Implementación de un sistema de benchmarking predictivo con IA para optimizar estrategias de Marketing Digital

En este trabajo, se busca hacer evidente la dificultad a la que se enfrentan las empresas para anticipar y responder eficazmente a las estrategias de marketing de sus competidores en el entorno digital. Se propone solucionarlo mediante la implementación de un sistema de benchmarking predictivo utili...

Full description

Autores:
Alba Lazaro Laura Juliana, Laura Juliana Alba
Villamil Sanchez, Eduardo Villamil
Tipo de recurso:
https://purl.org/coar/resource_type/c_7a1f
Fecha de publicación:
2024
Institución:
Universidad El Bosque
Repositorio:
Repositorio U. El Bosque
Idioma:
spa
OAI Identifier:
oai:repositorio.unbosque.edu.co:20.500.12495/13079
Acceso en línea:
https://hdl.handle.net/20.500.12495/13079
Palabra clave:
Análisis de datos
Benchmarking predictivo
Estrategias competitivas
Inteligencia artificial
Marketing digital
382
Artificial intelligence
Competitive strategies
Data analysis
Digital marketing
Predictive benchmarking
Rights
closedAccess
License
Acceso cerrado
id UNBOSQUE2_936d066107b284d3b9f402ffb8f31319
oai_identifier_str oai:repositorio.unbosque.edu.co:20.500.12495/13079
network_acronym_str UNBOSQUE2
network_name_str Repositorio U. El Bosque
repository_id_str
dc.title.none.fl_str_mv Implementación de un sistema de benchmarking predictivo con IA para optimizar estrategias de Marketing Digital
dc.title.translated.none.fl_str_mv Implementation of a predictive benchmarking system with AI to optimize digital marketing strategies
title Implementación de un sistema de benchmarking predictivo con IA para optimizar estrategias de Marketing Digital
spellingShingle Implementación de un sistema de benchmarking predictivo con IA para optimizar estrategias de Marketing Digital
Análisis de datos
Benchmarking predictivo
Estrategias competitivas
Inteligencia artificial
Marketing digital
382
Artificial intelligence
Competitive strategies
Data analysis
Digital marketing
Predictive benchmarking
title_short Implementación de un sistema de benchmarking predictivo con IA para optimizar estrategias de Marketing Digital
title_full Implementación de un sistema de benchmarking predictivo con IA para optimizar estrategias de Marketing Digital
title_fullStr Implementación de un sistema de benchmarking predictivo con IA para optimizar estrategias de Marketing Digital
title_full_unstemmed Implementación de un sistema de benchmarking predictivo con IA para optimizar estrategias de Marketing Digital
title_sort Implementación de un sistema de benchmarking predictivo con IA para optimizar estrategias de Marketing Digital
dc.creator.fl_str_mv Alba Lazaro Laura Juliana, Laura Juliana Alba
Villamil Sanchez, Eduardo Villamil
dc.contributor.advisor.none.fl_str_mv Gonzalez Brinez, Mario
dc.contributor.author.none.fl_str_mv Alba Lazaro Laura Juliana, Laura Juliana Alba
Villamil Sanchez, Eduardo Villamil
dc.subject.none.fl_str_mv Análisis de datos
Benchmarking predictivo
Estrategias competitivas
Inteligencia artificial
Marketing digital
topic Análisis de datos
Benchmarking predictivo
Estrategias competitivas
Inteligencia artificial
Marketing digital
382
Artificial intelligence
Competitive strategies
Data analysis
Digital marketing
Predictive benchmarking
dc.subject.ddc.none.fl_str_mv 382
dc.subject.keywords.none.fl_str_mv Artificial intelligence
Competitive strategies
Data analysis
Digital marketing
Predictive benchmarking
description En este trabajo, se busca hacer evidente la dificultad a la que se enfrentan las empresas para anticipar y responder eficazmente a las estrategias de marketing de sus competidores en el entorno digital. Se propone solucionarlo mediante la implementación de un sistema de benchmarking predictivo utilizando inteligencia artificial. Las herramientas avanzadas, como los algoritmos de aprendizaje automático y el análisis de datos en tiempo real, permitirán prever los movimientos de los competidores y recomendar de forma precisa las estrategias proactivas de marketing. Las principales conclusiones destacan que esta metodología puede proporcionar una ventaja competitiva sostenible al permitir a las empresas tomar decisiones informadas y estratégicas antes que sus competidores.
