Skip to main content
Log in

The importance of service quality as an instrument for client customization: a methodological and practical approach within the hotel sector

  • Published:
Quality & Quantity Aims and scope Submit manuscript

Abstract

Service quality plays an important role in hotel competitiveness, being tools based on this concept a way to differentiate hotels within their sector. The main goal of this work is to develop a tool for client customization. Such a tool can personalize the importance that each client gives to four attributes: customer service, facilities, overall cleanliness and quality-price ratio. A questionnaire was conducted on the opinions of more than fifty thousand clients during a period of twelve months. Our approach makes use of the machine learning methodology known as k-Nearest Neighbor (kNN). Among other important facts, the results reveal that the quality price ratio is assessed by clients as one of the most important attributes in order to provide a positive recommendation of a hotel. Based on the proposed methodology, new recommendation models can be developed with the aim of finding out implicit preferences of customers for future stays.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  • Abdul-Rahman, M., Kamarulzaman, Y.: The influence of relationship quality and switching costs on customer loyalty in the Malaysian hotel industry. Procedia. Soc. Behav. Sci. 62, 1023–1027 (2012)

    Article  Google Scholar 

  • Akbaba, A.: Measuring service quality in the hotel industry: a study in a business hotel in Turkey. Int. J. Hosp. Manag. 25(2), 170–192 (2006)

    Article  Google Scholar 

  • Alegre, J., Grau, J.: Satisfaction and dissatisfaction with destination attributes: influence on overall satisfaction and the intention to return. Ann. Tour. Res. 37(1), 52–73 (2010)

    Article  Google Scholar 

  • Ali, F., Amin, M., Ryu, K.: The role of physical environment, price perceptions, and consumption emotions in developing customer satisfaction in Chinese resort hotels. J. Qual. Assur. Hosp. Tour. 17(1), 45–70 (2015). https://doi.org/10.1080/1528008x.2015.1016595

    Article  Google Scholar 

  • Anand, A., Bansal, G.: Predicting customer’s satisfaction (dissatisfaction) using logistic regression. Int. J. Math. Eng. Manage. Sci. 1(2), 77–88 (2016)

    Google Scholar 

  • Arbelo-Pérez, M., Arbelo, A., Pérez-Gómez, P.: Impact of quality on estimations of hotel efficiency. Tour. Manage. 61, 200–208 (2017). https://doi.org/10.1016/j.tourman.2017.02.011

    Article  Google Scholar 

  • Bagur-Femenías, L., Perramon, J., Oliveras-Villanueva, M.: Effects of service quality policies in the tourism sector performance: an empirical analysis of Spanish hotels and restaurants. Sustainability 11(3), 872 (2019). https://doi.org/10.3390/su11030872

    Article  Google Scholar 

  • Benavides-Chicón, C.G., Ortega, B.: The impact of quality management on productivity in the hospitality sector. Int. J. Hosp. Manag. 42, 165–173 (2014). https://doi.org/10.1016/j.ijhm.2014.07.004

    Article  Google Scholar 

  • Bojanic, D.C.: Consumer perceptions of price value and satisfaction in the hotel industry. J. Hosp. Leis. Mark. 4(1), 5–22 (1996). https://doi.org/10.1300/j150v04n01_02

    Article  Google Scholar 

  • Breiman, L.: Random forests. matching. Learning 45, 5–32 (2001). https://doi.org/10.1023/A:1010933404324

    Article  Google Scholar 

  • Breiman, L., Friedman, J., Olshen, R., Stone, C.: Classification and Regression Trees. Wadsworth, Belmont, CA (1984)

    Google Scholar 

  • Cabello, E., Conde, C., Diego, I.M., Moguerza, J.M., Redchuk, A.: Combination and selection of traffic safety expert judgments for the prevention of driving risks. Sensors 12, 14711–14729 (2012)

    Article  Google Scholar 

  • Camisón, C., Monfort, V.: La calidad en el turismo: balance y prospectiva de la investigación. Estudios Turísticos 128, 129–216 (1996)

    Google Scholar 

  • Carman, J.M.: Consumer perceptions of service quality: an assessment of the dimensions. J. Retail. 66(1), 33–55 (1990)

