How to cite this paper
Quispe, A., Churampi-Cangalaya, R., Perez, F., Matos, T., Chuquin-Berrios, J., Mustto, V., Ninahuaman, J & Aquino, U. (2026). From physical records to the digital environment: The impact of digital transformation on the job performance of healthcare workers.International Journal of Data and Network Science, 10(2), 547-556.
References
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Behera, R.K., Rehman, A., Islam, M.S., Abbasi, F.A., & Imtiaz, A. (2024). Intelligent machines as information and communication technology and their influence on sustainable marketing practices for beneficial impact on business performance: A conceptual framework. Journal of Cleaner Production, 475, 143676. https://doi.org/10.1016/J.JCLEPRO.2024.143676
Buenrostro, H.E., & Hernández, M. del C. (2019). The incorporation of ICTs in companies. Factors of the digital divide in SMEs in Aguascalientes. Economics: Theory and Practice, 27(50), 101–124. https://doi.org/10.24275/ETYPUAM/NE/502019/BUENROSTRO
Cepeda-Carrión, G., & Roldán Salgueiro, J. L. (2004). Aplicando en la práctica la técnica PLS en la administración de empresas.
Chiavenato, I. (2009). Treinamento E Desenvolvimento De Recursos Humanos-Como Incrementar Talentos Na Empresa PDF.
Churampi-Cangalaya, RL, Inga-ávila, MF, Huamán-Pérez, F., Peña-Rojas, AC, Churampi-Cangalaya, JJ, & Ulloa-Ni- Nahuaman, J. (2023). Digital government, institutional development and public higher education. International Journal of Data and Network Science, 7(2), 865–872.
Coronel, N., & Aquino, PA (2022). Characteristics of ICT integration in the administrative management of medium-sized commercial companies in the city of Pilar, 2022. Ciencia Latina Multidisciplinary Scientific Journal, 6(6), 1066–1083. https://doi.org/10.37811/cl_rcm.v6i6.3603
Delgado, T. (2020). Taxonomy of digital transformation. Cuban Journal of Digital Transformation, 1(1).
Dwi, R., Hannafi, K., Bagus, L., Haryanto, T., Erlando, A., Sarmidi, T., Vionita, F., Shah, M., Sethi, N., & Sylviana, W. (2024). Information communication technology and manufacturing industry exports based on technology intensity in OECD and non- OECD countries. Research in Globalization, 8, 100228.
Ellström, D., Holtström, J., Berg, E., & Josefsson, C. (2022). Dynamic capabilities for digital transformation. Journal of Strategy and Management, 15(2), 272–286. https://doi.org/10.1108/jsma-04-2021-0089
Escorcia, JH, Zuluaga-Ortiz, RA, Barrios-Miranda, DA, & Delahoz-Dominguez, EJ (2022). Information and Communication Technologies ( ICT ) in the processes of distribution and use of knowledge in Higher Education Institutions (HEIs). Proceeding Computer Science, 198, 644–649. https://doi.org/10.1016/J.PROCS.2021.12.300
Escobedo Portillo, M. T., Hernández Gómez, J. A., Estebané Ortega, V., & Martínez Moreno, G. (2016). Modelos de ecuaciones estructurales: Características, fases, construcción, aplicación y resultados. Ciencia & trabajo, 18(55), 16-22.
Feliciano-Cestero, M.M., Ameen, N., Kotabe, M., Paul, J., & Signoret, M. (2023). Is digital transformation threatened ? A systematic literature review of the factors influencing firms ' digital transformation and internationalization . Journal of Business Research, 157. https://doi.org/10.1016/J.JBUSRES.2022.113546
Fraser, J. M. (1994). Information and communication technology and business organization. Telematics and Informatics, 11 (3), 217–223. https://doi.org/10.1016/0736-5853(94)90007-8
Fornell, C., & Larcker, D. F. (1981). Evaluating structural equation models with unobservable variables and measurement error. Journal of marketing research, 18(1), 39-50.
