Programmatic advertising: past, present and future. Bibliometric analysis

Autores

  • Elena Fernández-Díaz University of Málaga
  • Daniel Guerrero University of Malaga
  • Marisol Correia Universidade do Algarve & Research Centre for Tourism, Sustainability and Well-being - CinTurs & Centre for Tourism Research, Development and Innovation. – CiTUR; Portugal.
  • Nelson deMatos Universidade do Algarve & Research Centre for Tourism, Sustainability and Well-being - CinTurs & Centre for Tourism Research, Development and Innovation. – CiTUR; Portugal.

DOI:

https://doi.org/10.5281/zenodo.14583308

Palavras-chave:

digital marketing, Programmatic advertising, Biblioshiny, RTB, Digital Advertising

Resumo

Digital advertising investment has increased in recent years, with automated contracting models, programmatic advertising, search engines and social networks standing out. In this context, and taking into account the significant increase in artificial intelligence, the aim of this study is to carry out a bibliometric study on programmatic advertising, to determine its evolution, as well as future lines of research. For the bibliometric analysis, the first search generated 987 articles.  After going through the exclusion and inclusion process, these articles were analysed in the selection phase, according to a variety of criteria. A total of 179 articles (from 2000 to 2023) have been analysed in both WoS and Scopus using Biblioshiny. The analysis identified the following main themes: ‘artificial intelligence, digital advertising, sleeping giants, fake news, internet user, data protection, user privacy, real time, machine learning, social media’. Finally, this study suggests wider implications for industry and academia contributing to further scientific development in this field and that it can also be applied in the professional field. This study has allowed us to analyse articles in both WoS and Scopus, unified through the RStudio programme, and in this way has also allowed us to determine that although scientific production in this area has increased in the last 5 years, the rapid technological evolution and the irruption of generative artificial intelligence in the digital landscape, allows programmatic advertising to broaden its horizons and market niches.

Downloads

Não há dados estatísticos.

Biografia do Autor

Elena Fernández-Díaz, University of Málaga

Department of Economics and Business Organization,
Faculty of Marketing and Management, University of Malaga, Spain

Department of Economics and Business Organization, Faculty of Marketing and Management, University of Malaga, Spain. Ph.D in Advertising and Public Relations from University of Malaga, Spain. Her main lines of research are digital accessibility, digital marketing, social networks and online reputation. From 2016 to 2018, she reconcilied her professional career in an advertising agency as Account Director with her teaching and researching labour. From October 2018 to present, she is full-time teacher in University of Malaga. She also participates as a researcher in several projects and research groups: “Open Communication in Women's Startups. Competitive strategies for differentiation and Innovation” (SEJ628)

Daniel Guerrero , University of Malaga

Department of Audiovisual Communication and Advertising, Faculty of Communication Sciences, University of Malaga, Spain. Permanent lecturer in the Faculty of Communication at the University of Malaga. Degree in Advertising and Public Relations. Degree in Journalism. Master in Marketing and Commercial Management. 25 years of teaching experience in undergraduate and postgraduate courses in public and private universities. Professional experience as a manager in the advertising sector in multimedia groups, advertisers and advertising agencies, as well as technology companies and the professional sports industry.

Marisol Correia, Universidade do Algarve & Research Centre for Tourism, Sustainability and Well-being - CinTurs & Centre for Tourism Research, Development and Innovation. – CiTUR; Portugal.

Universidade do Algarve & Centre for Tourism Research, Development and Innovation – CiTUR & Research Centre for Tourism, Sustainability and Well-being - CinTurs & CEG-IST, Instituto Superior Técnico, Universidade de Lisboa; Portugal. She is Coordinating Professor at the School of Management, Hospitality and Tourism of the University of the Algarve. She is the coordinator of CiTUR Algarve (Centre for Tourism Research, Development and Innovation-Algarve), a member-collaborator of CinTurs (Research Centre for Tourism, Sustainability and Well-being) and is an external research fellow of the CEG-IST (Centre for Management Studies). She holds a PhD in Electronics and Computer Engineering. Her current research interests include business intelligence, data science, e-tourism and ICT. She has published several scientific articles in journals, has participated in funded projects and is reviewer of international journals and conferences.

Nelson deMatos , Universidade do Algarve & Research Centre for Tourism, Sustainability and Well-being - CinTurs & Centre for Tourism Research, Development and Innovation. – CiTUR; Portugal.

Universidade do Algarve & Research Centre for Tourism, Sustainability and Well-being - CinTurs & Centre for Tourism Research, Development and Innovation – CiTUR; Portugal. He is a post-doc researcher and invited assistant professor of Marketing at the University of Algarve, responsible for several course units in Marketing and Tourism. He holds a doctoral degree in Tourism from the same university and is an integrated member of Cinturs Research Center. He has held various marketing management roles for nearly two decades in the hospitality and services industry and has participated in various business projects as director, manager, but also as marketing consultant and trainer. He has authored publications in journals, books, and conference proceedings. His research interests are mainly consumer behavior.