publishDate 2024
dc.date.accessioned.none.fl_str_mv 2024-10-21T13:04:52Z
dc.date.available.none.fl_str_mv 2024-10-21T13:04:52Z
dc.date.issued.none.fl_str_mv 2024-08
dc.type.coar.fl_str_mv http://purl.org/coar/resource_type/c_7a1f
dc.type.local.spa.fl_str_mv Tesis/Trabajo de grado - Monografía - Pregrado
dc.type.coar.none.fl_str_mv https://purl.org/coar/resource_type/c_7a1f
dc.type.driver.none.fl_str_mv info:eu-repo/semantics/bachelorThesis
dc.type.coarversion.none.fl_str_mv https://purl.org/coar/version/c_970fb48d4fbd8a85
format https://purl.org/coar/resource_type/c_7a1f
dc.identifier.uri.none.fl_str_mv https://hdl.handle.net/20.500.12495/13079
dc.identifier.instname.spa.fl_str_mv instname:Universidad El Bosque
dc.identifier.reponame.spa.fl_str_mv reponame:Repositorio Institucional Universidad El Bosque
dc.identifier.repourl.none.fl_str_mv repourl:https://repositorio.unbosque.edu.co
url https://hdl.handle.net/20.500.12495/13079
identifier_str_mv instname:Universidad El Bosque
reponame:Repositorio Institucional Universidad El Bosque
repourl:https://repositorio.unbosque.edu.co
dc.language.iso.fl_str_mv spa
language spa
dc.relation.references.none.fl_str_mv Aaker, D. A. (2012). Win the brand relevance battle and then build competitor barriers. California Management Review, 54(2), 43-57. Recuperado de https://cmr.berkeley.edu/2012/02/54-2-win-the-brand-relevance-battle-and-then-build-competitor-barriers/
Anderson, C. (2006). The long tail: Why the future of business is selling less of more. Hyperion.
Deloitte. (2020). Digital Transformation Survey 2020. Recuperado de Deloitte Insights.
Dekkers, R. (2014). Benchmarking for strategic learning: Continuous improvement in knowledge-intensive organizations. Journal of Management Studies, 51 (7), 1142-1166. https://onlinelibrary.wiley.com/doi/10.1111/joms.12129
Davenport, T. & Ronanki, R. (2018). Artificial intelligence for the real world. Harvard Business Review, 96 (1), 108-116. https://hbr.org/2018/01/artificial-intelligence-for-the-real-world
Ducon, D. (2024, julio 10). Blockbuster vs. Netflix: La innovación en el modelo de negocio. LinkedIn. https://www.linkedin.com/pulse/blockbuster-vs-netflix-la-innovación-en-el-modelo-de-negocio-ducon/
Forrester Research. (2022). Data Into Dollars: Can You Turn Your Data into Revenue? Recuperado de https://www.forrester.com/blogs/data-into-dollars-can-you-turn- your-data-into-revenue/
Forrester Research. (2022). The State of The Insights-Driven Business, 2022. Recuperado de https://www.forrester.com/report/the-state-of-the-insights-driven-business-2022/RES177600
Hotjar. (2024). How to Compare Website Traffic [Tools + Benchmarks].https://www.hotjar.com/blog/how-to-compare-website-traffic/
Kadagidze, A., & Chkhaidze, N. (2023). AI in hospitality industry: A comprehensive study on its impact on operations, customer experience, and revenue management.
Katz, E., & Lazarsfeld, P. F. (1955). Personal influence: The part played by people in the flow of mass communications. Free Press.
Morán, C. (09 de septiembre de 2014). Anticipación: clave para un marketing transicional exitoso. Forbes México. https://www.forbes.com.mx/anticipacion-clave-para-un-marketing-transicional-exitoso
Pérez, A. (25 de abril de 2021). Estrategia competitiva: definición, tipos y planteamiento.
