Submitted:
27 January 2026
Posted:
28 January 2026
You are already at the latest version
Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Justification for the Use of the MLP Compared to Other Approaches
2.2. Variables and Their Conceptual Foundation
2.3. Detailed Model Architecture
2.4. Justification of Sample Size and Its Suitability for the Neural Model
2.5. Methodological Rationale for Model Parameter Selection
3. Results
3.1. Validation of the Neural Network Model
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Data Availability Statement
Conflicts of Interest
Abbreviations
| MiPymes | Micro, Pequeñas y Medianas Empresas |
| ODS | Objetivos de Desarrollo Sostenible |
| MLP | Perceptrón Multicapa |
| IBM SPSS | Statistical Package for the Social Sciences |
| RNA | Red Neuronal Artificial |
| AUC | Área Bajo la Curva |
| ROC | Receiver Operating Characteristic |
| CSR | Corporate Social Responsibility |
| SMEs | Small and Medium Enterprises |
| MSMEs | Micro, Small and Medium Enterprises |
References
- Madden, K.; Scaife, W.; Crissman, K. How and why small to medium size enterprises (SMEs) engage with their communities: An Australian study. Int. J. Nonprofit Volunt. Sect. Mark. 2006, 11, 49–60. Available online: https://onlinelibrary.wiley.com/doi/abs/10.1002/nvsm.40. [CrossRef]
- Pathak, X.; Pathak-Shelat, M. Sentiment analysis of virtual brand communities for effective tribal marketing. J. Res. Interact. Mark. 2017, 11, 16–38. [Google Scholar] [CrossRef]
- Ruiz, D.F.; González, M.D.L.O.B. Turismo y desarrollo sostenible. El caso de Punta Umbría. Rev. Estud. Empres. 2008, 2, 4–23. Available online: https://revistaselectronicas.ujaen.es/index.php/REE/article/view/363.
- Schultz, D.E.; Peltier, J. Social media’s slippery slope: Challenges, opportunities and future research directions. J. Res. Interact. Mark. 2013, 7, 86–99. [Google Scholar] [CrossRef]
- Jussila, J.J.; Kärkkäinen, H.; Aramo-Immonen, H. Social media utilization in business-to-business relationships of technology industry firms. Comput. Hum. Behav. 2014, 30, 606–613. Available online: https://www.sciencedirect.com/science/article/abs/pii/S0747563213002860. [CrossRef]
- Rodríguez, Y.P.; Pérez, M.C. Redes de conocimiento. Cienc. Inf. 2009, 40, 3–20. Available online: http://www.redalyc.org/articulo.oa?id=181421573001.
- González Medina, R.; Sánchez Suárez, A. Patrimonio histórico versus patrimonio moderno: Problemática de conservación del Edificio de los Poderes de Campeche, México. Intervención 2015, 6, 61–72. Available online: https://www.scielo.org.mx/scielo.php?pid=S2007-249X2015000100008&script=sci_arttext. [CrossRef]
- Hermawati, A. Transglobal leadership approach to sustainable tourism competitiveness at tourism sector-engaged MSMEs. Int. J. Tour. Cities 2020, 6, 863–883. [Google Scholar] [CrossRef]
- Dina, R.; Sabou, G. Influence of social media in choice of touristic destination. Cactus Tour. J. 2012, 3, 24–30. Available online: https://acortar.link/PRdxg2.
- Borah, P.S.; Iqbal, S.; Akhtar, S. Linking social media usage and SME’s sustainable performance. Technol. Soc. 2022, 68, 101900. Available online: https://www.sciencedirect.com/science/article/abs/pii/S0160791X22000410. [CrossRef]
- Pompeia, M.L.F. Assessing the suitability of a single brand of MSMEs in the hospitality sector. Worldw. Hosp. Tour. Themes 2021, 13, 109–123. [Google Scholar] [CrossRef]
- Lee, C.T.; Pan, L.Y.; Hsieh, S.H. Artificial intelligent chatbots as brand promoters. Internet Res. 2022, 32, 1329–1356. [Google Scholar] [CrossRef]
- Fontalvo, I.M.S. Enfoques y modelos de educación intercultural. Praxis 2011, 7, 30–41. Available online: https://dialnet.unirioja.es/servlet/articulo?codigo=5907175.