García-Ramos, A. (2017). Antonio Alaminos Chica, Francisco José Francés García, Clemente Penalva Verdú, and Óscar Antonio Santacreu Fernández. Introduction to structural models in social research. OBETS. Journal of Social Sciences, 12(1), 193. https://doi.org/10.14198/obets2017.12.1.08
Godoy Pereyra, Y. R. (2024). Use of digital transformation in job performance. Revista InveCom, 4(2). https://doi.org/10.5281/ZENODO.10652439
Hair Jr, J. F., Hult, G. T. M., Ringle, C. M., Sarstedt, M., Danks, N. P., & Ray, S. (2021). An introduction to structural equation modeling. In Partial least squares structural equation modeling (PLS-SEM) using R: a workbook (pp. 1-29). Cham: Springer International Publishing.
Inga-Ávila, M., Churampi-Cangalaya, R., Inga-Aliaga, M., Rodríguez-Giraldez, W., & Vicente-Ramos, W. (2022). influence of people, processes and technology on business strategy in small enterprise in a Covid 19 environment. International Journal of Data and Network Science, 6(3), 779–786. https://doi.org/10.5267/j.ijdns.2022.3.003
Inga-Ávila, MF, Churampi-Cangalaya, RL, Inga-Aliaga, MA, Vicente-Ramos, W., & Rodríguez-Giráldez, W. (2023). value generation and knowledge management in Peruvian microenterprises. Uncertain Supply Chain Management, 11(2), 743–754. https://doi.org/10.5267/j.uscm.2023.1.006
Inga-Ávila, MF, Churampi-Cangalaya, RL, Ulloa- Ninahuamán, J., Inga-Ávila, JL, Uribe-Hinostroza, M., Inga-Aliaga, M. Á., & Huamán-Pérez, F. (2023). Digital transformation and competitiveness in Peruvian small business. International Journal of Data and Network Science, 7 (4), 1797–1804. https://doi.org/10.5267/j.ijdns.2023.7.012
Kumar, S., Goel, U., Joshi, P., & Johri, A. (2024). Factors affecting Information & Communication Technology ( ICT ) adoption among MSMEs. Journal of Open Innovation: Technology, Market, and Complexity, 10(1), 100205. https://doi.org/10.1016/J.JOITMC.2023.100205
Leonardo, C., & Ramon, W. (2023). Digital transformation and opportunities for improvement in companies in the productive sector in the metropolitan area of Cúcuta. Faculty of Engineering, Universidad Libre Seccional Cúcuta, 1–20.
Llorente, & Cuenca. (2016). UNO24 ( d+i developing ideas, Ed.; First).
Chicaiza, P., Chango, M., Corella, M., & Guizado, D. (2022). Digital transformation in companies: a conceptual review. No. CININGEC II, 7, 2022. https://doi.org/10.5281/zenodo.7726439
Medrano, L. A., & Muñoz Navarro, R. (2017). Conceptual and practical approach to structural equations modeling. Revista Digital de Investigación en Docencia Universitaria. 11(1), 219–239. https://doi.org/10.19083/RIDU.11.486
Mercedes, D., Jirón, Á., María, L., & Riobóo, D. (2022). Structural equation models (SEM) and their application in education. Revista Ciencia y Tecnología El Higo, 12 (1), 28–41. https://doi.org/10.5377/ELHIGO.V12I1.14524
Miranda-Torrez, J. (2023). Digital transformation. Revista Estrategia Organizacional, 12(2), 109–135. https://doi.org/10.22490/25392786.6791
Meyer, J. P., & Allen, N. J. (2001). Organizational commitment. Personnel psychology and human resource management: A reader for students and practitioners, 289, 342.
Nguyen, T., Vu, N., Pham, T., Ramsawak, R., & Nguyen, N. (2024). Re-examining the effects of information and communication technology on economic growth. Technology in Society, 78, 102646. https://doi.org/10.1016/J.TECHSOC.2024.102646
Nieto, B. G. (2018). Fundamentos de la publicidad. Alpha Editorial.
