Visible but Scarce: Frontline Warmth and Soft-Service Readiness in Malaysian Hotel Reviews
Abstract
Malaysia’s ambitious targets for Visit Malaysia 2026 risk being undermined by a structural soft-service gap that remains invisible in macro-level tourism metrics. Analysing 350,557 Ctrip reviews across 990 Malaysian hotels, this study operationalises frontline warmth as a diagnostic of Malaysia’s soft-service readiness. The findings reveal that interpersonal warmth is not a routine service baseline but a scarce experiential resource, appearing in only 10.3% of guest narratives. This scarcity is compounded by a near-total vacuum in communication-related warmth (0.1%), suggesting a service culture that is functionally adequate but emotionally thin. The study also identifies a critical language-market mismatch: whereas English reviews recognise warmth through spontaneous friendliness, Chinese-language reviews evaluate warmth more strongly through disciplined courtesy and service attitude. Most critically, the rating premium for warmth (0.455) is effectively double that of operational competence (0.221), indicating that guests reward being treated well far more than being processed efficiently. The study concludes that frontline warmth, cultural courtesy, and emotional labour should be treated not as decorative traits, but as essential tourism infrastructure. A tired smile cannot sustain a national tourism campaign.
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Ahani, A., Nilashi, M., Yadegaridehkordi, E., Sanzogni, L., Rashid, T. A., Knox, K., Samad, S., & Ibrahim, O. (2019). Revealing customers’ satisfaction and preferences through online review analysis: The case of Canary Islands hotels. Journal of Retailing and Consumer Services, 51, 331–343. https://doi.org/10.1016/j.jretconser.2019.06.014
Aminudin, N., Hassan, N. A., Shaukani, N. F. A., & Jamal, S. A. (2021). Customer satisfaction towards hotel industry in Malaysia: A systematic review of pre-Covid19 era. Insight Journal, 8, 170–181. https://doi.org/10.24191/ij.v8i0.105
Arel-Bundock, V. (2022). modelsummary: Data and model summaries in R. Journal of Statistical Software, 103(1), 1–23. https://doi.org/10.18637/jss.v103.i01
Banerjee, S., & Chua, A. Y. K. (2016). In search of patterns among travellers’ hotel ratings in TripAdvisor. Tourism Management, 53, 125–131. https://doi.org/10.1016/j.tourman.2015.09.020
Bates, D., Mächler, M., Bolker, B., & Walker, S. (2015). Fitting linear mixed-effects models using lme4. Journal of Statistical Software, 67(1), 1–48. https://doi.org/10.18637/jss.v067.i01
Bavik, A. (2020). A systematic review of the servant leadership literature in management and hospitality. International Journal of Contemporary Hospitality Management, 32(1), 347–382. https://doi.org/10.1108/IJCHM-10-2018-0788
Bitner, M. J., Booms, B. H., & Tetreault, M. S. (1990). The service encounter: Diagnosing favourable and unfavourable incidents. Journal of Marketing, 54(1), 71–84. https://doi.org/10.1177/002224299005400105
Bulchand-Gidumal, J., William Secin, E., O’Connor, P., & Buhalis, D. (2024). Artificial intelligence’s impact on hospitality and tourism marketing: Exploring key themes and addressing challenges. Current Issues in Tourism, 27(14), 2345–2362. https://doi.org/10.1080/13683500.2023.2229480
Chen, K. Y. (2019). How passion for work and emotional labour affect emotional exhaustion and job satisfaction of hotel employees. International Journal of Hospitality Management, 76, 136–145. https://doi.org/10.1016/j.ijhm.2018.04.012
Du Plessis, M., & Rabie, C. (2025). Workplace wellness initiatives and service quality in customer-facing industries: A systematic review. South African Journal of Economic and Management Sciences, 28(1), Article a6428. https://doi.org/10.4102/sajems.v28i1.6428
Dzia-Uddin, D. N., Minghat, A. D., & Wan Zakaria, W. N. (2023). Systematic literature review of employability skills of hospitality graduates after Covid-19 era. International Journal of Academic Research in Business and Social Sciences, 13(10), 2155–2175. https://doi.org/10.6007/IJARBSS/v13-i10/19116
Filieri, R. (2016). What makes an online consumer review trustworthy? Annals of Tourism Research, 58, 46–64. https://doi.org/10.1016/j.annals.2015.12.019
Fiske, S. T., Cuddy, A. J. C., Glick, P., & Xu, J. (2002). A model of stereotype content: Competence and warmth respectively follow from perceived status and competition. Journal of Personality and Social Psychology, 82(6), 878–902. https://doi.org/10.1037/0022-3514.82.6.878
Fiske, S. T., Cuddy, A. J. C., & Glick, P. (2007). Universal dimensions of social cognition: Warmth and competence. Trends in Cognitive Sciences, 11(2), 77–83. https://doi.org/10.1016/j.tics.2006.11.005
Grandey, A. A. (2000). Emotion regulation in the workplace: A new way to conceptualise emotional labour. Journal of Occupational Health Psychology, 5(1), 95–110. https://doi.org/10.1037/1076-8998.5.1.95
Grimmer, J., Roberts, M. E., & Stewart, B. M. (2022). Text as data: A new framework for machine learning and the social sciences. Princeton University Press.
