi:10.1016/s0377-2217(03)00061-4 es_ES
dc.description.references Ferreira, F. A. F., Jalali, M. S., Bento, P., Marques, C. S. E., & Ferreira, J. J. M. (2016). Enhancing individual entrepreneurial orientation measurement using a metacognitive decision making-based framework. International Entrepreneurship and Management Journal, 13(2), 327-346. doi:10.1007/s11365-016-0388-5 es_ES
dc.description.references Ferreira, F. A. F., Spahr, R. W., Sunderman, M. A., Banaitis, A., & Ferreira, J. J. M. (2016). A learning-oriented decision-making process for real estate brokerage service evaluation. Service Business, 11(3), 453-474. doi:10.1007/s11628-016-0315-4 es_ES
dc.description.references FERREIRA, F. A. F., JALALI, M. S., MEIDUTĖ-KAVALIAUSKIENĖ, I., & VIANA, B. A. C. P. (2015). A METACOGNITIVE DECISION MAKING BASED-FRAMEWORK FOR BANK CUSTOMER LOYALTY MEASUREMENT AND MANAGEMENT. Technological and Economic Development of Economy, 21(2), 280-300. doi:10.3846/20294913.2014.981764 es_ES
dc.description.references Ferreira, F. A. F., Marques, C. S. E., Bento, P., Ferreira, J. J. M., & Jalali, M. S. (2015). Operationalizing and measuring individual entrepreneurial orientation using cognitive mapping and MCDA techniques. Journal of Business Research, 68(12), 2691-2702. doi:10.1016/j.jbusres.2015.04.002 es_ES
dc.description.references Ferreira, F. A. F., Santos, S. P., Rodrigues, P. M. M., & Spahr, R. W. (2014). EVALUATING RETAIL BANKING SERVICE QUALITY AND CONVENIENCE WITH MCDA TECHNIQUES: A CASE STUDY AT THE BANK BRANCH LEVEL. Journal of Business Economics and Management, 15(1), 1-21. doi:10.3846/16111699.2012.673504 es_ES
dc.description.references Ferreira, J. J. M., Fernandes, C. I., & Ferreira, F. A. F. (2019). To be or not to be digital, that is the question: Firm innovation and performance. Journal of Business Research, 101, 583-590. doi:10.1016/j.jbusres.2018.11.013 es_ES
dc.description.references Filipe, M. N. M., Ferreira, F. A. F., & Santos, S. P. (2015). A multiple criteria information system for pedagogical evaluation and professional development of teachers. Journal of the Operational Research Society, 66(11), 1769-1782. doi:10.1057/jors.2014.129 es_ES
dc.description.references Grillo, C., Ferreira, F. A. F., Marques, C. S. E., & Ferreira, J. J. (2018). A knowledge-based innovation assessment system for small- and medium-sized enterprises: adding value with cognitive mapping and MCDA. Journal of Knowledge Management, 22(3), 696-718. doi:10.1108/jkm-08-2017-0332 es_ES
dc.description.references Herron, L., & Robinson, R. B. (1993). A structural model of the effects of entrepreneurial characteristics on venture performance. Journal of Business Venturing, 8(3), 281-294. doi:10.1016/0883-9026(93)90032-z es_ES
dc.description.references Jalali, M. S., Ferreira, F. A. F., Ferreira, J. J. M., & Meidutė-Kavaliauskienė, I. (2016). Integrating Metacognitive and Psychometric Decision-Making Approaches for Bank Customer Loyalty Measurement. International Journal of Information Technology & Decision Making, 15(04), 815-837. doi:10.1142/s0219622015500236 es_ES
dc.description.references Keeney, R. L. (1996). Value-focused thinking: Identifying decision opportunities and creating alternatives. European Journal of Operational Research, 92(3), 537-549. doi:10.1016/0377-2217(96)00004-5 es_ES
dc.description.references Klein, J. H., & Cooper, D. F. (1982). Cognitive Maps of Decision-Makers in a Complex Game. Journal of the Operational Research Society, 33(1), 63-71. doi:10.1057/jors.1982.7 es_ES