    Google Scholar 

  • Chen, W.-J.: Factors influencing internal service quality at international tourist hotels. Int. J. Hosp. Manag. 35, 152–160 (2013). https://doi.org/10.1016/j.ijhm.2013.06.004

    Article  Google Scholar 

  • Crick, A., Spencer, A.: Hospitality quality: new directions and new challenges. Int. J. Contemp. Hosp. Manag. 23(4), 463–478 (2011). https://doi.org/10.1108/09596111111129986

    Article  Google Scholar 

  • Cronin, J.J., Taylor, S.A.: Measuring service quality: a reexamination and extension. J. Mark. 56(3), 55–68 (1992)

    Article  Google Scholar 

  • Duradoni, M., Di Fabio, A.: Intrapreneurial self-capital and sustainable innovative behavior within organizations. Sustainability 11(2), 322 (2019). https://doi.org/10.3390/su11020322

    Article  Google Scholar 

  • Emir, O., Kozak, M.: Perceived importance of attributes on hotel guests’ repeat visit intentions. Tourism 59(2), 131–143 (2011)

    Google Scholar 

  • Escobar, R.D., Casadesús, F.M., Alexandre, C.A.S.P., Simon, V.A.: Exploring the role of service delivery in remarkable tourism experiences. Sustainability 11(5), 1382 (2019). https://doi.org/10.3390/su11051382

    Article  Google Scholar 

  • Falces-Delgado, C., Sierra-Diez, B., Becerra-Grande, B., Briñol-Turnes, P.: HOTELQUAL: una escala para medir calidad percibida en servicios de alojamiento. Revista Estudios Turísticos 139, 93–108 (1999)

    Google Scholar 

  • Fernández-Muñoz, J.J., Moguerza, J.M., Duque, C.M., Bruna, D.G.: A study on the effect of imbalanced data in tourism recommendation models. Int. J. Qual. Serv. Sci. 11(3), 346–356 (2019). https://doi.org/10.1108/ijqss-05-2018-0050

    Article  Google Scholar 

  • Fisk, R.P., Young, C.E.: Disconfirmation of equity expectations: effect on consumer satisfaction with services. In: Holbrook, H., Hirschman, E. (eds.) Advances in Consumer Research, pp. 340–345. Association for Consumer Research, Provo UT (1985)

    Google Scholar 

  • Florido-Benítez, L.: La gestión de relación entre las empresas y turistas a través de las aplicaciones móviles como herramienta de marketing de los destinos turísticos. Revista Turismo y Desarrollo Local 7(17), 1–17 (2014)

    Google Scholar 

  • Gadotti, S.J., França, A.: La medición de la calidad de servicio: una aplicación en empresas hoteleras. Revista Europea De Dirección y Economía De La Empresa 18(2), 175–186 (2008)

    Google Scholar 

  • Gould-Williams, J.: The impact of employee performance cues on guest loyalty, perceived value and service quality. Serv. Ind. J. 19(3), 97–118 (1999). https://doi.org/10.1080/02642069900000032

    Article  Google Scholar 

  • Gržinić, J.: Concepts of service quality measurement in hotel industry. Ekonomska Misao Praksa Dbk. XVI 1, 81–98 (2007)

    Google Scholar 

  • Gupta, A.: Customer satisfaction in relation to service quality: a conceptual study on Indian hotels. Int. J. Appl. Res. 3(1), 302–305 (2017)

    Google Scholar 

  • Hartline, M.D., Jones, K.C.: Employee performance cues in a hotel service environment: influence on perceived service quality, value, and word-of-mouth intentions. J. Bus. Res. 35(3), 207–215 (1996). https://doi.org/10.1016/0148-2963(95)00126-3

    Article  Google Scholar 

  • Haykin, S.: Neural Networks and Learning Machines: A Comprehensive Foundation, 3rd edition. Pearson. (2008).