OBS Business School. https://www.obsbusiness.school/blog/estrategia-competitiva-definicion-tipos-y-planteamiento
Project Management Institute, & Economist Intelligence Unit. (2017). Pulse of the Profession 2017: Success Rates Rise. Project Management Institute. https://www.pmi.org/learning/thought-leadership/pulse
Tafesse, W., & Wien, A. (2018). Setting the future of digital and social media marketing research. Journal of Business Research.
Wedel, M., & Kannan, P. K. (2016). Marketing analytics for data-rich environments. Journal of Marketing, 80 (6), 97-121. https://doi.org/10.1509/jm.15.0413
Wong, H. Y., & Merrilees, B. (2008). The performance benefits of being brand orientated. Journal of Product & Brand Management.
Zairi, M. (2000). The transfer of best practices: how to build a culture of benchmarking and continuous learning – part 1. Benchmarking: An International Journal.
dc.rights.local.spa.fl_str_mv Acceso cerrado
dc.rights.accessrights.none.fl_str_mv info:eu-repo/semantics/closedAccess
http://purl.org/coar/access_right/c_14cb
rights_invalid_str_mv Acceso cerrado
http://purl.org/coar/access_right/c_14cb
eu_rights_str_mv closedAccess
dc.format.mimetype.none.fl_str_mv application/pdf
dc.publisher.program.spa.fl_str_mv Marketing y Transformación Digital
dc.publisher.grantor.spa.fl_str_mv Universidad El Bosque
dc.publisher.faculty.spa.fl_str_mv Facultad de Ciencias Económicas y Administrativas
institution Universidad El Bosque
bitstream.url.fl_str_mv https://repositorio.unbosque.edu.co/bitstreams/0337454c-357f-4e19-86f6-371eafbc5668/download
https://repositorio.unbosque.edu.co/bitstreams/7035d8c5-1359-4de5-860f-ae0cc4af2df6/download
https://repositorio.unbosque.edu.co/bitstreams/3ce032c8-a9f0-4fe1-ae6d-688f66f50e1d/download
https://repositorio.unbosque.edu.co/bitstreams/a72919c3-b4fb-42aa-b4b7-b84e69e80b0b/download
https://repositorio.unbosque.edu.co/bitstreams/d3342503-b0e3-4047-a122-9e050815e270/download
https://repositorio.unbosque.edu.co/bitstreams/8bfa280d-0d5d-480d-97b6-157950e4174d/download
https://repositorio.unbosque.edu.co/bitstreams/bb9e5a9e-4057-4806-9c8d-8f9e47d33c34/download
https://repositorio.unbosque.edu.co/bitstreams/35051da0-a5f6-470e-a3d0-539395988b6b/download
https://repositorio.unbosque.edu.co/bitstreams/be2005d3-2fd0-4548-8562-c4afa592f47a/download
bitstream.checksum.fl_str_mv 17cc15b951e7cc6b3728a574117320f9
95a82f7c59f385d002688c79a1736a61
a95f875913c18914d0368c460a29f8c6
3e2b78c8f2849c4f99f18be6ee138abc
3b6ce8e9e36c89875e8cf39962fe8920
00332a85cb27ed8c0f5ddb6487c8b073
6dd2306350060388cb88488162eea0f2
569122439411da71cb09b2d3caff7375
3b58dd7eb2005322967473e6bafcf110
bitstream.checksumAlgorithm.fl_str_mv MD5
MD5
MD5
MD5
MD5
MD5
MD5
MD5
MD5
repository.name.fl_str_mv Repositorio Institucional Universidad El Bosque
repository.mail.fl_str_mv bibliotecas@biteca.com
_version_ 1814100776307392512
spelling Gonzalez Brinez, MarioAlba Lazaro Laura Juliana, Laura Juliana AlbaVillamil Sanchez, Eduardo Villamil2024-10-21T13:04:52Z2024-10-21T13:04:52Z2024-08https://hdl.handle.net/20.500.12495/13079instname:Universidad El Bosquereponame:Repositorio Institucional Universidad El Bosquerepourl:https://repositorio.unbosque.edu.coEn este trabajo, se busca hacer evidente la dificultad a la que se enfrentan las empresas para anticipar y responder eficazmente a las estrategias de marketing de sus competidores en el entorno digital. Se propone solucionarlo mediante la implementación de un sistema de benchmarking predictivo utilizando inteligencia