Efectos diferenciados de la adquisición de conocimiento digital y la digitalización en el desempeño de las empresas peruanas de servicios
Contenido principal del artículo
Resumen
La adquisición de conocimientos digitales se reconoce como un factor clave para la digitalización de las empresas y estas capacidades contribuyen a mejorar su desempeño. Los servicios empresariales intensivos en conocimiento desempeñan un
papel complementario en el apoyo a esta estrategia. Comprender cómo se implementan estos procesos en las economías en desarrollo y en empresas de distintos tamaños es especialmente relevante. Este artículo aporta evidencia empírica sobre la relación entre la adquisición de conocimiento digital, la digitalización y el rendimiento empresarial en las empresas de servicios del Perú. Con base en una regresión de mínimos cuadrados ordinarios de 2.834 empresas peruanas de servicios de la Encuesta Nacional de Empresas del 2019, el estudio identifica efectos diferenciados según el tamaño de la empresa. Los hallazgos muestran que la
combinación de capacitación en herramientas digitales y estrategias de digitalización produce efectos significativos en las ventas, especialmente en las microempresas, y en la productividad, principalmente en las empresas grandes. Además, las Pymes enfrentan grandes desafíos para convertir la digitalización en mejoras en ventas y productividad, debido a su menor madurez digital y a su énfasis estratégico limitado. El estudio también destaca las distintas contribuciones de los KIBS, en especial en relación con las microempresas. En el contexto de un país en desarrollo, donde las estrategias digitales aún están surgiendo, estos hallazgos
ayudan a distinguir sus efectos sobre la generación de ingresos por ventas y la productividad e identifican oportunidades tanto para la gestión empresarial como para el diseño de políticas que fomenten estas estrategias.
Detalles del artículo
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Acs, Z. J., Lafuente, E., & Szerb, L. (2022). A note on the configuration of the digital ecosystem in Latin America. TEC Empresarial, 16(1), 1-15. https://doi.org/10.18845/te.v16i1.5926
Argote, L., Lee, S., & Park, J. (2021). Organizational learning processes and outcomes: Major findings and future research directions. Management Science, 67(9), 5602–5629. https://doi.org/10.1287/mnsc.2020.3743
Asheim, B.T., Boschma, R., & Cooke, P. (2011). Constructing regional advantage: Platform policies based on related variety and differentiated knowledge bases. Regional Studies, 45(7), 893-904. https://doi.org/10.1080/00343404.2010.543126
Audretsch, D., & Belitski, M. (2023). The limits to open innovation and its impact on innovation performance. Technovation, 119, 102519. https://doi.org/10.1016/j.technovation.2022.102519
Balestrini, M., Castillo, A., Echeverry, I., Castro Blandón, C., Torrico, B., Mafla, J., Guzmán, M., Di Giovanni, L., Rojas, D., & Guillen, D. (2024). Economía del dato para pymes: claves para impulsar los negocios en la era digital y casos de uso en Latinoamérica. BID Lab / Banco Interamericano de Desarrollo. https://doi.org/10.18235/0013165
Barney, J.B. (2001). Resource-based theories of competitive advantage: a ten-year retrospective on the resource-based view. Journal of Management, 27(6), 643–650. https://doi.org/10.1016/S0149-2063(01)00115-5
Bayon, M. C., Lafuente, E., & Vaillant, Y. (2016). Human capital and the decision to exploit innovative opportunity. Management Decision, 54(7), 1615-1632. https://doi.org/10.1108/MD-04-2015-0130
Bharadwaj, A., El Sawy, O. A., Pavlou, P. A., & Venkatraman, N. (2013). Digital business strategy: Toward a next generation of insights. MIS Quarterly, 37(2), 471–482. https://doi.org/10.25300/MISQ/2013/37:2.3
Bogers, M., Chesbrough, H., & Moedas, C. (2018). Open innovation: Research, practices, and policies. California Management Review. 60(2), 5–16. https://doi.org/10.1177/0008125617745086
Bong, S.H., Lee, J., & Gil, Y. (2004). Effective team processes for technology internalization with special emphasis on knowledge management: successful late starter, Samsung case. International Journal of Technology Management, 27(1), 16-39.https://doi.org/10.1504/IJTM.2004.003879
Bustinza, O. F., Opazo-Basaez, M., & Tarba, S. (2021). Exploring the interplay between smart manufacturing and KIBS firms in configuring product-service innovation performance. Technovation, 118, 102258. https://doi.org/10.1016/j.technovation.2021.102258
Castro, R. Schmitt, V., & Aylas, E. (2022). Desempeño exportador de las KIBS desde una perspectiva de innovación, digitalización y bases de conocimiento diferenciado evidencias desde Perú. Ekonomiaz: Revista Vasca de Economía, 102, 192-217.
