Abstract
Purpose – This study focuses on how the interplay between an advertising firm's absorptive capacity (ACAP) and the use of big data/social media analytics contributes to the performance of advertising campaigns.
Theoretical framework – This study extends the theory of the resource and knowledge based views, and that of dynamic capabilities, exploring absorptive capacity in a new context – the advertising industry and the performance of campaigns in Brazil. The influence of the use of external knowledge of big data analytics and social media analytics on the performance of cross-media advertising campaigns in the search for competitive advantage is analyzed.
Design/methodology/approach – This study uses structural equation modeling in a sample of 335 advertising agencies (335 questionnaires in all regions of Brazil).
Findings – We find that social media analysis led to better performance of advertising campaigns, unlike big data analytics, which was not significant
Practical & social implications of research – Questions are raised by highlighting the integrative nature of absorptive capacity and how its components (acquisition, assimilation, transformation, and exploitation) relate to the performance of advertising campaigns.
Originality/value – The application of a model to advertising firms is presented, which differs from other industries in its operationalization, pointing out critical theoretical and practical implications.
Keywords – big data analytics; social media analytics; advertising campaign performance; absorptive capacity.
References
Acar, M., & Temiz, H. (2017). Advertising effectiveness on financial performance of banking sector: Turkey case. International Journal of Bank Marketing, 35(4), 649-661. http://dx.doi.org/10.1108/IJBM-03-2016-0036.
Ali, M., Seny Kan, K. A., & Sarstedt, M. (2016). Direct and configurational paths of absorptive capacity and organizational innovation to successful organizational performance. Journal of Business Research, Elsevier, 69(11), 5317-5323. http://dx.doi.org/10.1016/j.jbusres.2016.04.131.
Alves, H., Fernandes, C., & Raposo, M. (2016). Social media marketing: A literature review and implications. Psychology and Marketing, 34(12), 1029-1038. http://dx.doi.org/10.1002/mar.20936.
Añón Higón, D., Gómez, J., & Vargas, P. (2017). Complementarities in innovation strategy: Do intangibles play a role in enhancing firm performance? Industrial and Corporate Change, 26(5), 865-886. http://dx.doi.org/10.1093/icc/dtw055.
Armstrong, C. E., & Lengnick-Hall, C. A. (2013). The Pandora’s box of social integration mechanisms: Can they make it more difficult to realize absorptive capacity? Journal of Strategy and Management, 6(1), 4-26. http://dx.doi.org/10.1108/17554251311296530.
Ballings, M., Van den Poel, D., & Bogaert, M. (2016). Social media optimization: Identifying an optimal strategy for increasing network size on Facebook. Omega, 59, 15-25. http://dx.doi.org/10.1016/j.omega.2015.04.017.
Barney, J. B. (1991). Firm resources and sustained competitive advantage. Journal of Management, 17(1), 99-120. http://dx.doi.org/10.1177/014920639101700108.
Belanche, D., Flavián, C., & Pérez-Rueda, A. (2017). Understanding interactive online advertising: Congruence and product involvement in highly and lowly arousing skippable video ads. Journal of Interactive Marketing, 37, 75-88. http://dx.doi.org/10.1016/j.intmar.2016.06.004.
Cao, X., & Ali, A. (2018). Enhancing team creative performance through social media and transactive
memory system. International Journal of Information Management, 39, 69-79. http://dx.doi.org/10.1016/j.ijinfomgt.2017.11.009.
Chen, H., & Zhou, L. (2017). The myth of big data: Chinese advertising practitioners” perspective. International Journal of Advertising, 37(3), 1-17. http://dx.doi.org/10.1080/02650487.2017.1340865.
Chen, J., Zheng, H., Jiang, Y., Xia, S., & Zhao, C. (2019). A probabilistic model for semantic advertising.
Knowledge and Information Systems, 59(2), 387-412. http://dx.doi.org/10.1007/s10115-018-1160-7.
Clarke, T. B., & Jansen, B. J. (2017). Conversion potential: A metric for evaluating search engine advertising performance. Journal of Research in Interactive Marketing, 11(2) Cohen, J. (1988). Statistical power analysis for the behavioral sciences (2nd ed.). Hillsdale: Lawrence Erlbaum Associates.