Grönroos, C. (1984). A service quality model and its marketing implications. European Journal of Marketing, 18(4), 36–44. https://doi.org/10.1108/EUM0000000004784
Grolemund, G., & Wickham, H. (2011). Dates and times made easy with lubridate. Journal of Statistical Software, 40(3), 1–25. https://doi.org/10.18637/jss.v040.i03
Guo, Y., Barnes, S. J., & Jia, Q. (2017). Mining meaning from online ratings and reviews: Tourist satisfaction analysis using latent Dirichlet allocation. Tourism Management, 59, 467–483. https://doi.org/10.1016/j.tourman.2016.09.009
Hall, E. T. (1976). Beyond culture. Anchor Press.
Hochschild, A. R. (1983). The managed heart: Commercialization of human feeling. University of California Press.
Hofstede, G. (2001). Culture’s consequences: Comparing values, behaviours, institutions and organisations across nations (2nd ed.). Sage.
Kandampully, J., Zhang, T., & Jaakkola, E. (2018). Customer experience management in hospitality: A literature synthesis, new understanding and research agenda. International Journal of Contemporary Hospitality Management, 30(1), 21–56. https://doi.org/10.1108/IJCHM-10-2015-0549
Kim, H., So, K. K. F., Mihalik, B. J., & Ribeiro, M. A. (2024). Tourism and hospitality customer touchpoints: Conceptualization, index development, and validation. Tourism Management, 100, Article 104802. https://doi.org/10.1016/j.tourman.2023.104802
Kim, J.-H., Ritchie, J. R. B., & McCormick, B. (2012). Development of a scale to measure memorable tourism experiences. Journal of Travel Research, 51(1), 12–25. https://doi.org/10.1177/0047287510385467
Kwok, L., & Xie, K. L. (2016). Factors contributing to the helpfulness of online hotel reviews: Does manager response play a role? International Journal of Contemporary Hospitality Management, 28(10), 2156–2177. https://doi.org/10.1108/IJCHM-03-2015-0107
Lam, R., Cheung, C., & Lugosi, P. (2022). The impacts of cultural intelligence and emotional labor on the job satisfaction of luxury hotel employees. International Journal of Hospitality Management, 100, Article 103084. https://doi.org/10.1016/j.ijhm.2021.103084
Le, H. T. M., Phan-Thi, T.-A., Nguyen, B. T., & Nguyen, T. Q. (2025). Mining online hotel reviews using big data and machine learning: An empirical study from an emerging country. Annals of Tourism Research Empirical Insights, 6(1), Article 100170. https://doi.org/10.1016/j.annale.2025.100170
Lee, L., & Madera, J. M. (2019). A systematic literature review of emotional labour research from the hospitality and tourism literature. International Journal of Contemporary Hospitality Management, 31(7), 2808–2826. https://doi.org/10.1108/IJCHM-05-2018-0395
Lemon, K. N., & Verhoef, P. C. (2016). Understanding customer experience throughout the customer journey. Journal of Marketing, 80(6), 69–96. https://doi.org/10.1509/jm.15.0420
Li, M., Yin, D., Qiu, H., & Bai, B. (2021). A systematic review of AI technology-based service encounters: Implications for hospitality and tourism operations. International Journal of Hospitality Management, 95, Article 102930. https://doi.org/10.1016/j.ijhm.2021.102930
Li, X. R., Lai, C., Harrill, R., Kline, S., & Wang, L. (2011). When east meets west: An exploratory study on Chinese outbound tourists’ travel expectations. Tourism Management, 32(4), 741–749. https://doi.org/10.1016/j.tourman.2010.06.009
Liu, B. (2012). Sentiment analysis and opinion mining. Morgan & Claypool Publishers.