  • Hosany, S., Prayag, G., Van Der Veen, R., Huang, S., Deesilatham, S.: Mediating effects of place attachment and satisfaction on the relationship between tourists’ emotions and intention to recommend. J. Travel Res. 56(8), 1079–1093 (2016). https://doi.org/10.1177/0047287516678088

    Article  Google Scholar 

  • Johnson, M.D., Anderson, E.W., Fornell, C.: Rational andadaptive performance expectations in a customer satisfaction framework. J. Consum. Res. 21(4), 695–707 (1995)

    Article  Google Scholar 

  • Kasiri, L.A., Guan Cheng, K.T., Sambasivan, M., Sidin, S.M.: Integration of standardization and customization: Impact on service quality, customer satisfaction, and loyalty. J. Retail. Consum. Serv. 35, 91–97 (2017). https://doi.org/10.1016/j.jretconser.2016.11.007

    Article  Google Scholar 

  • Lam, S.K., Woo, K.S.: Measuring service quality: a test-retest reliability investigation of SERVQUAL. Int. J. Mark. Res. 39, 381–396 (1997). https://doi.org/10.1177/147078539703900201

    Article  Google Scholar 

  • Liu, H., Sun, J.: Forecasting business failure: The use of nearest: neighbour support vectors and correcting imbalanced samples—evidence from the Chinese hotel industry. Tour. Manage. 33, 622–634 (2012)

    Article  Google Scholar 

  • Mardia, K., Kent, J & Bibby, J.: Multivariate analysis. Academic Press, London.

  • Mey, L.P., Akbar, A.K., Fie, D.Y.G.: Measuring service quality and customer satisfaction of the hotels in Malaysia: Malaysian, Asian and Non-Asian hotel guests. J. Hosp. Tour. Manag. 13(2), 144–160 (2006). https://doi.org/10.1375/jhtm.13.2.144

    Article  Google Scholar 

  • Milfelner, B., Snoj, B., Pisnik, A.: Measurement of perceived quality, perceived value, image, and satisfaction interrelations of hotel services: comparison of tourists from Slovenia and Italy. Drustvena Istrazivanja 113, 605–624 (2011)

    Google Scholar 

  • Mizenur, M., Abdullah, M., Rahman, A.: Measuring service quality using SERVQUAL model: a study on PCBs (private commercial banks) in Bangladesh. Bus. Manag. Dyn. 1, 01–11 (2011)

    Google Scholar 

  • Moguerza, J.M., Muñoz, A.: Support vector machines with applications. Stat. Sci. 21, 322–336 (2006)

    Google Scholar 

  • Moreno A. & Ríos D.: Issues in service quality modelling. In Bernardo J.M., et al (Ed.). Bayesian Statistics, 6, pp. 441–457. (1998)

  • Na, L., Xueyuan, W., Yu, Y.: The research on hotel customization capability influence mechanism based on biological double helix gene. Int. J. Smart Home 9(11), 145–152 (2015)

    Article  Google Scholar 

  • Nunkoo, R., Teeroovengadum, V., Ringle, C.M., Sunnassee, V.: Service quality and customer satisfaction: The moderating effects of hotel star rating. Int. J. Hosp. Manag. 91, 102414 (2019). https://doi.org/10.1016/j.ijhm.2019.102414

    Article  Google Scholar 

  • Parasuraman, A., Zeithaml, V.A., Berry, L.L.: A conceptual model of service quality and its implications for future research. J. Market. 49(4), 41–50 (1985)

    Article  Google Scholar 

  • Peña D.: Measuring service quality by Linear Indicators. Management Service Quality. In Kunst and Lemmink (eds), pp. 35–51. Chapman Publishing Ltd. London. (1997).

  • Perez-Aranda, J., Guerreiro, M.M., da Costa Mendes, J.: Predictors of positive reviews on hotels: hoteliers’ perception. Online Inf. Rev. 42(2), 146–160 (2018). https://doi.org/10.1108/oir-08-2016-0234

    Article  Google Scholar 

  • Piccoli, G., Lui, T.-W., Grün, B.: The impact of IT-enabled customer service systems on service personalization, customer service perceptions, and hotel performance. Tour. Manag. 59, 349–362 (2017). https://doi.org/10.1016/j.tourman.2016.08

    Article  Google Scholar 

  • Poon, A.: Tourism, Technology and Competitive Strategies. CAB International, Oxford (1993)

  • R Development Core Team (2008). R: A language and environment for statistical computing. R Foundation for Statistical Computing, Vienna. http://www.R-project.org