Norabuena, CH, Huamán, AP, & Ramirez, EH (2020). Structural Equation Model (With PLS estimation) based on service quality and customer loyalty of Peruvian Rural Savings Banks. Administrative Sciences, 18, 081. https://doi.org/10.24215/23143738E081
Nunnally, J. C. (1978). An overview of psychological measurement. Clinical diagnosis of mental disorders: A handbook, 97-146.
Ocampo, J. A. (2017). Commodity-led development in Latin America. In Alternative pathways to sustainable development: Lessons from Latin America (pp. 51-76). Brill Nijhoff.
Pacheco, D., & Rodríguez, R. (2019). Ict as a competitive strategy in business Management. Journal of Research in Management Sciences ENFOQUES, 3, 286–298. https://books.google.com.pe/books?id=2pqwKkqxxosC
Palacios-Serna, L.I., Cortez- Chavez, C.V., Cueva-Urra, M.A., & Ramírez Ramírez, W. (2024). Recognition of job performance as a managerial principle in organizational leadership. Revista de Ciencias Sociales, 30(1), 470–484. https://doi.org/10.31876/RCS.V30I1.41668
Palos-Sánchez, P. R., Baena-Luna, P., García-Ordaz, M., & Martínez-López, F. J. (2023). Digital transformation and local government response to the COVID-19 pandemic: An assessment of its impact on the sustainable development goals. Sage Open, 13(2), 21582440231167343.
Rasheed, M.Q., Yuhuan, Z., Ahmed, Z., Haseeb, A., & Saud, S. (2024). Information communication technology, economic growth, natural resources, and renewable energy Production: Evaluating the asymmetric and symmetric impacts of artificial intelligence in robotics and innovative economies. Journal of Cleaner Production, 447, 141466. https://doi.org/10.1016/J.JCLEPRO.2024.141466
Robbins, S. P., & Judge, T. (2009). Organizational behavior. Pearson South Africa.
Roncha, J., & Echevarría, S. (2017). Importance of ICTs in the business environment. Ciencia La Salle.
Serrat, O. (2021). Information and Communication Technology in Organizations: Impacts and Implications . https://www.researchgate.net/publication/350517727
Sun, T., & Wang, X. (2023). Adoption of financial inclusion in a world of depleting natural resources: The importance of information and communication technology in emerging economies. Resources Policy, 85, 103901. https://doi.org/10.1016/J.RESOURPOL.2023.103901
Teresa, M., Portillo, E., Andrés Hernández Gómez, J., Ortega, V.E., & Moreno, G.M. (2016). Structural equation models: Characteristics, phases, construction, application and results. Science & Work, 18(55), 16–22. https://doi.org/10.4067/S0718-24492016000100004
Vargas, T., & Mora-Esquivel, R. (2017). sample sizes using structural equation modeling with Latent variables: A practical method. https://doi.org/10.15517/aie.v17i1.27294
Vasquez, EF (2021). Critical factors for the adoption of ICTs in micro and small industrial enterprises. Industrial Data, 24 ( 2), 273–292. https://doi.org/10.15381/IDATA.V24I2.20736
Verastegui, LL, & Rojas, C. (2020). Characterization of ICTs in Peruvian companies. Global Business Administration Journal, 3(1), 18–24. https://doi.org/10.31381/gbaj.v3i1.2299
Warner, K. S., & Wäger, M. (2019). Building dynamic capabilities for digital transformation: An ongoing process of strategic renewal. Long range planning, 52(3), 326-349.
Williams, H. M., Parker, S. K., & Turner, N. (2010). Proactively performing teams: The role of work design, transformational leadership, and team composition. Journal of Occupational and Organizational Psychology, 83(2), 301-324.
