IDEAS home Printed from https://ideas.repec.org/a/ovi/oviste/vxxiy2021i2p849-855.html
   My bibliography  Save this article

A Methodological Approach for the Journey through Real-Time Marketing: From Customer Journey Analytics to Personalization Engines

Author

Listed:
  • Claudiu-Catalin Munteanu

    (Romanian Academy)

  • Adina Cristea

    (Bucharest University of Economic Studies)

Abstract

Many companies rely in practice on personalization engines and value co-creation in order to boost the efficacy of their one-to-one customer relationships. Real-time marketing (RTM) can increase the efficacy of marketing activities by taking advantage of technology, big data analysis, social media and constant connectivity. RTM fosters consumer engagement in value co-creation and in the personalization of products, offers and customer service. This paper suggests a methodology for implementing RTM by considering the main characteristics of customization strategies: novelty, serendipity and diversity. Based on the seven rules for RTM implementation, we propose and discuss the process of incorporating big data and customization strategies into a personalization engine driven by machine learning and big data analytics. We include in the personalization engine value co-creation drivers based on marketing drive value, customer lifetime value and strength and intensity of brand associations. The proposed process-based framework for RTM implementation integrates algorithms related to customer profile to calculate their future purchase probability, thus being a useful managerial tool for segmenting and targeting consumers in real-time. By adapting marketing communication patterns to these permanently ‘evolving’ segments, value co-creation and consumer satisfaction increase, while the AI algorithms also improve.

Suggested Citation

  • Claudiu-Catalin Munteanu & Adina Cristea, 2021. "A Methodological Approach for the Journey through Real-Time Marketing: From Customer Journey Analytics to Personalization Engines," Ovidius University Annals, Economic Sciences Series, Ovidius University of Constantza, Faculty of Economic Sciences, vol. 0(2), pages 849-855, December.
  • Handle: RePEc:ovi:oviste:v:xxi:y:2021:i:2:p:849-855
    as