  • Ryan, C., Huimin, G.: Perceptions of Chinese hotels. Cornell Hotel Restaur. Adm. Q. 48(4), 380–391 (2007). https://doi.org/10.1177/0010880407305550

    Article  Google Scholar 

  • Sánchez-Pérez, M., Illescas-Manzano, M.D., Martínez-Puertas, S.: You’re the only one, or simply the best. Hotels differentiation, competition, agglomeration, and pricing. Int. J. Hosp. Manag. 85, 102362 (2019). https://doi.org/10.1016/j.ijhm.2019.102362

    Article  Google Scholar 

  • Santomá, R., Costa, G.: Calidad de servicio en la industria hotelera: revisión de la Literatura. Revista De Análisis Turístico 3, 27–44 (2007)

    Google Scholar 

  • Serra, A., Salvi, F.: New consumer behavior: a review of research on eWOM and hotels. Int. J. Hosp. Manag. 36, 41–51 (2014). https://doi.org/10.1016/j.ijhm.2013.08.007

    Article  Google Scholar 

  • Silverman, B.W.: Density Estimation for Statistics and Data Analysis. Chapman and Hall, Washington, USA (1990)

    Google Scholar 

  • Supitchayangkool, S.: The differences between satisfied/dissatisfied tourists towards service quality and revisiting pattaya Thailand. Int. J. Bus. Manag. (2012). https://doi.org/10.5539/ijbm.v7n6p30

    Article  Google Scholar 

  • Sürücü, Ö., Öztürk, Y., Okumus, F., Bilgihan, A.: Brand awareness, image, physical quality and employee behavior as building blocks of customer-based brand equity: consequences in the hotel context. J. Hosp. Tour. Manag. 40, 114–124 (2019). https://doi.org/10.1016/j.jhtm.2019.07.002

    Article  Google Scholar 

  • Uma, K., Chandramowleeswaran, G.: A study on service customization impact towards customer satisfaction, loyalty and trust. Int. J. Manag. 6(10), 126–134 (2015)

    Google Scholar 

  • Verma, R.: Customer choice modeling in hospitality services: a review of past research and discussion of some new applications. Cornell Hosp. Quarterly 51(4), 470–478 (2010). https://doi.org/10.1177/1938965510378829

    Article  Google Scholar 

  • Wilkins, H., Merrilees, B., Herington, C.: The determinants of loyalty in hotels. J. Hosp. Market. Manag. 19(1), 1–21 (2009). https://doi.org/10.1080/19368620903327626

    Article  Google Scholar 

  • Winham, S.J., Freimuth, R.R., Biernacka, J.M.: A Weighted random forests approach to improve predictive performance. Stat. Anal. Data Mining 6(6), 496–505 (2013)

    Article  Google Scholar 

  • Xia, H., Vu, H.Q., Law, R., Li, G.: Evaluation of hotel brand competitiveness based on hotel features ratings. Int. J. Hosp. Manag. (2019). https://doi.org/10.1016/j.ijhm.2019.102366

    Article  Google Scholar 

  • Xie, K.L., Kwok, L.: The effects of Airbnb’s price positioning on hotel performance. Int. J. Hosp. Manag. 67, 174–184 (2017). https://doi.org/10.1016/j.ijhm.2017.08.011

    Article  Google Scholar 

  • Yang, Y., Mao, Z., Tang, J.: Understanding guest satisfaction with urban hotel location. J. Travel Res. 57(2), 243–259 (2017). https://doi.org/10.1177/0047287517691153

    Article  Google Scholar 

Download references

Acknowledgements

This work has been partially funded by projects of the Spanish Ministry of Science, Innovation and Universities: GROMA (reference: MTM2015-63710-P) and MODAS-IN (reference: RTI2018-094269-B-I00).

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Clara Martín-Duque.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Moguerza, J.M., Martín-Duque, C. & Fernández-Muñoz, J.J. The importance of service quality as an instrument for client customization: a methodological and practical approach within the hotel sector. Qual Quant 56, 1631–1642 (2022). https://doi.org/10.1007/s11135-021-01198-4

Download citation

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11135-021-01198-4

Keywords

Navigation