Zheng, Y., & Zhang, Q. (2023). Digital transformation, corporate social responsibility and green technology innovation - based on empirical evidence of listed Companies in China. Journal of Cleaner Production, 424. https:// doi.org /10.1016/ J.JCLEPRO.2023.138805
Behera, R.K., Rehman, A., Islam, M.S., Abbasi, F.A., & Imtiaz, A. (2024). Intelligent machines as information and communication technology and their influence on sustainable marketing practices for beneficial impact on business performance: A conceptual framework. Journal of Cleaner Production, 475, 143676. https://doi.org/10.1016/J.JCLEPRO.2024.143676
Buenrostro, H.E., & Hernández, M. del C. (2019). The incorporation of ICTs in companies. Factors of the digital divide in SMEs in Aguascalientes. Economics: Theory and Practice, 27(50), 101–124. https://doi.org/10.24275/ETYPUAM/NE/502019/BUENROSTRO
Cepeda-Carrión, G., & Roldán Salgueiro, J. L. (2004). Aplicando en la práctica la técnica PLS en la administración de empresas.
Chiavenato, I. (2009). Treinamento E Desenvolvimento De Recursos Humanos-Como Incrementar Talentos Na Empresa PDF.
Churampi-Cangalaya, RL, Inga-ávila, MF, Huamán-Pérez, F., Peña-Rojas, AC, Churampi-Cangalaya, JJ, & Ulloa-Ni- Nahuaman, J. (2023). Digital government, institutional development and public higher education. International Journal of Data and Network Science, 7(2), 865–872.
Coronel, N., & Aquino, PA (2022). Characteristics of ICT integration in the administrative management of medium-sized commercial companies in the city of Pilar, 2022. Ciencia Latina Multidisciplinary Scientific Journal, 6(6), 1066–1083. https://doi.org/10.37811/cl_rcm.v6i6.3603
Delgado, T. (2020). Taxonomy of digital transformation. Cuban Journal of Digital Transformation, 1(1).
Dwi, R., Hannafi, K., Bagus, L., Haryanto, T., Erlando, A., Sarmidi, T., Vionita, F., Shah, M., Sethi, N., & Sylviana, W. (2024). Information communication technology and manufacturing industry exports based on technology intensity in OECD and non- OECD countries. Research in Globalization, 8, 100228.
Ellström, D., Holtström, J., Berg, E., & Josefsson, C. (2022). Dynamic capabilities for digital transformation. Journal of Strategy and Management, 15(2), 272–286. https://doi.org/10.1108/jsma-04-2021-0089
Escorcia, JH, Zuluaga-Ortiz, RA, Barrios-Miranda, DA, & Delahoz-Dominguez, EJ (2022). Information and Communication Technologies ( ICT ) in the processes of distribution and use of knowledge in Higher Education Institutions (HEIs). Proceeding Computer Science, 198, 644–649. https://doi.org/10.1016/J.PROCS.2021.12.300
Escobedo Portillo, M. T., Hernández Gómez, J. A., Estebané Ortega, V., & Martínez Moreno, G. (2016). Modelos de ecuaciones estructurales: Características, fases, construcción, aplicación y resultados. Ciencia & trabajo, 18(55), 16-22.
Feliciano-Cestero, M.M., Ameen, N., Kotabe, M., Paul, J., & Signoret, M. (2023). Is digital transformation threatened ? A systematic literature review of the factors influencing firms ' digital transformation and internationalization . Journal of Business Research, 157. https://doi.org/10.1016/J.JBUSRES.2022.113546
Fraser, J. M. (1994). Information and communication technology and business organization. Telematics and Informatics, 11 (3), 217–223. https://doi.org/10.1016/0736-5853(94)90007-8
Fornell, C., & Larcker, D. F. (1981). Evaluating structural equation models with unobservable variables and measurement error. Journal of marketing research, 18(1), 39-50.