Cohen, W. M., & Levinthal, D. A. (1990). Absorptive capacity: A new perspective on learning and innovation. Administrative Science Quarterly, 35(1), 128-152. http://dx.doi.org/10.2307/2393553.
Conselho Executivo de Normas Padrão. (2018). https://sistemas.cenp.com.br/WebCENPConsulta/ConsultaWeb.aspx#
DesignRush (19, October 2019). The best social media management tools for posting, scheduling, analytics, monitoring & listening, according to DesignRush. Regional Business News. http://web.b.ebscohost.com/ehost/detail/detail?vid=0&sid=86820c78-ab70-4fb1-8345-5b1d9c8f86f1%40pdc-v-sessmgr06&bdata=Jmxhbmc9cHQtYnImc2l0ZT1laG9zdC1saXZl#AN=201910100350PR.NEWS.USPR.UN0025&db=bwh
Edelman, B. (2014). Pitfalls and fraud in online advertising metrics. Journal of Advertising Research, 54(2), 127-132. http://dx.doi.org/10.2501/JAR-54-2-127-132.
Eisenhardt, K. M., & Santos, F. M. (2002). Knowledgebased view: A new theory of strategy? In A. M. Pettigrew, H. Thomas & R. Whittington (Eds.), Handbook of strategy and management (pp. 139-164). Sage Publications.
Elgendy, N., & Elragal, A. (2014). Big Data Analytics: A literature review paper. In P. Perner (Eds.), Advances in datamining. applications and theoretical aspects (pp. 214–227). Springer. http://dx.doi.org/10.1007/978-3-319-08976-8_16.
Farris, P. W., Neil, T. B., Phillip, E. P., & David, J. R. (2012). Métricas de marketing: O guia definitivo para medir o desempenho do marketing. The Bookman.
Felipe, C. M., Roldán, J. L., & Leal-Rodríguez, A. L. (2016). An explanatory and predictive model for organizational agility. Journal of Business Research, Elsevier, 69(10), 4624-4631. http://dx.doi.org/10.1016/j.jbusres.2016.04.014.
Flatten, T. C., Engelen, A., Zahra, S. A., & Brettel, M. (2011). A measure of absorptive capacity: Scale development and validation. European Management Journal, 29(2), 98-116. http://dx.doi.org/10.1016/j.emj.2010.11.002.
Forés, B., & Camisón, C. (2015). Does incremental and radical innovation performance depend on different types of knowledge accumulation capabilities and organizational size? Journal of Business Research, 69(2), 831-848. http://dx.doi.org/10.1016/j.jbusres.2015.07.006.
Fuchs, J. P. S., Rossetto, C. R., & Carvalho, C. E. (2016). A influência da capacidade absortiva realizada no desempenho da PME vitivinícola. Desenvolvimento em Questão, 14(37), 144-167. http://dx.doi.org/10.21527/2237-6453.2016.37.144-167.
Fulgoni, G., Lipsman, A. (2014). How social media will help usher in the era of mobile and multi-platform campaign-effectiveness measurement. Journal of Advertising Research, 54(1), 11-16. http://dx.doi.org/10.2501/JAR54-1-011-016.
Gavilanes, J. M., Flatten, T. C., & Brettel, M. (2018). Content strategies for digital consumer engagement in social networks: Why advertising is an antecedent of engagement. Journal of Advertising, 47(1), 1-20. http://dx.doi.org/10.1080/00913367.2017.1405751.
Ghose, A., & Todri-Adamopoulos, V. (2016). Toward a digital attribution model: Measuring the impact of display advertising on online consumer behavior. Management Information Systems Quarterly, 40(4), 889-910. http://dx.doi.org/10.25300/MISQ/2016/40.4.05.
Gómez, J., & Vargas, P. (2012). Intangible resources and technology adoption in manufacturing firms.
Research Policy, 41(9), 1607-1619. http://dx.doi.org/10.1016/j.respol.2012.04.016.
Grant, R. M. (1996). Toward a knowledge-based theory of the firm. Strategic Management Journal, 17(S2), 109-122. http://dx.doi.org/10.1002/smj.4250171110.
