Using Machine Learning To Cocreate Value Through Dynamic Customer Engagement In A Brand Loyalty Program

Hospitality venues traditionally use historical data from customers for their customer relationship management systems, but now they can also collect real-time data and automated procedures to make dynamic decisions and predictions about customer behavior. Machine learning is an example of automated processes that create insights into cocreation of value through dynamic customer engagement. To show the merits of automation, machine learning was implemented at a major hospitality venue and compared with traditional methods to identify what customers value in a loyalty program. The results show that machine learning processes are superior in identifying customers who find value in specific promotions. This research deepens practical and theoretical understanding of machine learning in the customer engagement-to-value loyalty chain and in the customer engagement construct that uses a dynamic customer engagement model.

[1]  Thomas G. Dietterich Approximate Statistical Tests for Comparing Supervised Classification Learning Algorithms , 1998, Neural Computation.

[2]  P. K. Kannan,et al.  Implications of loyalty program membership and service experiences for customer retention and value , 2000 .

[3]  J. Bowen,et al.  The relationship between customer loyalty and customer satisfaction , 2001 .

[4]  C. Prahalad,et al.  Co-creation experiences: The next practice in value creation , 2004 .

[5]  M. Sawhney,et al.  Collaborating to create: The Internet as a platform for customer engagement in product innovation , 2005 .

[6]  Andrew J. Czaplewski,et al.  eWOM: The impact of customer-to-customer online know-how exchange on customer value and loyalty , 2006 .

[7]  Isabelle Guyon,et al.  An Introduction to Feature Extraction , 2006, Feature Extraction.

[8]  Jari Vesanen What is personalization? A conceptual framework , 2007 .

[9]  J. McAlexander,et al.  Transcendent customer experience and brand community , 2007 .

[10]  Stephen L. Vargo,et al.  On value and value co-creation: A service systems and service logic perspective , 2008 .

[11]  Stephen L. Vargo,et al.  From goods to service(s): Divergences and convergences of logics , 2008 .

[12]  J. Bowden The Process of Customer Engagement: A Conceptual Framework , 2009 .

[13]  K. Chan,et al.  Understanding consumer-to-consumer interactions in virtual communities : the salience of reciprocity , 2010 .

[14]  R. Brodie,et al.  Customer Engagement , 2011 .

[15]  L. Hollebeek Demystifying customer brand engagement: Exploring the loyalty nexus , 2011 .

[16]  R. Morgan,et al.  Customer Engagement: Exploring Customer Relationships Beyond Purchase , 2012 .

[17]  C. M. Sashi Customer engagement, buyer‐seller relationships, and social media , 2012 .

[18]  R. Brodie,et al.  Consumer engagement in a virtual brand community: An exploratory analysis , 2013 .

[19]  Eric T. Bradlow,et al.  Perspectives on Bayesian Methods and Big Data , 2014, Customer Needs and Solutions.

[20]  Justin Grimmer,et al.  We Are All Social Scientists Now: How Big Data, Machine Learning, and Causal Inference Work Together , 2014, PS: Political Science & Politics.

[21]  Kevin Kam Fung So,et al.  Customer Engagement With Tourism Brands , 2014 .

[22]  Lars Groeger,et al.  Capturing value from non-paying consumers’ engagement behaviours: field evidence and development of a theoretical model , 2015 .

[23]  Susan Athey,et al.  Machine Learning and Causal Inference for Policy Evaluation , 2015, KDD.

[24]  Z. Schwartz,et al.  What can big data and text analytics tell us about hotel guest experience and satisfaction , 2015 .

[25]  J. Kandampully,et al.  Customer loyalty: a review and future directions with a special focus on the hospitality industry , 2015 .

[26]  P. Chathoth,et al.  Co-creation and higher order customer engagement in hospitality and tourism services: A critical review , 2016 .

[27]  Kevin Kam Fung So,et al.  The Role of Customer Engagement in Building Consumer Loyalty to Tourism Brands , 2016 .

[28]  S. Tanford Antecedents and Outcomes of Hospitality Loyalty , 2016 .

[29]  Teresa Fernandes,et al.  Customer Engagement and Loyalty: A Comparative Study Between Service Contexts , 2016 .

[30]  M. McCall,et al.  Customer Loyalty Program Management , 2016 .

[31]  R. Brodie,et al.  Strategic drivers, anticipated and unanticipated outcomes of customer engagement , 2016 .

[32]  Thorsten Teichert,et al.  Big data for big insights: Investigating language-specific drivers of hotel satisfaction with 412,784 user-generated reviews , 2017 .

[33]  S. Hyun,et al.  Understanding the dimensions of customer relationships in the hotel and restaurant industries , 2017 .

[34]  Bradley S. Price An Interview With Pete Gibson, CEO, Datlytics, Ft. Lauderdale, Florida, USA , 2017 .

[35]  Yun Ying Zhong,et al.  Casino Loyalty: The Influence of Loyalty Program, Switching Costs, and Trust , 2017 .