슈퍼앱 리뷰 토픽모델링을 통한 서비스 강화 방안 연구
Research on Service Enhancement Approach based on Super App Review Data using Topic Modeling
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초록

Super app is an application that provides a variety of services in a unified interface within a single platform. With the acceleration of digital transformation, super apps are becoming more prevalent. This study aims to suggest service enhancement measures by analyzing the user review data before and after the transition to a super app. To this end, user review data from a payment-based super app(Shinhan Play) were collected and studied via topic modeling. Moreover, a matrix for assessing the importance and usefulness of topics is introduced, which relies on the eigenvector centrality of the inter-topic network obtained through topic modeling and the number of review recommendations. This allowed us to identify and categorize topics with high utility and impact. Prior to the transition, the factors contributing to user satisfaction included ‘payment service,’ ‘additional service,’ and ‘improvement.’ Following the transition, user satisfaction was associated with ‘payment service’ and ‘integrated UX.’ Conversely, dissatisfaction factors before the transition encompassed issues related to ‘signup/installation,’ ‘payment error/response,’ ‘security authentication,’ and ‘security error.’ Following the transition, user dissatisfaction arose from concerns regarding ‘update/error response’ and ‘UX/UI.’ The research results are expected to be used as a basis for establishing strategies to strengthen service competitiveness by making super app services more user-oriented.

키워드

Super AppApp ReviewTopic ModelingService Enhancement
제목
슈퍼앱 리뷰 토픽모델링을 통한 서비스 강화 방안 연구
제목 (타언어)
Research on Service Enhancement Approach based on Super App Review Data using Topic Modeling
저자
유제원송지훈
발행일
2024-04
저널명
한국산업융합학회논문집
27
2
페이지
343 ~ 356