    Download full text from publisher

    File URL: https://stec.univ-ovidius.ro/html/anale/RO/2021-2/Section%204/39.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Kumar Rakesh Ranjan & Stuart Read, 2016. "Value co-creation: concept and measurement," Journal of the Academy of Marketing Science, Springer, vol. 44(3), pages 290-315, May.
    2. Jennifer Stevens & Carol L. Esmark & Stephanie M. Noble & Na Young Lee, 2017. "Co-producing with consumers: how varying levels of control and co-production impact affect," Marketing Letters, Springer, vol. 28(2), pages 171-187, June.
    3. Matt, C. & Benlian, Alexander & Hess, Thomas & Weiß, Christian, 2014. "Escaping from the Filter Bubble? The Effects of Novelty and Serendipity on Users’ Evaluations of Online Recommendations," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 66193, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    4. Jiménez, Fernando R. & Mendoza, Norma A., 2013. "Too Popular to Ignore: The Influence of Online Reviews on Purchase Intentions of Search and Experience Products," Journal of Interactive Marketing, Elsevier, vol. 27(3), pages 226-235.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Foroudi, Pantea & Yu, Qionglei & Gupta, Suraksha & Foroudi, Mohammad M., 2019. "Enhancing university brand image and reputation through customer value co-creation behaviour," Technological Forecasting and Social Change, Elsevier, vol. 138(C), pages 218-227.
    2. Yi Mei & Xiaoyan Xu & Xiaodong Li, 2020. "Encouraging Patient Engagement Behaviors from the Perspective of Functional Quality," IJERPH, MDPI, vol. 17(22), pages 1-15, November.
    3. Severin Oesterle & Arne Buchwald & Nils Urbach, 2022. "Investigating the co-creation of IT consulting service value: empirical findings of a matched pair analysis," Electronic Markets, Springer;IIM University of St. Gallen, vol. 32(2), pages 571-597, June.
    4. Xiaodong Bai, 2024. "Unveiling the Impact of Value Propositions on Value Creation in Chinese Health Service Enterprises: A Customer Participation Perspective," International Journal of Science and Business, IJSAB International, vol. 38(1), pages 1-17.
    5. Román, Sergio & Riquelme, Isabel P. & Iacobucci, Dawn, 2023. "Fake or credible? Antecedents and consequences of perceived credibility in exaggerated online reviews," Journal of Business Research, Elsevier, vol. 156(C).
    6. Bi, Sheng & Liu, Zhiying & Usman, Khalid, 2017. "The influence of online information on investing decisions of reward-based crowdfunding," Journal of Business Research, Elsevier, vol. 71(C), pages 10-18.
    7. Angelito Calma & José Martí-Parreño & Martin Davies, 2019. "Journal of the Academy of Marketing Science 1973–2018: an analytical retrospective," Scientometrics, Springer;Akadémiai Kiadó, vol. 119(2), pages 879-908, May.
    8. Tibert Verhagen & Daniel Bloemers, 2018. "Exploring the cognitive and affective bases of online purchase intentions: a hierarchical test across product types," Electronic Commerce Research, Springer, vol. 18(3), pages 537-561, September.
    9. Dziewanowska Katarzyna & Kacprzak Agnieszka, 2023. "The Influence of Engagement in Value Co-Creation on E-Learning Experience and Student Satisfaction: An Empirical Study," Marketing of Scientific and Research Organizations, Sciendo, vol. 48(2), pages 61-80, June.
    10. Agnieszka Izabela Baruk, 2021. "Prosumers’ Needs Satisfied Due to Cooperation with Offerors in the Context of Attitudes toward Such Cooperation," Energies, MDPI, vol. 14(22), pages 1-16, November.
    11. Nathalie Peña-García & Mauricio Losada-Otálora & Jorge Juliao-Rossi & Augusto Rodríguez-Orejuela, 2021. "Co-Creation of Value and Customer Experience: An Application in Online Banking," Sustainability, MDPI, vol. 13(18), pages 1-14, September.
    12. Sheng, Margaret L. & Natalia, Natalia & Hsieh, C.Y., 2022. "Reconceptualizing value creation: Exploring the role of goal congruence in the Co-creation process," Journal of Retailing and Consumer Services, Elsevier, vol. 66(C).
    13. Balaji, M.S. & Jha, Subhash & Sengupta, Aditi Sarkar & Krishnan, Balaji C., 2018. "Are cynical customers satisfied differently? Role of negative inferred motive and customer participation in service recovery," Journal of Business Research, Elsevier, vol. 86(C), pages 109-118.
    14. Christina J. Herden & Ervin Alliu & André Cakici & Thibaut Cormier & Catherine Deguelle & Sahil Gambhir & Caleb Griffiths & Shrishti Gupta & Sahil R. Kamani & Yonca-Selda Kiratli & Máté Kispataki & Gr, 2021. "“Corporate Digital Responsibility”," Sustainability Nexus Forum, Springer, vol. 29(1), pages 13-29, March.
    15. Ivan Fedorenko & Pierre Berthon, 2017. "Beyond the expected benefits: unpacking value co-creation in crowdsourcing business models," AMS Review, Springer;Academy of Marketing Science, vol. 7(3), pages 183-194, December.
    16. Ketron, Seth, 2017. "Investigating the effect of quality of grammar and mechanics (QGAM) in online reviews: The mediating role of reviewer crediblity," Journal of Business Research, Elsevier, vol. 81(C), pages 51-59.
    17. Zhong, Lina & Verma, Rohit & Wei, Wenqi & Morrsion, Alastair M. & Yang, Liyu, 2022. "Multi-stakeholder perspectives on the impacts of service robots in urban hotel rooms," Technology in Society, Elsevier, vol. 68(C).
    18. Felicitas Evangelista & Maria Estela Varua & Vivienne Saverimuttu & Rina Datt & Hugh Pattinson & Karina Wardle & Anna Evangelista, 2022. "Antecedents and Outcomes of Service Co-Creation in the Sharing Economy," SAGE Open, , vol. 12(2), pages 21582440221, May.
    19. Cheng, Ru & Tao, Lei & Wang, Qiang & Zhao, Xiande, 2023. "The impact of value co-creation orientation on radical service innovation: Exploring a serial mediation mechanism," International Journal of Production Economics, Elsevier, vol. 262(C).
    20. Sumitro Sarkum & Abd. Rasyid Syamsuri & Supriadi Supriadi, 2020. "The Role of Multi-Actor Engagement," JOItmC, MDPI, vol. 6(4), pages 1-13, December.

    More about this item

    Keywords

    real-time marketing; personalization engines; big data marketing; customization strategiesm value co-creation;
    All these keywords.

    JEL classification:

    • M30 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Marketing and Advertising - - - General
    • M31 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Marketing and Advertising - - - Marketing
    • C55 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Large Data Sets: Modeling and Analysis
    • C81 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - Methodology for Collecting, Estimating, and Organizing Microeconomic Data; Data Access

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:ovi:oviste:v:xxi:y:2021:i:2:p:849-855. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Gheorghiu Gabriela (email available below). General contact details of provider: https://edirc.repec.org/data/feoviro.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.