artificial. Las herramientas avanzadas, como los algoritmos de aprendizaje automático y el análisis de datos en tiempo real, permitirán prever los movimientos de los competidores y recomendar de forma precisa las estrategias proactivas de marketing. Las principales conclusiones destacan que esta metodología puede proporcionar una ventaja competitiva sostenible al permitir a las empresas tomar decisiones informadas y estratégicas antes que sus competidores.Profesional en Marketing y Transformación DigitalPregradoIn this work, we aim to highlight the difficulty companies face in anticipating and effectively responding to their competitors' marketing strategies in the digital environment. We propose to solve this through the implementation of a predictive benchmarking system using artificial intelligence. Advanced tools, such as machine learning algorithms and real-time data analysis, will allow for the prediction of competitors' moves and the precise recommendation of proactive marketing strategies. The main conclusions emphasize that this methodology can provide a sustainable competitive advantage by enabling companies to make informed and strategic decisions before their competitors.application/pdfAnálisis de datosBenchmarking predictivoEstrategias competitivasInteligencia artificialMarketing digital382Artificial intelligenceCompetitive strategiesData analysisDigital marketingPredictive benchmarkingImplementación de un sistema de benchmarking predictivo con IA para optimizar estrategias de Marketing DigitalImplementation of a predictive benchmarking system with AI to optimize digital marketing strategiesMarketing y Transformación DigitalUniversidad El BosqueFacultad de Ciencias Económicas y AdministrativasTesis/Trabajo de grado - Monografía - Pregradohttps://purl.org/coar/resource_type/c_7a1fhttp://purl.org/coar/resource_type/c_7a1finfo:eu-repo/semantics/bachelorThesishttps://purl.org/coar/version/c_970fb48d4fbd8a85Aaker, D. A. (2012). Win the brand relevance battle and then build competitor barriers. California Management Review, 54(2), 43-57. Recuperado de https://cmr.berkeley.edu/2012/02/54-2-win-the-brand-relevance-battle-and-then-build-competitor-barriers/Anderson, C. (2006). The long tail: Why the future of business is selling less of more. Hyperion.Deloitte. (2020). Digital Transformation Survey 2020. Recuperado de Deloitte Insights.Dekkers, R. (2014). Benchmarking for strategic learning: Continuous improvement in knowledge-intensive organizations. Journal of Management Studies, 51 (7), 1142-1166. https://onlinelibrary.wiley.com/doi/10.1111/joms.12129Davenport, T. & Ronanki, R. (2018). Artificial intelligence for the real world. Harvard Business Review, 96 (1), 108-116. https://hbr.org/2018/01/artificial-intelligence-for-the-real-worldDucon, D. (2024, julio 10). Blockbuster vs. Netflix: La innovación en el modelo de negocio. LinkedIn. https://www.linkedin.com/pulse/blockbuster-vs-netflix-la-innovación-en-el-modelo-de-negocio-ducon/Forrester Research. (2022). Data Into Dollars: Can You Turn Your Data into Revenue? Recuperado de https://www.forrester.com/blogs/data-into-dollars-can-you-turn- your-data-into-revenue/Forrester Research. (2022). The State of The Insights-Driven Business, 2022. Recuperado de https://www.forrester.com/report/the-state-of-the-insights-driven-business-2022/RES177600Hotjar. (2024). How to Compare Website Traffic [Tools + Benchmarks].https://www.hotjar.com/blog/how-to-compare-website-traffic/Kadagidze, A., & Chkhaidze, N. (2023). AI