Mariani, M. M., Baggio, R., Fuchs, M., & Höepken, W. (2018). Business intelligence and big data in hospitality and tourism: A systematic literature review. International Journal of Contemporary Hospitality Management, 30(12), 3514–3554. https://doi.org/10.1108/IJCHM-07-2017-0461
Mattila, A. S. (1999). The role of culture in the service evaluation process. Journal of Service Research, 1(3), 250–261. https://doi.org/10.1177/109467059913006
Mey, L. P., Akbar, A. K., & Fie, D. Y. G. (2006). Measuring service quality and customer satisfaction of the hotels in Malaysia: Malaysian, Asian and non-Asian hotel guests. Journal of Hospitality and Tourism Management, 13(2), 144–160. https://doi.org/10.1375/jhtm.13.2.144
Meyer, C., & Schwager, A. (2007). Understanding customer experience. Harvard Business Review, 85(2), 116–126.
Ministry of Tourism, Arts and Culture Malaysia. (2020). National Tourism Policy 2020–2030: Executive summary. https://www.tourism.gov.my/files/uploads/Executive_Summary.pdf
Mohamed Idris, A. K., Mohd Noor, N. F., Tarmazi, S. A. A., Hashim, N., & Ghazali, N. (2017). Factors that influence frontline employee behaviour towards guest satisfaction in hotel. Journal of Academia, 5(1), 147–157.
O’Connor, P. (2010). Managing a hotel’s image on TripAdvisor. Journal of Hospitality Marketing & Management, 19(7), 754–772. https://doi.org/10.1080/19368623.2010.508007
Oliver, R. L. (1997). Satisfaction: A behavioral perspective on the consumer. McGraw-Hill.
Parasuraman, A., Zeithaml, V. A., & Berry, L. L. (1988). SERVQUAL: A multiple-item scale for measuring consumer perceptions of service quality. Journal of Retailing, 64(1), 12–40.
Patterson, P. G., Cowley, E., & Prasongsukarn, K. (2006). Service failure recovery: The moderating impact of individual-level cultural value orientation on perceptions of justice. International Journal of Research in Marketing, 23(3), 263–277. https://doi.org/10.1016/j.ijresmar.2006.02.004
Perdomo-Verdecia, V., Garrido-Vega, P., & Sacristán-Díaz, M. (2024). An fsQCA analysis of service quality for hotel customer satisfaction. International Journal of Hospitality Management, 122, Article 103793. https://doi.org/10.1016/j.ijhm.2024.103793
Phillips, P., Barnes, S., Zigan, K., & Schegg, R. (2017). Understanding the impact of online reviews on hotel performance: An empirical analysis. Journal of Travel Research, 56(2), 235–249. https://doi.org/10.1177/0047287516636481
Pine, B. J., II, & Gilmore, J. H. (1998). Welcome to the experience economy. Harvard Business Review, 76(4), 97–105.
Pugh, S. D. (2001). Service with a smile: Emotional contagion in the service encounter. Academy of Management Journal, 44(5), 1018–1027. https://doi.org/10.2307/3069445
R Core Team. (2024). R: A language and environment for statistical computing. R Foundation for Statistical Computing. https://www.R-project.org/
Rafaeli, A., & Sutton, R. I. (1987). Expression of emotion as part of the work role. Academy of Management Review, 12(1), 23–37. https://doi.org/10.2307/257991
Reisinger, Y., & Turner, L. W. (2003). Cross-cultural behaviour in tourism: Concepts and analysis. Butterworth-Heinemann.