- Villada, F.; López-Lezama, J.M.; Muñoz-Galeano, N. El papel de la educación financiera en la formación de profesionales de la ingeniería. Form. Univ. 2017, 10, 13–22. [Google Scholar] [CrossRef]
- Jiménez-Carrión, M.; Gutiérrez-Segura, F.; Celi-Pinzón, J. Modelado y predicción del Fenómeno El Niño en Piura, Perú mediante redes neuronales artificiales usando Matlab. Inf. Tecnol. 2018, 29, 303–316. Available online: https://www.scielo.cl/scielo.php?pid=S0718-07642018000400303&script=sci_arttext. [CrossRef]
- Álvarez Blanco, J.; Lau Fernández, R.; Pérez Lovelle, S.; Leyva Pérez, E.C. Predicción de resultados académicos mediante redes neuronales. Ingeniare 2016, 24, 715–727. Available online: https://www.scielo.cl/scielo.php?pid=S0718-33052016000400015&script=sci_arttext.
- Amezcua, M.P. Redes sociales y reputación organizacional para las PyMEs. Univ. Empresa 2012, 14, 131–149. Available online: https://www.redalyc.org/pdf/1872/187225561006.pdf.
- Chung, N.; Tyan, I.; Chung, H.C. Social support and commitment within social networking site in tourism experience. Sustainability 2017, 9, 2102. Available online: https://www.mdpi.com/2071-1050/9/11/2102. [CrossRef]
- Flores-Ruiz, D.; Bino-Raya, R.E.; Barroso-González, M.D.L.O. Responsabilidad social en el sector hotelero. J. Glob. Compet. Gov. 2016, 10, 116–135. Available online: https://dialnet.unirioja.es/servlet/articulo?codigo=6992501.
- Donath, J.; Boyd, D. Public displays of connection. BT Technol. J. 2004, 22, 71–82. Available online: https://link.springer.com/article/10.1023/b:bttj.0000047585.06264.cc. [CrossRef]
- Abbas, J.; Mahmood, S.; Ali, H.; et al. Effects of CSR practices and environmental factors on sustainable performance. Sustainability 2019, 11, 3434. Available online: https://www.mdpi.com/2071-1050/11/12/3434.
- Barnes, N.G.; Lescault, A.M. Social media adoption in higher education. In Ctr. Mark. Res.; Univ. Mass. Dartmouth: North Dartmouth, MA, USA, 2011; pp. 5–10. Available online: https://electrickite.com/wp-content/uploads/2015/09/higherEd.pdf.
- Lin, X.; Zhang, D.; Li, Y. Dimensions of social support on social networking sites. Comput. Hum. Behav. 2016, 58, 421–430. [Google Scholar] [CrossRef]
- Zhang, M.; Guo, L.; Hu, M.; Liu, W. Customer engagement and stickiness. Int. J. Inf. Manag. 2017, 37, 229–240. Available online: https://www.sciencedirect.com/science/article/abs/pii/S0268401216302195.
- Dunn, K.; Harness, D. User-generated versus company-generated CSR content. J. Mark. Manag. 2019, 35, 886–915. Available online: https://www.tandfonline.com/doi/abs/10.1080/0267257X.2019.1605401.
- Lawson, B.; Samson, D. Developing innovation capability in organisations. Int. J. Innov. Manag. 2001, 5, 377–400. Available online: https://www.worldscientific.com/doi/abs/10.1142/S1363919601000427. [CrossRef]



| Sample | Observed | Forecast | |||
|---|---|---|---|---|---|
| 1,00 | 2,00 | 3,00 | 4,00 | ||
| Training | 1,00 | 0 | 4 | 0 | 0 |
| 2,00 | 0 | 32 | 0 | 0 | |
| 3,00 | 0 | 20 | 5 | 0 | |
| 4,00 | 0 | 5 | 1 | 0 | |
| 5,00 | 0 | 3 | 1 | 0 | |
| Overall percentage | 0% | 90,1% | 9,9% | 0% | |
| Test | 1,00 | 0 | 0 | 1 | 0 |
| 2,00 | 0 | 16 | 1 | 0 | |
| 3,00 | 0 | 4 | 2 | 0 | |
| 4,00 | 0 | 1 | 0 | 0 | |
| 5,00 | 0 | 0 | 0 | 0 | |
| Overall percentage | 0% | 84,0% | 16,0% | 0% | |
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