Grover, P., & Kar, A. K. (2017). Big Data Analytics: A review on theoretical contributions and tools used in literature. Global Journal of Flexible Systems Managment, 18(3), 203-229. http://dx.doi.org/10.1007/s40171-017-0159-3.
Guixeres, J., Bigné, E., & Azofra, J. M. (2017). Consumer neuroscience-based metrics predict recall, liking and viewing rates in online advertising. Frontiers in Psychology, 8, 8. http://dx.doi.org/10.3389/fpsyg.2017.01808.
Guo, M. (2018). A study on data mining of digital display performance of brand advertisement. Wireless Personal Communications, 102(2), 1243-1253. http://dx.doi.org/10.1007/s11277-017-5180-5.
Hair, J. R., Anderson, R. E., Tatham, R. L., & Black, W. C. (2009). Análise multivariada de dados. The Bookman.
Hakanen, T. (2014). Co-creating integrated solutions within business networks: The KAM team as knowledge integrator. Industrial Marketing Management, 43(7), 1-9. http://dx.doi.org/10.1016/j.indmarman.2014.08.002.
Heiens, R. A., Leach, R. T., & Newsom, P. D. (2016). Overcoming the trend toward healthier foods: The
impact of advertising and intangibles on investor returns in the packaged food industry. Journal of Food Products Marketing, 22(7), 1-12. http://dx.doi.org/10.1080/10454446.2015.1121427.
Helfat, C. E., & Peteraf, M. A. (2003). The dynamic resource-based view: Capability lifecycles. Strategic Management Journal, 24(10), 997-1010. http://dx.doi.org/10.1002/smj.332.
Hu, M., & Schlagwein, D. (2013). Why firms use social media: An absorptive capacity perspective. In Association for Information Systems (Org.), Proceedings of the 21th European Conference on Information Systems (pp. 1-12). Association for Information Systems.
Humphrey Jr, W. F., Rinaldo, S. B., & Laverie, D. A. (2017). Brand choice via incidental social media exposure. Journal of Research in Interactive Marketing, 11(2), 110-130. http://dx.doi.org/10.1108/JRIM-04-2016-0025.
Jansen, J. J., Van Den Bosch, F. A., & Volberda, H. W. (2005). Managing potential and realized absorptive capacity: How do organizational antecedents matter? Academy of Management Journal, 48(6), 999-1015. http://dx.doi.org/10.5465/amj.2005.19573106.
Javan, H. T., Khanlari, A., Motamedi, O., & Mokhtari, H. (2018). A hybrid advertising media selection model using AHP and fuzzy-based GA decision making. Neural Computing & Applications, 29(4), 1153-1167. http://dx.doi.org/10.1007/s00521-016-2517-z.
Jobs, C. G., Aukers, S. M., & Gilfoil, D. (2016). The impact of big data on your firms marketing communications: A framework for understanding the emerging marketing analytics industry. Academy of Marketing Studies Journal, 19(2), 81-92.
Jun, L., & Peng, Z. (2013). Mining Explainable User Interests from Scalable User Behavior Data. Procedia Computer Science, 17, 789-796. http://dx.doi.org/10.1016/j.procs.2013.05.101.
Kireyev, P., Pauwels, K., & Gupta, S. (2016). Do display ads influence search? Attribution and dynamics in online advertising. International Journal of Research in Marketing, 33(3), 475-490. http://dx.doi.org/10.1016/j.ijresmar.2015.09.007.
Kline, R. B. (2015) Principles and practices of structural equation modelling. The Guilforf Press. Komulainen, H. (2014). The role of learning in value co-creation in new technological B2B services. Journal of Business and Industrial Marketing, 29(3), 238-252. http://dx.doi.org/10.1108/JBIM-04-2011-0042.
Kostopoulos, K., Papalexandris, A., Papachroni, M., & Ioannou, G. (2011). Absorptive capacity, innovation, and financial performance. Journal of Business Research, 64(12), 1335-1343. http://dx.doi.org/10.1016/j.jbusres.2010.12.005.