Cassiman, B., & Valentini, G. (2016). Open innovation: are inbound and outbound knowledge flows really complementary? Strategic Management Journal, 37(6), 1034–1046. https://doi.org/10.1002/smj.2375
Chatterjee, S., Moody, G., Lowry, P.B., Chakraborty, S., & Hardin, A. (2020). Information technology and organizational innovation: harmonious information technology affordance and courage-based actualization. The Journal of Strategic Information Systems, 29(1), 101596. https://doi.org/10.1016/j.jsis.2020.101596
Chesbrough, H. (2024). Twenty years of open innovation. MIT Sloan Management Review, 65(2), 1-3. Available in: https://sloanreview.mit.edu/article/twenty-years-of-open-innovation/
Cirera, X., Comin, D., Cruz, M., & Lee, J. (2021). The innovation paradox: Developing-country capabilities and the unrealized promise of technological catch-up. World Bank Group. http://documents.worldbank.org/curated/en/844101510122107327
Clemente-Almendros,J.A., Nicoara-Popescu, D., & Pastor-Sanz, I. (2024). Digital transformation in SMEs: Understanding its determinants and size heterogeneity. Technology in Society, 77, 102483. https://doi.org/10.1016/j.techsoc.2024.102483
Doloreux, D., Freel, M., & Shearmur, R. (2010). Knowledge-intensive business services: Geography and innovation. Ashgate Publishing, Ltd.
Escribá-Carda, N., Redondo-Cano, A., & Escribá-Moreno, M. Ángeles. (2024). Firms’ digital transformation and e-human resource management. A qualitative approach. TEC Empresarial, 18(3), 103-128. https://doi.org/10.18845/te.v18i3.7289
Fernandes, E., & Burcharth, A. (2024). Why traditional firms from the same industry reject digital transformation: Structural constraints of perception and attention. Long Range Planning, 57(2). https://doi.org/10.1016/j.lrp.2024.102426
Gardner, H.K. (2015). Teamwork and collaboration in professional service firms: Evolution, challenges, and opportunities. In: Empson, L., Muzio, D., Broschak, J., Hinings, B. (Eds.), The Oxford Handbook of Professional Service Firms. Oxford University Press, Oxford, pp. 374–402. https://doi.org/10.1093/oxfordhb/9780199682393.013.21
Gebauer, H., Paiola, M., Saccani, N., & Rapaccini, M. (2021). Digital servitization: crossing the perspectives of digitization and servitization. Industrial Marketing Management, 93, 382–388. https://doi.org/10.1016/j.indmarman.2020.05.011
Hall, R., & Andriani, P. (2003). Managing knowledge associated with innovation. Journal of Business Research, 56(2), 145-52. https://doi.org/10.1016/S0148-2963(01)00287-9
Hair, J.F., Black, W.C., Babin, B.J., Anderson, R.E., & Tatham, R.L. (2010). Multivariate data analysis, 7th Edition, Pearson.
