Predicting overall customer satisfaction: Big data evidence from hotel online textual reviews
被引:311
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作者:
Zhao, Yabing
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机构:
San Francisco State Univ, Coll Business, Dept Decis Sci, 1600 Holloway Ave, San Francisco, CA 94132 USASan Francisco State Univ, Coll Business, Dept Decis Sci, 1600 Holloway Ave, San Francisco, CA 94132 USA
Zhao, Yabing
[1
]
Xu, Xun
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机构:
Calif State Univ Stanislaus, Coll Business Adm, Dept Management Operat & Mkt, One Univ Circle, Turlock, CA 95382 USASan Francisco State Univ, Coll Business, Dept Decis Sci, 1600 Holloway Ave, San Francisco, CA 94132 USA
Xu, Xun
[2
]
Wang, Mingshu
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机构:
Univ Georgia, Dept Geog, 210 Field St, Athens, GA 30602 USASan Francisco State Univ, Coll Business, Dept Decis Sci, 1600 Holloway Ave, San Francisco, CA 94132 USA
Wang, Mingshu
[3
]
机构:
[1] San Francisco State Univ, Coll Business, Dept Decis Sci, 1600 Holloway Ave, San Francisco, CA 94132 USA
[2] Calif State Univ Stanislaus, Coll Business Adm, Dept Management Operat & Mkt, One Univ Circle, Turlock, CA 95382 USA
[3] Univ Georgia, Dept Geog, 210 Field St, Athens, GA 30602 USA
Online textual reviews;
Technical attributes;
Overall customer satisfaction;
Hotel industry;
Big data;
WORD-OF-MOUTH;
CONSUMER-GENERATED MEDIA;
SOCIAL MEDIA;
SENTIMENT ANALYSIS;
IMPACT;
MODEL;
ANTECEDENTS;
HELPFULNESS;
EXPERIENCE;
LANGUAGE;
D O I:
10.1016/j.ijhm.2018.03.017
中图分类号:
F [经济];
学科分类号:
02 ;
摘要:
Customer online reviews of hotels have significant business value in the e-commerce and big data era. Online textual reviews have an open-structured form, and the technical side, namely the linguistic attributes of online textual reviews, is still largely under-explored. Using a sample of 127,629 reviews from tripadvisor.com, this study predicts overall customer satisfaction using the technical attributes of online textual reviews and customers' involvement in the review community. We find that a higher level of subjectivity and readability and a longer length of textual review lead to lower overall customer satisfaction, and a higher level of diversity and sentiment polarity of textual review leads to higher overall customer satisfaction. We also find that customers' review involvement positively influences their overall satisfaction. We provide implications for hoteliers to better understand customer online review behavior and implement efficient online review management actions to use electronic word of mouth and enhance hotels' performance.
机构:
Hong Kong Polytech Univ, Dept Ind & Syst Engn, Hong Kong, Peoples R ChinaCurtin Univ, Sch Elect Engn Comp & Math Sci, Perth, WA, Australia
Kwong, C. K.
Kremer, Gul E.
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机构:
Iowa State Univ, Dept Ind & Mfg Syst Engn, Eng3004 Black Engn Bldg,2529 Union Dr, Ames, IA 50011 USACurtin Univ, Sch Elect Engn Comp & Math Sci, Perth, WA, Australia
机构:
Washington State Univ, Sch Hosp Business Management, Pullman, WA 99164 USAWashington State Univ, Sch Hosp Business Management, Pullman, WA 99164 USA
Min, Hyounae
Lim, Yumi
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机构:
Virginia Tech, Blacksburg, VA USAWashington State Univ, Sch Hosp Business Management, Pullman, WA 99164 USA
Lim, Yumi
Magnini, Vincent P.
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h-index: 0
机构:
Virginia Tech, Blacksburg, VA USAWashington State Univ, Sch Hosp Business Management, Pullman, WA 99164 USA
机构:
Department of Construction Management, University of Houston, 111C Technology Annex Building, Houston, 77204-4021, TXDepartment of Construction Management, University of Houston, 111C Technology Annex Building, Houston, 77204-4021, TX
Gao L.
Yu Y.
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h-index: 0
机构:
Department of Civil Engineering, University of the District of Columbia, 4200 Connecticut Ave NW 21, Washington, 20008, DCDepartment of Construction Management, University of Houston, 111C Technology Annex Building, Houston, 77204-4021, TX
Yu Y.
Liang W.
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h-index: 0
机构:
Department of Construction Management, University of Houston, 111C Technology Annex Building, Houston, 77204-4021, TXDepartment of Construction Management, University of Houston, 111C Technology Annex Building, Houston, 77204-4021, TX
机构:
Harbin Inst Technol, Dept Management Sci & Engn, Harbin 150006, Peoples R ChinaHarbin Inst Technol, Dept Management Sci & Engn, Harbin 150006, Peoples R China
Yan, Xiangbin
Wang, Jing
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h-index: 0
机构:
Harbin Inst Technol, Dept Management Sci & Engn, Harbin 150006, Peoples R ChinaHarbin Inst Technol, Dept Management Sci & Engn, Harbin 150006, Peoples R China
Wang, Jing
Chau, Michael
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hong Kong, Sch Business, Fac Business & Econ, Hong Kong, Hong Kong, Peoples R ChinaHarbin Inst Technol, Dept Management Sci & Engn, Harbin 150006, Peoples R China