García-Ramos, A. (2017). Antonio Alaminos Chica, Francisco José Francés García, Clemente Penalva Verdú, and Óscar Antonio Santacreu Fernández. Introduction to structural models in social research. OBETS. Journal of Social Sciences, 12(1), 193. https://doi.org/10.14198/obets2017.12.1.08
Godoy Pereyra, Y. R. (2024). Use of digital transformation in job performance. Revista InveCom, 4(2). https://doi.org/10.5281/ZENODO.10652439
Hair Jr, J. F., Hult, G. T. M., Ringle, C. M., Sarstedt, M., Danks, N. P., & Ray, S. (2021). An introduction to structural equation modeling. In Partial least squares structural equation modeling (PLS-SEM) using R: a workbook (pp. 1-29). Cham: Springer International Publishing.
Inga-Ávila, M., Churampi-Cangalaya, R., Inga-Aliaga, M., Rodríguez-Giraldez, W., & Vicente-Ramos, W. (2022). influence of people, processes and technology on business strategy in small enterprise in a Covid 19 environment. International Journal of Data and Network Science, 6(3), 779–786. https://doi.org/10.5267/j.ijdns.2022.3.003
Inga-Ávila, MF, Churampi-Cangalaya, RL, Inga-Aliaga, MA, Vicente-Ramos, W., & Rodríguez-Giráldez, W. (2023). value generation and knowledge management in Peruvian microenterprises. Uncertain Supply Chain Management, 11(2), 743–754. https://doi.org/10.5267/j.uscm.2023.1.006
Inga-Ávila, MF, Churampi-Cangalaya, RL, Ulloa- Ninahuamán, J., Inga-Ávila, JL, Uribe-Hinostroza, M., Inga-Aliaga, M. Á., & Huamán-Pérez, F. (2023). Digital transformation and competitiveness in Peruvian small business. International Journal of Data and Network Science, 7 (4), 1797–1804. https://doi.org/10.5267/j.ijdns.2023.7.012
Kumar, S., Goel, U., Joshi, P., & Johri, A. (2024). Factors affecting Information & Communication Technology ( ICT ) adoption among MSMEs. Journal of Open Innovation: Technology, Market, and Complexity, 10(1), 100205. https://doi.org/10.1016/J.JOITMC.2023.100205
Leonardo, C., & Ramon, W. (2023). Digital transformation and opportunities for improvement in companies in the productive sector in the metropolitan area of Cúcuta. Faculty of Engineering, Universidad Libre Seccional Cúcuta, 1–20.
Llorente, & Cuenca. (2016). UNO24 ( d+i developing ideas, Ed.; First).
Chicaiza, P., Chango, M., Corella, M., & Guizado, D. (2022). Digital transformation in companies: a conceptual review. No. CININGEC II, 7, 2022. https://doi.org/10.5281/zenodo.7726439
Medrano, L. A., & Muñoz Navarro, R. (2017). Conceptual and practical approach to structural equations modeling. Revista Digital de Investigación en Docencia Universitaria. 11(1), 219–239. https://doi.org/10.19083/RIDU.11.486
Mercedes, D., Jirón, Á., María, L., & Riobóo, D. (2022). Structural equation models (SEM) and their application in education. Revista Ciencia y Tecnología El Higo, 12 (1), 28–41. https://doi.org/10.5377/ELHIGO.V12I1.14524
Miranda-Torrez, J. (2023). Digital transformation. Revista Estrategia Organizacional, 12(2), 109–135. https://doi.org/10.22490/25392786.6791
Meyer, J. P., & Allen, N. J. (2001). Organizational commitment. Personnel psychology and human resource management: A reader for students and practitioners, 289, 342.
Nguyen, T., Vu, N., Pham, T., Ramsawak, R., & Nguyen, N. (2024). Re-examining the effects of information and communication technology on economic growth. Technology in Society, 78, 102646. https://doi.org/10.1016/J.TECHSOC.2024.102646
Nieto, B. G. (2018). Fundamentos de la publicidad. Alpha Editorial.