Hanelt, A., Bohnsack, R., Marz, D., & Antunes, C. (2021). A systematic review of the literature on digital transformation: insights and implications for strategy and organizational change. Journal of Management Studies, 58(5), 1159–1197. https://doi.org/10.1111/joms.12639
Jensen, M., Johnson, B., Lorenz, E., & Lundvall, B.A. (2007). Forms of knowledge and modes of innovation. Research Policy, 36, 680–693. https://doi.org/10.1016/j.respol.2007.01.006
Kumar, R.R., Stauvermann, P.J., & Samitas, A. (2016). The effects of ICT on output per worker: a study of the Chinese economy. Telecommunications Policy, 40(2-3), 102–115. https://doi.org/10.1016/j.telpol.2015.06.004
Lafuente, E., Acs, Z. J., & Szerb, L. (2024). Analysis of the digital platform economy around the world: A network DEA model for identifying policy priorities. Journal of Small Business Management, 62(2), 847-891. https://doi.org/10.1080/00472778.2022.2100895
Lafuente, E., Araya, M., & Leiva, J. C. (2022). Assessment of local competitiveness: A composite indicator analysis of Costa Rican counties using the ‘Benefit of the Doubt’ model. Socio-Economic Planning Sciences, 81, 100864. https://doi.org/10.1016/j.seps.2020.100864
Lafuente, E., Bayo-Moriones, A., & García-Cestona, M. (2010). ISO-9000 certification and ownership structure: Effects upon firm performance. British Journal of Management, 21(3), 649-665. https://doi.org/10.1111/j.1467-8551.2009.00660.x
Lafuente, E., & Sallan, J. M. (2024). Digitally powered solution delivery: The use of IoT and AI for transitioning towards a solution business model. International Journal of Production Economics, 277, 109383. https://doi.org/10.1016/j.ijpe.2024.109383
Lafuente, E., Szerb, L., & Rideg, A. (2020). A system dynamics approach for assessing SMEs’ competitiveness. Journal of Small Business and Enterprise Development, 27(4), 555-578. https://doi.org/10.1108/JSBED-06-2019-0204
Lafuente, E. & Vaillant, Y. (2023). Greater co-innovation and innovation efficiency through greening. Journal of Cleaner Production, 428. https://doi.org/10.1016/j.jclepro.2023.139516
Lafuente, E., Vaillant, Y., & Leiva, J.C. (2018). Sustainable and traditional product innovation without scale and experience, but only for KIBS!. Sustainability, 10(4), 1169. https://doi.org/10.3390/su10041169
Lafuente, E., Vaillant, Y., & Rabetino, R. (2023). Digital disruption of optimal co-innovation configurations. Technovation, 125,102772. https://doi.org/10.1016/j.technovation.2023.102772
Lafuente, E., Vaillant, Y., & Vendrell-Herrero, F. (2017). Territorial servitization: Exploring the virtuous circle connecting knowledge-intensive services and new manufacturing businesses. International Journal of Production Economics, 192, 19-28. https://doi.org/10.1016/j.ijpe.2016.12.006
Lee, J., & Berente, N. (2012). Digital innovation and the division of innovative labor: digital controls in the automotive industry. Organization Science, 23(5), 1213–1522. https://doi.org/10.1287/orsc.1110.0707
Li, L., Su, F., Zhang, W., & Mao, J. Y. (2018). Digital transformation by SME entrepreneurs: A capability perspective. Information Systems Journal, 28(6), 1129–1157. https://doi.org/10.1111/isj.12153
Lin, H.-F., & Lee, G.-G. (2005). Impact of organizational learning and knowledge management factors on e-business adoption. Management Decision, 43(2), 171–188. https://doi.org/10.1108/00251740510581902
Liu, Y., Dong, J., Mei, L., & Shen, R. (2023). Digital innovation and performance of manufacturing firms: an affordance perspective. Technovation, 102458. https://doi.org/10.1016/j.technovation.2022.102458
March, J. G. (1991). Exploration and exploitation in organizational learning. Organization Science, 2(1), 71–87. https://doi.org/10.1287/orsc.2.1.71
Miles, I. (2005). Knowledge-intensive business services: Prospects and policies. Foresight, 7(6), 39–63. https://doi.org/10.1108/14636680510630939
Myers, R.H. (1990). Classical and modern regression with applications, 2nd ed. Duxbury Press.