Referências

Barrio Andres, M. (2022) ‘Data-driven business models, programmatic advertising, artificial intelligence, and regulation: some reflections’, IDP-INTERNET LAW AND POLITICS [Preprint], (36). Available at: https://doi.org/10.7238/idp.v0i36.401947.

Biblioshiny (2024) Biblioshiny: the shiny app for Bibliometrix. Available at: https://www.bibliometrix.org/home/index.php/layout/biblioshiny (Accessed: 1 May 2023).

Busch, O. (2016) ‘The Programmatic Advertising Principle BT - Programmatic Advertising: The Successful Transformation to Automated, Data-Driven Marketing in Real-Time’, in O. Busch (ed.). Cham: Springer International Publishing, pp. 3–15. Available at: https://doi.org/10.1007/978-3-319-25023-6_1.

Carrillo-Durán, M.-V. et al. (2018) ‘The programatic ecosystem. The new digital advertising that connects data with people’, Profesional de la Informacion, 27(1), pp. 195–201. Available at: https://doi.org/10.3145/epi.2018.ene.18.

Cobo, M.J. et al. (2011) ‘Science mapping software tools: Review, analysis, and cooperative study among tools’, Journal of the American Society for Information Science and Technology, 62(7), pp. 1382–1402. Available at: https://doi.org/https://doi.org/10.1002/asi.21525.

Dervis, H. (2019) ‘Bibliometric analysis using bibliometrix an R package’, Journal of Scientometric Research, 8(3), pp. 156–160. Available at: https://doi.org/10.5530/JSCIRES.8.3.32.

Donthu, N. et al. (2021) ‘How to conduct a bibliometric analysis: An overview and guidelines’, Journal of Business Research, 133(April), pp. 285–296. Available at: https://doi.org/10.1016/j.jbusres.2021.04.070.

Försch, S. et al. (2018) ‘Targeting online display ads: Choosing their frequency and spacing’, International Journal of Research in Marketing, 35(4), pp. 661–672. Available at: https://doi.org/10.1016/j.ijresmar.2018.09.002 WE - Social Science Citation Index (SSCI).

Garrido Pintado, P., Caerols Mateo, R. and Garcia Huertas, J.G. (2018) ‘Delphi Study on the evolution and prospects of the advertising programmatic buying in Spain’, DOXA COMUNICACION, (27), pp. 253–271. Available at: https://doi.org/10.31921/doxacom.n27a13.

Ghoshal, A., Mookerjee, R. and Sun, Z. (2023) ‘Serving two masters? Optimizing mobile ad contracts with heterogeneous advertisers’, PRODUCTION AND OPERATIONS MANAGEMENT, 32(2), pp. 618–636. Available at: https://doi.org/10.1111/poms.13890.

Gómez-Barroso, J.L. and Feijóo-González, C. (2013) ‘Información personal: la nueva moneda de la economía digital’, Profesional de la Informacion, 22(4), pp. 290–297. Available at: https://doi.org/10.3145/epi.2013.jul.03.

Gs.statcounter (2024) Desktop vs Mobile vs Tablet Market Share Worldwide. Available at: https://gs.statcounter.com/platform-market-share/desktop-mobile-tablet/worldwide/#monthly-202301-202401.

Hargroves, K. and Smith, M. (2005) The Natural Advantage of Nations: Business Opportunities, Innovation and Governance in the 21st Century. The Natural Edge Project. London, UK: Routledge.

Hashemi, H., Rajabi, R. and Brashear-alejandro, T.G. (2022) ‘Since January 2020 Elsevier has created a COVID-19 resource centre with free information in English and Mandarin on the novel coronavirus COVID- 19 . The COVID-19 resource centre is hosted on Elsevier Connect , the company ’ s public news and information ’, (January).

IAB Spain (2023) Estudio de Inversión Publicitaria en Medios Digitales. Available at: https://iabspain.es/iab-spain-presenta-el-estudio-de-inversion-publicitaria-en-medios-digitales-2023/.

IAB Spain (2024a) Digital Out Of Home Guía de Progr Progr Digital Out of Program Digital Out of H. Available at: https://iabspain.es/estudio/guia-de-programatica-digital-out-of-home/.

IAB Spain (2024b) Estudio de Inversión Publicitaria en Medios. Available at: https://iabspain.es/estudio/estudio-de-inversion-publicitaria-en-medios-digitales-2024/.

Kemp, S. (2023) Digital 2023: Global Overview Report. Available at: https://datareportal.com/reports/digital-2023-global-overview-report.

Kerr, G. et al. (2023) ‘Understanding the link between an IMC technology capability and organisational integration and performance’, EUROPEAN JOURNAL OF MARKETING, 57(8), pp. 2048–2075. Available at: https://doi.org/10.1108/EJM-05-2022-0373.