Lam, S. K., Sleep, S., Hennig-Thurau, T., Sridhar, S., & Saboo, A. R. (2016). Leveraging frontline employees” small data and firm-level big data in frontline management: An absorptive capacity perspective. Journal of Service Research, 20(1), m12-m28. http://dx.doi.org/10.1177/1094670516679271.
Lane, P. J., Koka, B. R., & Pathak, S. (2006). The reification of absorptive capacity: A critical review and rejuvenation of the construct. Academy of Management Review, 31(4), 833-863. http://dx.doi.org/10.5465/amr.2006.22527456.
Lawer, C. (2013). Where does absorptive capacity come from? Examining the origins and micro-foundations of organisational routines and capabilities. Cranfield School of Management.
Lee, J., Kang, I., & Stanfield, J. (2017). Coercive tactics and web advertising performance. Sustainability, 9(1317), 1-18.
Liu, C.-H. S. (2018). Examining social capital, organizational learning and knowledge transfer in cultural and creative industries of practice. Tourism Management, 64, 258-270. http://dx.doi.org/10.1016/j.tourman.2017.09.001.
Liu, X., Burns, A. C., & Hou, Y. (2017). An investigation of brand-related user-generated content on Twitter. Journal of Advertising, 46(2), 236-247. http://dx.doi.org/10.1080/00913367.2017.1297273.
Malhorta, N. K. (2019). Pesquisa de marketing: Uma orientação aplicada. Porto Alegre: Bookman.
Mazzieri, M., & Soares, E. D. (2016). Conceptualization and theorization of Big Data. International Journal of Innovation, 4(2), 23-41. http://dx.doi.org/10.5585/iji.v4i2.91.
Mokoena, A., Prinsloo, J. P., Gawlik, R., & Pelser, T. (2021). A framework for the sustainability of advertising
agencies in an emerging economy: The case of South Africa. Journal of Marketing Communications, 29(1), 46-66. http://dx.doi.org/10.1080/13527266.2021.1989613.
Muñoz-Leiva, F., Liébana-Cabanillas, F., & HernándezMéndez, J. (2018). Etourism advertising effectiveness:
Banner type and engagement as moderators. Journal of Services Marketing, 32(4), 462-475. http://dx.doi.org/10.1108/JSM-01-2017-0039.
Najafi-Tavani, S., Sharifi, H., & Najafi-Tavani, Z. (2016). Market orientation, marketing capability, and new product performance: The moderating role of absorptive capacity. Journal of Business Research, 69(11), 5059-5064. http://dx.doi.org/10.1016/j.jbusres.2016.04.080.
Ooms, W., Bell, J., & Kok, R. A. W. (2015). Use of social media in inbound open innovation: Building capabilities for absorptive capacity. Creativity and Innovation Management, 24(1), 136-150. http://dx.doi.org/10.1111/caim.12105.
Paek, H. J., Hove, T., Jung, Y., & Cole, R. T. (2013). Engagement across three social media platforms: An
exploratory study of a cause-related PR campaign. Public Relations Review, 39(5), 526-533. http://dx.doi.org/10.1016/j.pubrev.2013.09.013.
Paquette, H. (2013). Social media as a marketing tool: A literature review. Major Papers by Master of Science Students. https://digitalcommons.uri.edu/tmd_major_papers/2
Parker, J., Ang, L., & Koslow, S. (2018). The creative search for an insight in account planning: An absorptive capacity approach. Journal of Advertising, 47(3), 237-254. http://dx.doi.org/10.1080/00913367.2018.1474146.
Penrose, E. T. (1959). The theory of the growth of the firm (Vol. 3). Oxford.
Peteraf, M. (1993). The cornerstones of competitive advantage: A resource-based view. Strategic Management Journal, 14(3), 179-191. http://dx.doi.org/10.1002/smj.4250140303.
Reavey, B., Puzakova, M., Andras, T. L., & Kwak, H. (2018). The multidimensionality of anthropomorphism in advertising: The moderating roles of cognitive busyness and assertive language. International Journal of Advertising, 37(3), 1-24. http://dx.doi.org/10.1080/02650487.2018.1438054.
