The role of recommender systems in fostering consumers' long-term platform engagement

IF 7.8 2区 管理学 Q1 MANAGEMENT Journal of Service Management Pub Date : 2022-05-09 DOI:10.1108/josm-12-2021-0487
Ewa Maslowska, Edward C. Malthouse, Linda D. Hollebeek
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引用次数: 3

Abstract

Purpose

Recommender systems (RS) are designed to communicate with users and drive consumers' engagement with the platform. However, little is known about the strength of this relationship and how RS can create stronger consumer engagement (CE) with the platform brand. Addressing this gap, this paper examines the role of RS in converting consumers' short-term engagement with the RS to their longer-term platform engagement.

Design/methodology/approach

To explore these issues, the authors review key literature in the areas of CE and RS, from which they develop a conceptual framework.

Findings

The proposed framework suggests RS design as an important precursor to consumers' RS use, which is expected to affect their platform engagement/disengagement, in turn impacting the firm's long-term outcomes. The authors also identify key managerial tactics, strategies and challenges to aid the conversion of consumers' RS to CE.

Research limitations/implications

This research raises pertinent implications for research on the RS/CE interface, as synthesized in a proposed research agenda.

Practical implications

Based on the attained insight, authors outline implications for managing, facilitating and leveraging the proposed RS to CE conversion process. Correspondingly, authors argue that, to optimize RS effectiveness, RS designers should understand the nature of CE.

Originality/value

By exploring the effect of consumers' RS on their longer-term CE with the platform, the analyses offer pioneering managerial insight into RS effectiveness from a CE perspective.

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推荐系统在促进消费者长期平台参与方面的作用
目的推荐系统(RS)旨在与用户沟通,并推动消费者与平台的互动。然而,人们对这种关系的强度以及RS如何与平台品牌建立更强的消费者参与度(CE)知之甚少。为了解决这一差距,本文考察了RS在将消费者对RS的短期参与转化为长期平台参与方面的作用。为了探讨这些问题,作者回顾了CE和RS领域的关键文献,并从中建立了一个概念框架。所提出的框架表明,RS设计是消费者RS使用的重要前兆,这将影响他们对平台的参与/退出,进而影响公司的长期成果。作者还确定了关键的管理策略、战略和挑战,以帮助消费者的RS转换为CE。研究局限性/意义本研究提出了RS/CE接口研究的相关意义,如拟议的研究议程所综合的那样。实际意义基于获得的洞察力,作者概述了管理,促进和利用拟议的RS到CE转换过程的含义。相应地,作者认为,为了优化RS的有效性,RS设计者应该理解CE的本质。原创性/价值通过该平台探索消费者的RS对其长期CE的影响,分析提供了从CE角度对RS有效性的开创性管理见解。
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来源期刊
CiteScore
19.20
自引率
9.40%
发文量
55
期刊介绍: The Journal of Service Management (JOSM) centers its scope on research in service management. It disseminates papers showcasing distinctive and noteworthy contributions to service literature, serving as a communication platform for individuals in the service management field, transcending disciplines, functional areas, sectors, and nationalities. The journal publishes double-blind reviewed papers emphasizing service literature/theory and its practical applications.
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