Rebecca (Liang) Tang's research while affiliated with Iowa State University and other places

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Publications (4)


Understanding hidden dimensions in textual reviews on Airbnb: An application of modified latent aspect rating analysis (LARA)
  • Article

July 2019

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151 Reads

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73 Citations

International Journal of Hospitality Management

Yi Luo

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Rebecca (Liang) Tang

Many customers feel overwhelmed by excessive information provided on peer-review websites (e.g., Yelp). Thus, it is important to generate an effective mechanism to assist customers in identifying the dominant aspects and emotions embedded in textual reviews, and understand the contributions of these aspects and emotions to reviewers’ inclusive satisfaction (i.e. overall numerical rating). In the present study the Latent Aspect Rating Analysis (LARA) is modified to achieve this research objective. We identify five aspects; communication, experience, location, product/service, and value. Joy and surprise are the primary emotions shown in textual reviews. This study provides an innovative research venue for incorporating both textual reviews and numerical ratings into assessment. The results also can assist industry practitioners in identifying review patterns and enhancing user experience.

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Measuring customer perceptions of restaurant innovativeness: Developing and validating a scale

August 2018

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304 Reads

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107 Citations

International Journal of Hospitality Management

The primary purpose of the study is to identify customer perceptions of restaurant innovativeness (CPRI), and accordingly develop a multidimensional scale for measuring the concept. Development and validation of this scale followed a rigid procedure with three component studies. Study 1 analyzed qualitative data from 47 written interviews using NVivo. In Study 2, exploratory factor analysis (n = 1465) purified and refined the scale generated in Study 1. Study 3 (n = 514), using confirmatory factor analysis, provided empirical support for validating the 17 item-scale for CPRI. The model with one second-order factor (CPRI) and its four corresponding first-order factors (menu, technology-based service, experiential, and promotional innovativeness) gained support. The current study illuminates the procedure for developing a complete scale for future hospitality research. Presumably, the CPRI scale can become a benchmark for practitioners' evaluation of the effectiveness of strategies for innovativeness.


Optimization of menu-labeling formats to drive healthy dining: An eye tracking study

January 2018

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209 Reads

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55 Citations

International Journal of Hospitality Management

This study examines customers' visual attention when choosing food and beverage items of a fast-food menu. Three formats on menu labeling were examined, including numeric, color-coded, and physical activity-based formats. An experimental choice paradigm combined with eye tracking technology explored customers' visual attention, preferences for format, and menu choices. The study revealed that customers increased visual attention and chose healthier selections when viewing physical activity-based labeling, and customers preferred physical activity-based formats over numeric or color-coded labeling. Overall, the physical activity-based labeling on calorie information app to be the most effective format for inducing healthy choices. This study provides important implications for industry practitioners to effectively utilize menu labeling to improve cus-tomers' awareness of healthy eating options.


Table 2 Correlations for Constructs and AVE
Exploring the Determinants of e-Commerce by Integrating a Technology–Organization–Environment Framework and an Expectation–Confirmation Model
  • Article
  • Full-text available

December 2015

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246 Reads

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10 Citations

Tourism Analysis

An increasing number of lodging businesses utilize online third-party intermediaries (OTPIs) for distribution services on the internet. The purpose of the study was to investigate the decision-making processes of lodging firms in the adoption of OTPIs. The study developed and tested a conceptual model by strategically combining a technology–organization–environment framework (TOE) and an expectation–confirmation model (ECM). The results showed that, with regard to TOE, technology and organization have significant impacts on confirmation in ECM. Furthermore, the environment aspect of TOE significantly influences satisfaction in ECM, and both confirmation and satisfaction are antecedents of continuance intention. The study contributes to the knowledge body of TOE and ECM, and provides industry practitioners with strategies for the communications and decision-making processes of lodging businesses and OTPIs.

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Citations (4)


... Finally, based on the studies of Li et al. (2015) and through the Latent Dirichlet Allocation (LDA) algorithm of Blei et al. (2003), latent topics in online reviews were identified. From this calculation, the theta coefficients or probabilities that a text is associated with a topic (Serrano et al. 2021) expressed in their review comments (Luo and Tang 2019) were assigned. The implementation of these LDA calculations was done using the "Topicmodels" (Grün and Hornik 2011) and "Sentimentr" packages, which allowed to classify the polarity of the comments and assign an emotion to them. ...

Reference:

Exploring the determinants of the user experience in P2P payment systems in Spain: a text mining approach
Understanding hidden dimensions in textual reviews on Airbnb: An application of modified latent aspect rating analysis (LARA)
  • Citing Article
  • July 2019

International Journal of Hospitality Management

... According to [126], this situation creates a potential demand for firms with alternative services to capitalize on such service innovation deficits and quickly introduce innovative services to the market, especially when competing firms' readiness for convertibility is high. Such service innovations can be pursued using experiential innovativeness [127], which posits that the success of an innovative practice is ultimately evaluated by customers. Service firms can achieve customer satisfaction through the provision of experiential services that align with the customer-centric perspective of experiential innovativeness. ...

Measuring customer perceptions of restaurant innovativeness: Developing and validating a scale
  • Citing Article
  • August 2018

International Journal of Hospitality Management

... The first reason is that the eye tracking metric is well defined, with fixation count describing the number of fixations made on a specified area of interest thereby determining if participants paid attention to key aspects strategically embedded in the stimuli ). Fixation count is also regarded as the primary measures of audiences' interest (Kim et al. 2018;Liu et al. 2023), and thereby was an essential indicator of the key focus points of the audiences visual cognitive processing. According to Xu et al.'s (2021) study, GSR signal, which indicates individuals' emotional arousal, can be a proxy for assessing the sense of presence. ...

Optimization of menu-labeling formats to drive healthy dining: An eye tracking study
  • Citing Article
  • January 2018

International Journal of Hospitality Management

... Electronic commerce or E-commerce can be broadly defined as any form of commercial transaction or exchange of information based on the transmission of data over communication networks such as the Internet (Tu & Shangguan, 2018;Išoraitė & Miniotienė, 2018;Song et al.,2015;Cannetta et al.,2013). Depending on the case, the term has different meanings (Jain et al.,2021;Išoraitė & Miniotienė, 2018). ...

Exploring the Determinants of e-Commerce by Integrating a Technology–Organization–Environment Framework and an Expectation–Confirmation Model

Tourism Analysis