Generation Z and Millennial customer expectation from technology breadth and depth in firm offerings during customer journey: scale development study

Purpose Firm deployment of technology breadth and depth (TBD) throughout the pre-purchase, purchase and post-purchase stages is critical for customer experience management. A significant gap in customer–technology interactions in the customer journey is the absence of a reliable measurement for TBD. This paper addresses conceptual clarity on TBD in the customer journey, grounded on expectation confirmation theory. Next, scales for technology breadth in the customer journey (TBCJ) and technology depth in the customer journey (TDCJ) are developed and validated. Design/methodology/approach This research followed a mixed-methods design and comprised five different studies. The data were collected from online retail Generation Z and Millennial customers for item generation, purification and validation. The TBCJ and TDCJ predictive validity were examined for their effects on customer satisfaction and repurchase intention for high-involvement (HI) and low-involvement (LI) products. Findings The results establish the validity of TBCJ and TDCJ as second-order constructs based on customer expectations and confirmations in the pre-purchase, purchase and post-purchase stages. Furthermore, TBCJ had higher effects than TDCJ on customer satisfaction and re-purchase intention for LI products. TDCJ had higher effects on customer satisfaction and repurchase intention for HI products than TBCJ. Research limitations/implications This research is the first robust effort toward developing and validating a scale for TBD in the customer journey. Practical implications TBCJ and TDCJ measurements offer managerial utility in deciding on the suitable mix for technology deployment to enhance the customer experience. Originality/value This research is the first robust effort toward developing and validating a scale for TBD in the customer journey.

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Publication Details

Journal
Asia Pacific Journal of Marketing and Logistics
Published
2025-08-11
DOI
https://doi.org/10.1108/apjml-08-2024-1099
Primary Topic
Technology Adoption and User Behaviour
Type
article
Field-Weighted Citation Impact
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article

Generation Z and Millennial customer expectation from technology breadth and depth in firm offerings during customer journey: scale development study

Arunaditya Sahay, Amit Kumar, Arvind Sahay, Som Sekhar Bhattacharyya
Asia Pacific Journal of Marketing and Logistics
Technology Adoption and User Behaviour
article

Generation Z and Millennial customer expectation from technology breadth and depth in firm offerings during customer journey: scale development study

Arunaditya Sahay, Amit Kumar, Arvind Sahay, Som Sekhar Bhattacharyya
article en

Abstract

Purpose Firm deployment of technology breadth and depth (TBD) throughout the pre-purchase, purchase and post-purchase stages is critical for customer experience management. A significant gap in customer–technology interactions in the customer journey is the absence of a reliable measurement for TBD. This paper addresses conceptual clarity on TBD in the customer journey, grounded on expectation confirmation theory. Next, scales for technology breadth in the customer journey (TBCJ) and technology depth in the customer journey (TDCJ) are developed and validated. Design/methodology/approach This research followed a mixed-methods design and comprised five different studies. The data were collected from online retail Generation Z and Millennial customers for item generation, purification and validation. The TBCJ and TDCJ predictive validity were examined for their effects on customer satisfaction and repurchase intention for high-involvement (HI) and low-involvement (LI) products. Findings The results establish the validity of TBCJ and TDCJ as second-order constructs based on customer expectations and confirmations in the pre-purchase, purchase and post-purchase stages. Furthermore, TBCJ had higher effects than TDCJ on customer satisfaction and re-purchase intention for LI products. TDCJ had higher effects on customer satisfaction and repurchase intention for HI products than TBCJ. Research limitations/implications This research is the first robust effort toward developing and validating a scale for TBD in the customer journey. Practical implications TBCJ and TDCJ measurements offer managerial utility in deciding on the suitable mix for technology deployment to enhance the customer experience. Originality/value This research is the first robust effort toward developing and validating a scale for TBD in the customer journey.

Asia Pacific Journal of Marketing and Logistics
Management Development Institute (IN), Indian Institute of Management Ahmedabad (IN), Fore School of Management (IN), Indian Institute of Management Bangalore (IN), Great Lakes Institute of Management (IN)
Industry, innovation and infrastructure
Openalex Percentile: Top 79%
Technology Adoption and User Behaviour
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