Nambisan, S., Wright, M., & Feldman, M. (2019). The digital transformation of innovation and entrepreneurship: Progress, challenges, and key themes. Research Policy, 48(8), 103773. https://doi.org/10.1016/j.respol.2019.03.018
Novella, R., & Rosas-Shady, D. (2022). Talento digital en el Perú 2022: ¿qué demanda el mercado laboral?: resultados de una muestra de empresas líderes. https://doi.org/10.18235/0004400
Opazo-Basáez, M., Vendrell-Herrero, F., Bustinza, O. F., Vaillant, Y., & Marić, J. (2023). Is digital transformation equally attractive to all manufacturers? Contextualizing the operational and customer benefits of smart manufacturing. International Journal of Physical Distribution & Logistics Management, 53(4), 489-511. https://doi.org/10.1108/IJPDLM-12-2021-0538
Opazo Basáez, M., Vendrell-Herrero, F., Bustinza, O.F., & Raddats, C. (2024). Guest editorial: Digital service innovation: ontology, context and theory. Journal of Service Management, 35(2), 129-140. https://doi.org/10.1108/JOSM-03-2024-498
Porter, M. E., & Heppelmann, J. E. (2014). How smart, connected products are transforming competition. Harvard Business Review, 92(11), 64–88.
Rapaccini, M., Paiola, M., Cinquini, L., & Gianetti, R. (2023). Digital servitization journey in small- and medium-sized enterprises: the contribution of knowledge-intensive business firms. Journal of Business & Industrial Marketing, 38(6), 1362-1375. https://doi.org/10.1108/JBIM-01-2022-0008
Ribeiro-Navarrete, S., Botella-Carrubi, D., Palacios-Marques, D., & Orero-Blat, M. (2021). The effect of digitalization on business performance: an applied study of KIBS. Journal of Business Research, 126, 319–326. https://doi.org/10.1016/j.jbusres.2020.12.065
Ritter, T., & Pedersen, C. L. (2020). Digitization capability and the digitalization of business models in business-to business firms: Past, present, and future. Industrial Marketing Management, 86, 180–190. https://doi.org/10.1016/j.indmarman.2019.11.019
Rojas-Segura, J., Faith-Vargas, M., & Martínez-Villavicencio, J. (2023). Conceptualizing digital transformation using semantic decomposition. TEC Empresarial, 17(3), 63-75. https://doi.org/10.18845/te.v17i3.6850
Sanders, N. (2007). An empirical study of the impact of e-business technologies on organizational collaboration and performance. Journal of Operations Management, 25(6), 1332-1347. https://doi.org/10.1016/j.jom.2007.01.008
Sebastian, I. M., Ross, J. W., Beath, C. M., Mocker, M., Moloney, K. G., & Fonstad, N. O. (2017). How big old companies navigate digital transformation. MIS Quarterly Executive, 16(3), 197–213. https://aisel.aisnet.org/misqe/vol16/iss3/6
Seclen-Luna, J. P., & Barrutia-Güenaga, J. (2018). KIBS and innovation in machine tool manufacturers. Evidence from the Basque Country. International Journal of Business Environment, 10(2), 112–131. https://doi.org/10.1504/IJBE.2018.095808
Seclen-Luna, J.P., Castro-Vergara, R., & López-Valladares, H. (2022a). The effect of the use of digital technologies on firm’s performance in a developing country. Are there differences between creative and manufacturing industries? International Journal of Information Systems and Project Management, 10(1), 79-91. https://doi.org/10.12821/ijispm100104
Seclen-Luna, J.P., Moya-Fernández, P., Barrutia, J., & Ferruci, L. (2022b). Innovation in micro firms builders of machine tool? Effects of T-KIBS on technological and non-technological innovations. Revista Brasileira de Gestão de Negócios, 24(1), 144–158. https://doi.org/10.7819/rbgn.v24i1.4163
Seclen-Luna, J.P., Alvarez-Salazar, J., Cancino, C., & Schmitt, V.G.H. (2024). The effects of innovations on Peruvian companies’ sales: the mediating role of KIBS. Technovation, 129, 102877. https://doi.org/10.1016/j.technovation.2023.102877