Norabuena, CH, Huamán, AP, & Ramirez, EH (2020). Structural Equation Model (With PLS estimation) based on service quality and customer loyalty of Peruvian Rural Savings Banks. Administrative Sciences, 18, 081. https://doi.org/10.24215/23143738E081
Nunnally, J. C. (1978). An overview of psychological measurement. Clinical diagnosis of mental disorders: A handbook, 97-146.
Ocampo, J. A. (2017). Commodity-led development in Latin America. In Alternative pathways to sustainable development: Lessons from Latin America (pp. 51-76). Brill Nijhoff.
Pacheco, D., & Rodríguez, R. (2019). Ict as a competitive strategy in business Management. Journal of Research in Management Sciences ENFOQUES, 3, 286–298. https://books.google.com.pe/books?id=2pqwKkqxxosC
Palacios-Serna, L.I., Cortez- Chavez, C.V., Cueva-Urra, M.A., & Ramírez Ramírez, W. (2024). Recognition of job performance as a managerial principle in organizational leadership. Revista de Ciencias Sociales, 30(1), 470–484. https://doi.org/10.31876/RCS.V30I1.41668
Palos-Sánchez, P. R., Baena-Luna, P., García-Ordaz, M., & Martínez-López, F. J. (2023). Digital transformation and local government response to the COVID-19 pandemic: An assessment of its impact on the sustainable development goals. Sage Open, 13(2), 21582440231167343.
Rasheed, M.Q., Yuhuan, Z., Ahmed, Z., Haseeb, A., & Saud, S. (2024). Information communication technology, economic growth, natural resources, and renewable energy Production: Evaluating the asymmetric and symmetric impacts of artificial intelligence in robotics and innovative economies. Journal of Cleaner Production, 447, 141466. https://doi.org/10.1016/J.JCLEPRO.2024.141466
Robbins, S. P., & Judge, T. (2009). Organizational behavior. Pearson South Africa.
Roncha, J., & Echevarría, S. (2017). Importance of ICTs in the business environment. Ciencia La Salle.
Serrat, O. (2021). Information and Communication Technology in Organizations: Impacts and Implications . https://www.researchgate.net/publication/350517727
Sun, T., & Wang, X. (2023). Adoption of financial inclusion in a world of depleting natural resources: The importance of information and communication technology in emerging economies. Resources Policy, 85, 103901. https://doi.org/10.1016/J.RESOURPOL.2023.103901
Teresa, M., Portillo, E., Andrés Hernández Gómez, J., Ortega, V.E., & Moreno, G.M. (2016). Structural equation models: Characteristics, phases, construction, application and results. Science & Work, 18(55), 16–22. https://doi.org/10.4067/S0718-24492016000100004
Vargas, T., & Mora-Esquivel, R. (2017). sample sizes using structural equation modeling with Latent variables: A practical method. https://doi.org/10.15517/aie.v17i1.27294
Vasquez, EF (2021). Critical factors for the adoption of ICTs in micro and small industrial enterprises. Industrial Data, 24 ( 2), 273–292. https://doi.org/10.15381/IDATA.V24I2.20736
Verastegui, LL, & Rojas, C. (2020). Characterization of ICTs in Peruvian companies. Global Business Administration Journal, 3(1), 18–24. https://doi.org/10.31381/gbaj.v3i1.2299
Warner, K. S., & Wäger, M. (2019). Building dynamic capabilities for digital transformation: An ongoing process of strategic renewal. Long range planning, 52(3), 326-349.
Williams, H. M., Parker, S. K., & Turner, N. (2010). Proactively performing teams: The role of work design, transformational leadership, and team composition. Journal of Occupational and Organizational Psychology, 83(2), 301-324.
Zheng, Y., & Zhang, Q. (2023). Digital transformation, corporate social responsibility and green technology innovation - based on empirical evidence of listed Companies in China. Journal of Cleaner Production, 424. https:// doi.org /10.1016/ J.JCLEPRO.2023.138805