Schuckert, M., Liu, X., & Law, R. (2015). Hospitality and tourism online reviews: Recent trends and future directions. Journal of Travel & Tourism Marketing, 32(5), 608–621. https://doi.org/10.1080/10548408.2014.933154
Shani, A., Uriely, N., Reichel, A., & Ginsburg, L. (2014). Emotional labour in the hospitality industry: The influence of contextual factors. International Journal of Hospitality Management, 37, 150–158. https://doi.org/10.1016/j.ijhm.2013.11.009
Simillidou, A., Christofi, M., Glyptis, L., Papatheodorou, A., & Vrontis, D. (2020). Engaging in emotional labour when facing customer mistreatment in hospitality. International Journal of Hospitality Management, 84, Article 102355. https://doi.org/10.1016/j.ijhm.2019.102355
Solomon, M. R., Surprenant, C., Czepiel, J. A., & Gutman, E. G. (1985). A role theory perspective on dyadic interactions: The service encounter. Journal of Marketing, 49(1), 99–111. https://doi.org/10.1177/002224298504900110
Spektor, F., Fox, S. E., Awumey, E., Begleiter, B., Kulkarni, C., Stringam, B., Riordan, C. A., Rho, H. J., Akridge, H., & Forlizzi, J. (2023). Charting the automation of hospitality: An interdisciplinary literature review examining the evolution of frontline service work in the face of algorithmic management. Proceedings of the ACM on Human-Computer Interaction, 7(CSCW1), Article 33. https://doi.org/10.1145/3579466
Taboada, M. (2016). Sentiment analysis: An overview from linguistics. Annual Review of Linguistics, 2, 325–347. https://doi.org/10.1146/annurev-linguistics-011415-040518
To, W. M., & Yu, B. T. W. (2025). Artificial intelligence research in tourism and hospitality journals: Trends, emerging themes, and the rise of generative AI. Tourism and Hospitality, 6(2), Article 63. https://doi.org/10.3390/tourhosp6020063
Torres, E. N., & Kline, S. (2013). From customer satisfaction to customer delight: Creating a new standard of service for the hotel industry. International Journal of Contemporary Hospitality Management, 25(5), 642–659. https://doi.org/10.1108/IJCHM-Dec-2011-0228
Tourism Malaysia. (2025, January 6). Launch of Visit Malaysia 2026 campaign: A milestone for tourism growth. https://www.tourism.gov.my/media/view/launch-of-visit-malaysia-2026-campaign-a-milestone-for-tourism-growth
Tsang, N. K. F., & Ap, J. (2007). Tourists’ perceptions of relational quality service attributes: A cross-cultural study. Journal of Travel Research, 45(3), 355–363. https://doi.org/10.1177/0047287506295911
Vargo, S. L., & Lusch, R. F. (2008). Service-dominant logic: Continuing the evolution. Journal of the Academy of Marketing Science, 36(1), 1–10. https://doi.org/10.1007/s11747-007-0069-6
Verhoef, P. C., Lemon, K. N., Parasuraman, A., Roggeveen, A., Tsiros, M., & Schlesinger, L. A. (2009). Customer experience creation: Determinants, dynamics and management strategies. Journal of Retailing, 85(1), 31–41. https://doi.org/10.1016/j.jretai.2008.11.001
Vermeulen, I. E., & Seegers, D. (2009). Tried and tested: The impact of online hotel reviews on consumer consideration. Tourism Management, 30(1), 123–127. https://doi.org/10.1016/j.tourman.2008.04.008
Wang, Y.-C., Luo, C.-C., & Tai, Y.-F. (2016). Implementation of delightful services: From the perspective of frontline service employees. Journal of Hospitality and Tourism Management, 29, 90–104. https://doi.org/10.1016/j.jhtm.2016.05.006
Wąsowicz-Zaborek, E. (2023). Content analysis of hotel reviews as a quality management tool: Preliminary verification of the SERVQUAL scale. Turyzm/Tourism, 33(1), 29–40. https://doi.org/10.18778/0867-5856.33.1.03
Weiermair, K. (2000). Tourists’ perceptions towards and satisfaction with service quality in the cross-cultural service encounter: Implications for hospitality and tourism management. Managing Service Quality: An International Journal, 10(6), 397–409. https://doi.org/10.1108/09604520010351220
Wickham, H. (2016). ggplot2: Elegant graphics for data analysis (2nd ed.). Springer. https://doi.org/10.1007/978-3-319-24277-4
Wickham, H., Averick, M., Bryan, J., Chang, W., McGowan, L. D., François, R., Grolemund, G., Hayes, A., Henry, L., Hester, J., Kuhn, M., Pedersen, T. L., Miller, E., Bache, S. M., Müller, K., Ooms, J., Robinson, D., Seidel, D. P., Spinu, V., ... Yutani, H. (2019). Welcome to the tidyverse. Journal of Open Source Software, 4(43), Article 1686. https://doi.org/10.21105/joss.01686
Xiang, Z., Schwartz, Z., Gerdes, J. H., Jr., & Uysal, M. (2015). What can big data and text analytics tell us about hotel guest experience and satisfaction? International Journal of Hospitality Management, 44, 120–130. https://doi.org/10.1016/j.ijhm.2014.10.013
Xiong, W., Huang, M., Okumus, B., Leung, X. Y., Cai, X., & Fan, F. (2023). How emotional labor affect hotel employees’ mental health: A longitudinal study. Tourism Management, 94, Article 104631. https://doi.org/10.1016/j.tourman.2022.104631
Xu, X., & Li, Y. (2016). The antecedents of customer satisfaction and dissatisfaction toward various types of hotels: A text mining approach. International Journal of Hospitality Management, 55, 57–69. https://doi.org/10.1016/j.ijhm.2016.03.003
Ye, Q., Law, R., & Gu, B. (2009). The impact of online user reviews on hotel room sales. International Journal of Hospitality Management, 28(1), 180–182. https://doi.org/10.1016/j.ijhm.2008.06.011