Seclen-Luna, J.P., Fernández-Olmos, M. & Paz-Aparicio, C. (2025). A simultaneous relationship between digitalization and servitization? An application to Spanish importer manufacturing firms. Journal of Enterprise Information Management. https://doi.org/10.1108/JEIM-04-2024-0197
Sestino, A., Prete, M.I., Piper, L., & Guido, G. (2020). Internet of Things and Big Data as enablers for business digitalization strategies. Technovation, 98, 102173. https://doi.org/10.1016/j.technovation.2020.102173
Sørensen, J., & Stuart, T. (2000). Aging, obsolescence, and organizational innovation. Administrative Science Quarterly, 45(1), 81–112. https://doi.org/10.2307/2666980
Spinelli, R., Dyerson, R., & Harindranath, G. (2013). IT readiness in small firms. Journal of Small Business and Enterprise Development, 20(4), 807-823. https://doi.org/10.1108/JSBED-01-2012-0012
Szerb, L., Lafuente, E., Horváth, K., & Páger, B. (2019). The relevance of quantity and quality entrepreneurship for regional performance: The moderating role of the entrepreneurial ecosystem. Regional Studies, 53(9), 1308-1320. https://doi.org/10.1080/00343404.2018.1510481
Teece, D. J. (2020). Hand in glove: Open innovation and the dynamic capabilities framework. Strategic Management Review, 1(2), 233–253. https://doi.org/10.1561/111.00000010
Vaillant, Y., Lafuente, E., Horváth, K., & Vendrell-Herrero, F. (2021). Regions on course for the fourth industrial revolution: The role of a strong indigenous T-KIBS sector. Regional Studies, 55(10–11), 1816–1828. https://doi.org/10.1080/00343404.2021.1899157
Vaillant, Y., & Lafuente, E. (2024). Digital versus non-digital servitization for environmental and non-financial performance benefits. Journal of Cleaner Production, 450, 142078. https://doi.org/10.1016/j.jclepro.2024.142078
Vaillant, Y., Lafuente, E., & Vendrell-Herrero, F. (2025). AI platforms as cooperation enablers favoring the development of strategic situating capabilities within solution delivery ecosystems. Journal of Product Innovation Management, in press, https://doi.org/10.1111/jpim.12807
Vendrell-Herrero, F., Molina-Fernández, L.M., & Bustinza, O.F. (2023). Challenging the knowledge resources complementarity hypothesis: a counterexample. Knowledge Management Research & Practice, 21(3), 551–565. https://doi.org/10.1080/14778238.2021.1967215
Vendrell-Herrero, F., Para-González, L., Mascaraque-Ramírez, C., & Freixanet, J. (2024). The order of the factors matters: How digital transformation and servitization integrate more efficiently. International Journal of Production Economics, 271, 109228. https://doi.org/10.1016/j.ijpe.2024.109228
Vial, G. (2019). Understanding digital transformation: A review and a research agenda. Journal of Strategic Information Systems, 28(2), 118–144. https://doi.org/10.1016/j.jsis.2019.01.003
Wang, Y.-C., Phillips, F., & Yang, C.(2021). Bridging innovation and commercialization to create value: An open innovation study. Journal of Business Research, 123, 255–266. https://doi.org/10.1016/j.jbusres.2020.09.052
Wechsler, S., Saiz, C., Rivas, S., Vendramini, C., Almeida, L., Mundim, M., & Franco, A. (2018). Creative and critical thinking: Independent or overlapping components? Thinking Skills and Creativity, 27, 114–122. https://doi.org/10.1016/j.tsc.2017.12.003
Xia, Y., & Zhang, G. (2010). The impact of the online channel on retailers’ performances: An empirical evaluation. Decision Sciences, 41(3), 517-546. https://doi.org/10.1111/j.1540-5915.2010.00279.x
Zhu, K., Kraemer, K., & Xu, S. (2004). Electronic business adoption by European firms: a cross-country assessment of the facilitators and inhibitors. European Journal of Information Systems, 12(4), 251–268. https://doi.org/10.1057/palgrave.ejis.3000475