Li, J.J. et al. (2018) ‘A hierarchical framework for ad inventory allocation in programmatic advertising markets’, ELECTRONIC COMMERCE RESEARCH AND APPLICATIONS, 31, pp. 40–51. Available at: https://doi.org/10.1016/j.elerap.2018.09.001 WE - Science Citation Index Expanded (SCI-EXPANDED) WE - Social Science Citation Index (SSCI).

Martínez-Martínez, I.J. et al. (2017) ‘Ethical implications of digital advertising automation: The case of programmatic advertising in Spain’, Profesional de la Informacion, 26(2), pp. 201–210. Available at: https://doi.org/10.3145/epi.2017.mar.06.

Moher, D. et al. (2009) ‘Preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement.’, PLoS medicine, 6(7), p. e1000097. Available at: https://doi.org/10.1371/journal.pmed.1000097.

Nunez-Barriopedro, E. et al. (2023) ‘The role of perceived usefulness and annoyance on programmatic advertising: the moderating effect of Internet user privacy and cookies’, Corporate Communications, 28(2), pp. 311–324. Available at: https://doi.org/10.1108/CCIJ-03-2022-0033.

O’Hara, C. (2016) Data triangulation: How second party data will eat the digital world. AdExchangerNo Title. Available at: https://www.adexchanger.com/data-driven-thinking/data-triangulation-how-second-party-data-will-eat-the-digital-world/.

Paul, J. et al. (2021) ‘Scientific procedures and rationales for systematic literature reviews (SPAR-4-SLR)’, International Journal of Consumer Studies, (45), pp. 1–16. Available at: https://doi.org/10.1111/ijcs.12695.

Qin, R., Yuan, Y. and Wang, F.Y. (2017) ‘Exploring the optimal granularity for market segmentation in RTB advertising via computational experiment approach’, ELECTRONIC COMMERCE RESEARCH AND APPLICATIONS, 24, pp. 68–83. Available at: https://doi.org/10.1016/j.elerap.2017.07.001 WE - Science Citation Index Expanded (SCI-EXPANDED) WE - Social Science Citation Index (SSCI).

Ramachandran, S. and Mandalia, M. (2021) ‘Is offline media becoming the biggest driver of online engagement? A review of recent trends and opportunities’, Journal of Digital and Social Media Marketing, 9(1), pp. 32–42.

Revoredo Palacios, A. (2021) ‘Publicidad programática y protección de datos personales’, Advocatus, (039 SE-Especial), pp. 149–157. Available at: https://doi.org/10.26439/advocatus2021.n39.5124.

Rhuggenaath, J. et al. (2021) ‘Maximizing revenue for publishers using header bidding and ad exchange auctions’, OPERATIONS RESEARCH LETTERS, 49(2), pp. 250–256. Available at: https://doi.org/10.1016/j.orl.2021.01.008.

Samuel, A. et al. (2021) ‘Programmatic advertising: An exegesis of consumer concerns’, COMPUTERS IN HUMAN BEHAVIOR, 116. Available at: https://doi.org/10.1016/j.chb.2020.106657 WE - Social Science Citation Index (SSCI).

Sosa, A. (2021) ‘La regulación de la publicidad programática online: un análisis desde el prisma del derecho comparado’, Con-texto, (56), pp. 137–163. Available at: https://doi.org/10.18601/01236458.n56.07.

Veale, M. and Borgesius, F.Z. (2022) ‘Adtech and Real-Time Bidding under European Data Protection Law’, GERMAN LAW JOURNAL, 23(2), pp. 226–256. Available at: https://doi.org/10.1017/glj.2022.18 WE - Emerging Sources Citation Index (ESCI).

Whittaker, J. (1989) ‘Creativity and Conformity in Science: Titles, Keywords and Co-word Analysis’, Social Studies of Science, 19(3), pp. 473–496. Available at: https://doi.org/10.1177/030631289019003004.

Yang, H.Z. et al. (2023) ‘Dynamically Optimizing Display Advertising Profits Under Diverse Budget Settings’, IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 35(1), pp. 362–376. Available at: https://doi.org/10.1109/TKDE.2021.3077699 WE - Science Citation Index Expanded (SCI-EXPANDED).

Yuen, M. (2022) Programmatic Digital Display Advertising in 2022: Ad spend, formats, and forecast. Available at: https://www.insiderintelligence.com/insights/programmatic-digital-display-ad-spending/.

Publicado

2024-12-18 — Atualizado em 2024-12-31

Versões

Como Citar

Fernández-Díaz, E., Guerrero , D., Correia, M., & deMatos , N. (2024). Programmatic advertising: past, present and future. Bibliometric analysis. GECONTEC, 12(2), 1–19. https://doi.org/10.5281/zenodo.14583308 (Original work published 18º de dezembro de 2024)

Edição

Seção

Articles