Riley, S. M., Michael, S. C., & Mahoney, J. T. (2017). Human capital matters: Market valuation of firm investments in training and the role of complementary assets. Strategic Management Journal, 38(9), 1895-1914. http://dx.doi.org/10.1002/smj.2631.
Rosenkrans, G., & Myers, K. (2018). Optimizing locationbased mobile advertising using predictive analytics. Journal of Interactive Advertising, 0(0), 1-12. http://dx.doi.org/10.1080/15252019.2018.1441080.
Rothberg, H. N., & Erickson, G. S. (2017). Big data systems: Knowledge transfer or intelligence insights?
Journal of Knowledge Management, 21(1), 92-112. http://dx.doi.org/10.1108/JKM-07-2015-0300.
Rua, O. (2019). Absorptive capabilities and competitive advantage: The linkage. Periodica Polytechnica Social and Management Sciences, 27(2), 164-172. http://dx.doi.org/10.3311/PPso.11998.
Rua, O. L., & França, A. (2017). Assessing the relationship between Entrepreneurial Orientation, Reputational Resources and Absorptive Capability: A resource-based approach. Periodica Polytechnica Social and Management Sciences, 26(1), 30-37. http://dx.doi.org/10.3311/PPso.10206.
Schultz, D. E., Block, M. P., & Viswanathan, V. (2018). Consumer-driven media planning and buying. Journal
of Marketing Communications, 24(8), 761-778. http://dx.doi.org/10.1080/13527266.2016.1185833.
Scuotto, V., Del Giudice, M., Bresciani, S., & Meissner, D. (2017). Knowledge-driven preferences in informal inbound open innovation modes. An explorative view on small to medium enterprises. Journal of Knowledge Management, 21(3), 640-655. http://dx.doi.org/10.1108/JKM-10-2016-0465.
Smith, B. G., & Gallicano, T. D. (2015). Terms of engagement: Analyzing public engagement with organizations through social media. Computers in Human Behavior, 53, 82-90. http://dx.doi.org/10.1016/j.chb.2015.05.060.
Teece, D., Pisano, G., & Shuen, A. (1997). Dynamic capabilities and strategic management. Strategic Management Journal, 7(18), 509-533. http://dx.doi.org/10.1002/(SICI)1097-0266(199708)18:7<509::AIDSMJ882>3.0.CO;2-Z.
Todorova, G., & Durisin, B. (2007). Absortive capacity: Valuing a reconceptualization. Academy of Management Review, 32(3), 774-786. http://dx.doi.org/10.5465/amr.2007.25275513.
Wernefelt, B. (1984). A resource-based view of the firm. Strategic Management Journal, 5(2), 171-180. http://dx.doi.org/10.1002/smj.4250050207.
Wieneke, A., & Lehrer, C. (2016). Generating and exploiting customer insights from social media data. Electronic Markets, 26(3), 245-268. http://dx.doi.org/10.1007/s12525-016-0226-1.
Xie, X., Zou, H., & Qi, G. (2018). Knowledge absorptive capacity and innovation performance in high-tech companies: A multi-mediating analysis. Journal of Business Research, 88, 289-297. http://dx.doi.org/10.1016/j.jbusres.2018.01.019.
Yao, F. K., & Chang, S. (2017). Do individual employees” learning goal orientation and civic virtue matter? A microfoundations perspective on firm absorptive capacity. Strategic Management Journal, 38(10), 2041-2060. http://dx.doi.org/10.1002/smj.2636.
Yeoh, P. (2009). Realized and potential absorptive capacity: Understanding their antecedents and performance in the sourcing context. Journal of Marketing Theory and Practice, 17(1), 21-36. http://dx.doi.org/10.2753/MTP1069-6679170102.
Zahra, S. A., & George, G. (2002). Absorptive capacity: A review, reconceptualization, and extension. Academy of Management Review, 27(2), 185-203. http://dx.doi.org/10.2307/4134351.
Zimand-Sheiner, D., & Earon, A. (2019). Disruptions of account planning in the digital age. Marketing Intelligence & Planning, 37(2), 126-139. http://dx.doi.org/10.1108/MIP-04-2018-0115.
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