in hospitality industry: A comprehensive study on its impact on operations, customer experience, and revenue management.Katz, E., & Lazarsfeld, P. F. (1955). Personal influence: The part played by people in the flow of mass communications. Free Press.Morán, C. (09 de septiembre de 2014). Anticipación: clave para un marketing transicional exitoso. Forbes México. https://www.forbes.com.mx/anticipacion-clave-para-un-marketing-transicional-exitosoPérez, A. (25 de abril de 2021). Estrategia competitiva: definición, tipos y planteamiento.OBS Business School. https://www.obsbusiness.school/blog/estrategia-competitiva-definicion-tipos-y-planteamientoProject Management Institute, & Economist Intelligence Unit. (2017). Pulse of the Profession 2017: Success Rates Rise. Project Management Institute. https://www.pmi.org/learning/thought-leadership/pulseTafesse, W., & Wien, A. (2018). Setting the future of digital and social media marketing research. Journal of Business Research.Wedel, M., & Kannan, P. K. (2016). Marketing analytics for data-rich environments. Journal of Marketing, 80 (6), 97-121. https://doi.org/10.1509/jm.15.0413Wong, H. Y., & Merrilees, B. (2008). The performance benefits of being brand orientated. Journal of Product & Brand Management.Zairi, M. (2000). The transfer of best practices: how to build a culture of benchmarking and continuous learning – part 1. Benchmarking: An International Journal.Acceso cerradoinfo:eu-repo/semantics/closedAccesshttp://purl.org/coar/access_right/c_14cbspaLICENSElicense.txtlicense.txttext/plain; charset=utf-82000https://repositorio.unbosque.edu.co/bitstreams/0337454c-357f-4e19-86f6-371eafbc5668/download17cc15b951e7cc6b3728a574117320f9MD53Carta de autorizacion.pdfapplication/pdf164691https://repositorio.unbosque.edu.co/bitstreams/7035d8c5-1359-4de5-860f-ae0cc4af2df6/download95a82f7c59f385d002688c79a1736a61MD56ORIGINALTrabajo de grado.pdfTrabajo de grado.pdfapplication/pdf172634https://repositorio.unbosque.edu.co/bitstreams/3ce032c8-a9f0-4fe1-ae6d-688f66f50e1d/downloada95f875913c18914d0368c460a29f8c6MD54Anexo 1 OVI.pdfapplication/pdf4088629https://repositorio.unbosque.edu.co/bitstreams/a72919c3-b4fb-42aa-b4b7-b84e69e80b0b/download3e2b78c8f2849c4f99f18be6ee138abcMD57CC-LICENSElicense_rdflicense_rdfapplication/rdf+xml; charset=utf-8899https://repositorio.unbosque.edu.co/bitstreams/d3342503-b0e3-4047-a122-9e050815e270/download3b6ce8e9e36c89875e8cf39962fe8920MD55TEXTTrabajo de grado.pdf.txtTrabajo de grado.pdf.txtExtracted texttext/plain30769https://repositorio.unbosque.edu.co/bitstreams/8bfa280d-0d5d-480d-97b6-157950e4174d/download00332a85cb27ed8c0f5ddb6487c8b073MD58Anexo 1 OVI.pdf.txtAnexo 1 OVI.pdf.txtExtracted texttext/plain3095https://repositorio.unbosque.edu.co/bitstreams/bb9e5a9e-4057-4806-9c8d-8f9e47d33c34/download6dd2306350060388cb88488162eea0f2MD510THUMBNAILTrabajo de grado.pdf.jpgTrabajo de grado.pdf.jpgGenerated Thumbnailimage/jpeg2654https://repositorio.unbosque.edu.co/bitstreams/35051da0-a5f6-470e-a3d0-539395988b6b/download569122439411da71cb09b2d3caff7375MD59Anexo 1 OVI.pdf.jpgAnexo 1 OVI.pdf.jpgGenerated Thumbnailimage/jpeg3776https://repositorio.unbosque.edu.co/bitstreams/be2005d3-2fd0-4548-8562-c4afa592f47a/download3b58dd7eb2005322967473e6bafcf110MD51120.500.12495/13079oai:repositorio.unbosque.edu.co:20.500.12495/130792024-10-22 03:05:07.17embargo2025-10-16https://repositorio.unbosque.edu.coRepositorio Institucional Universidad El Bosquebibliotecas@biteca.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