dc.description.references Kolvereid, L. (1992). Growth aspirations among Norwegian entrepreneurs. Journal of Business Venturing, 7(3), 209-222. doi:10.1016/0883-9026(92)90027-o es_ES
dc.description.references Kwahk, K.-Y., & Kim, Y.-G. (1999). Supporting business process redesign using cognitive maps. Decision Support Systems, 25(2), 155-178. doi:10.1016/s0167-9236(99)00003-2 es_ES
dc.description.references Ladeira, M. J. M., Ferreira, F. A. F., Ferreira, J. J. M., Fang, W., Falcão, P. F., & Rosa, Á. A. (2019). Exploring the determinants of digital entrepreneurship using fuzzy cognitive maps. International Entrepreneurship and Management Journal, 15(4), 1077-1101. doi:10.1007/s11365-019-00574-9 es_ES
dc.description.references Lima, G. Â. B. (2003). Interfaces entre a ciência da informação e a ciência cognitiva. Ciência da Informação, 32(1), 77-87. doi:10.1590/s0100-19652003000100008 es_ES
dc.description.references MARTINS, V. C. S., FILIPE, M. N. M., FERREIRA, F. A. F., JALALI, M. S., & ANTÓNIO, N. J. S. (2015). FOR SALE… BUT FOR HOW LONG? A METHODOLOGICAL PROPOSAL FOR ESTIMATING TIME-ON-THE-MARKET. International Journal of Strategic Property Management, 19(4), 309-324. doi:10.3846/1648715x.2015.1072746 es_ES
dc.description.references Montibeller, G., Belton, V., Ackermann, F., & Ensslin, L. (2008). Reasoning maps for decision aid: an integrated approach for problem-structuring and multi-criteria evaluation. Journal of the Operational Research Society, 59(5), 575-589. doi:10.1057/palgrave.jors.2602347 es_ES
dc.description.references Oliveira, M. D. N. T., Ferreira, F. A. F., Pérez-Bustamante Ilander, G. O., & Jalali, M. S. (2017). Integrating cognitive mapping and MCDA for bankruptcy prediction in small- and medium-sized enterprises. Journal of the Operational Research Society, 68(9), 985-997. doi:10.1057/s41274-016-0166-3 es_ES
dc.description.references Sandberg, W. R., & Hofer, C. W. (1987). Improving new venture performance: The role of strategy, industry structure, and the entrepreneur. Journal of Business Venturing, 2(1), 5-28. doi:10.1016/0883-9026(87)90016-4 es_ES
dc.description.references Shaw, D., Ackermann, F., & Eden, C. (2003). Approaches to sharing knowledge in group problem structuring. Journal of the Operational Research Society, 54(9), 936-948. doi:10.1057/palgrave.jors.2601581 es_ES
dc.description.references Sussan, F., & Acs, Z. J. (2017). The digital entrepreneurial ecosystem. Small Business Economics, 49(1), 55-73. doi:10.1007/s11187-017-9867-5 es_ES
dc.description.references Watson, W., Stewart, W. H., & BarNir, A. (2003). The effects of human capital, organizational demography, and interpersonal processes on venture partner perceptions of firm profit and growth. Journal of Business Venturing, 18(2), 145-164. doi:10.1016/s0883-9026(01)00082-9 es_ES
dc.description.references Zavadskas, E. K., & Turskis, Z. (2011). MULTIPLE CRITERIA DECISION MAKING (MCDM) METHODS IN ECONOMICS: AN OVERVIEW / DAUGIATIKSLIAI SPRENDIMŲ PRIĖMIMO METODAI EKONOMIKOJE: APŽVALGA. Technological and Economic Development of Economy, 17(2), 397-427. doi:10.3846/20294913.2011.593291 es_ES
dc.description.references Zavadskas, E. K., Turskis, Z., & Kildienė, S. (2014). STATE OF ART SURVEYS OF OVERVIEWS ON MCDM/MADM METHODS. Technological and Economic Development of Economy, 20(1), 165-179. doi:10.3846/20294913.2014.892037 es_ES


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