Original Scientific Article Understanding Dissatisfied Customers’ Expectations of Spa Service Quality Aswin Sangpikul Dhurakij Pundit University, Thailand aswin.sal@dpu.ac.th Most studies examining customers’ expectations of spa service quality are conducted through quantitative approaches, which have certain limitations for deeper under- standing of what customers actually expect and perceive from the delivered services, particularly the unpleasant experiences. This research, therefore, has an objective to analyze customers’ expectations and perceptions of spa service quality from online reviews in regard to spas in Bangkok by focusing on dissatisfied customers. Using an integratedmethod, the literature has been synthesized to form a framework with eight service dimensions to examine customers’ expectations of spa service quality. Content analysis and descriptive statistics are employed to analyse the data. Accord- ing to the findings, customers make complaints when the quality of service is lower than their expectations. Spas in Bangkok seem to have problems with service deliv- ery in all service dimensions, particularly reliability, empathy and courtesy dimen- sions. In addition, the study has integrated eight service dimensions into three im- portant constructs: service process, physical elements, and service outcomes. Over- all, this study has advanced and contributed to the existing literature by employing eight service dimensions to more deeply understand dissatisfied customers’ expec- tations of spa service quality, and also conceptualizes them into three meaningful constructs. Importantly, the people element and technology-based services can help to generate service innovation for the spa industry. Keywords: spa, service quality, online complaints, negative reviews, Bangkok, TripAdvisor https://doi.org/10.26493/2335-4194.15.265-279 Introduction Typically, customers compare perceptions with expec- tations when evaluating a company’s service (Parasur- aman et al., 1985). Understanding customers’ expecta- tions and perceptions is an important issue for a ser- vice provider because it is prerequisite for providing superior services (Parasuraman et al., 1991). In addi- tion, examining this topic will help a service provider to understand its service performance from customer perspectives (Lo et al., 2015; Sangpikul, 2019). The spa industry is one of the leisure sectors and service- oriented businesses which mainly relies on the deliv- ery of high service quality to provide customers with personalized services (Lo et al., 2015; Sangpikul, 2022). Spa customers generally judge the quality of delivered services through their expectations and perceptions. If the delivered service is higher than expectations, customers are likely to feel satisfied; in contrast, if the delivered service is below their expectations, this may result in service dissatisfaction (Parasuraman et al., 1988). To further understand customers’ expectations and perceptions in the spa industry, there are three important issues established as the background of the research problems. Academica Turistica, Year 15, No. 2, August 2022 | 265 Aswin Sangpikul Understanding Dissatisfied Customers’ Expectations of Spa Service Quality First, there are several studies examining customers’ expectations and perceptions in the spa industry in various settings such as hotel/resort spas (Albayrak et al., 2017; Gonzalez & Fraiz Brea, 2005; Lo et al., 2015; Tsai et al., 2012), health spas (Alen et al., 2006; Loke et al., 2018; Snoj & Mumei, 2002; Bakirtzoglou et al., 2018), and day spas (Chieochankitkan & Sukpatch, 2014; Sangpikul, 2019; Sulaiman et al., 2020). How- ever, the review of literature indicates thatmost studies are conducted through quantitative approaches based on numeric findings. Quantitative studies generally reveal the relationships of the variables being exam- ined with numeric interpretation (e.g. Snoj & Mumei, 2002; Chieochankitkan & Sukpatch, 2014; Sulaiman et al., 2020). Despite their advantages, the quantitative approaches still have some limitations in further un- derstanding another side of service quality raised by dissatisfied customers regarding their unpleasant ex- periences or unmet services (Memarzadeh & Chang, 2015; Sangpikul, 2021). Customers who face unpleas- ant experiences are crucial for spa service providers because they are telling something about the deliv- ered services which do not meet their expectations, causing customer dissatisfaction, service complaints, and negative word-of-mouth (Memarzadeh & Chang, 2015; Sangpikul, 2022). However, there are a few stud- ies for further understanding another perspective of spa service quality from dissatisfied customers in the spa industry. Second, given the availability of online informa- tion, understanding customers’ expectations of spa service quality should not be limited to quantitative studies. Research indicates that online information has been widely regarded as another useful approach to better understand different phenomena which cannot be obtained by quantitative approaches (Memarzadeh &Chang, 2015; Sangpikul, 2021). In this regard, under- standing dissatisfied customers’ expectations of spa service quality through online reviews is worthy of further investigation because it may help to obtain im- portant information from customers, leading to better service improvement and innovation. Unfortunately, there are limited attempts to implement the contextual approach to understand dissatisfied customers in the spa industry. Third, past studies find that many negative reviews are sometimes unclear or even unfair for a service firm because of emotive or subjective characteristics of the review content (Memarzadeh & Chang, 2015; Sangpikul, 2021). The literature also indicates that a number of customers make their service evaluations based on personal emotions or feelings rather than the facts of the services (Lo et al., 2015; Sangpikul, 2022). In the spa setting, the non-factual judgments may make it difficult for service providers to identify the actual causes of customers’ dissatisfaction and for subsequent service improvement. Therefore, examin- ing the factual and non-factual opinions can assist spa managers to appropriately identify the causes of ser- vice problems and to enhance service improvements (Sangpikul, 2021). However, most studies tend to ig- nore or fail to further analyse customers’ online com- plaints based on factual and non-factual judgments. Given the above issues, this study is important be- cause there is limited research to implement a con- textual method to examine the actual expectations and perceptions of spa service quality of dissatisfied customers in the spa industry. Also, there is still in- adequate literature to understand the characteristics of customers’ online complaints based on factual and non-factual judgments in order to distinguish them for appropriate service improvement. To fulfil the re- search gaps, this study has the following objectives: (1) to analyze customer expectations and perceptions of spa service quality from negative reviews, (2) to classify negative reviews into factual and non-factual judgments, and (3) to identify the meaningful con- structs for spa service quality. The findings of the study are expected to assist spa managers to better under- stand customers’ expectations and perceptions in the spa industry (particularly the dissatisfied customers), and also help them to better correct the service mis- takes for future service improvement. In addition, this study will advance the literature by analysing the neg- ative reviews based on the synthesis of service quality literature in the spa industry. This qualitative approach is expected to supplement the quantitative studies to yield a better understanding of dissatisfied customers’ expectations of spa service quality, and will also theo- retically contribute to the spa literature. 266 | Academica Turistica, Year 15, No. 2, August 2022 Aswin Sangpikul Understanding Dissatisfied Customers’ Expectations of Spa Service Quality Table 1 Past Studies Examining Spa Service Quality in Different Contexts Studies employing servqual Alen et al. (); Bakirtzoglou et al. (); Lo et al. (); Loke et al. (); Snoj and Mumel (); Sangpikul (, ); Sulaiman et al. (); Vryoni et al. () Reliability, responsiveness, empathy, assurance, tangibles (servqual) Studies employing modified models Albayrak et al. () Tangibility, competence & courtesy, credibility & safety Choi et al. () Spa facility, spa programme, staff, uniqueness Clemes et al. () Interpersonal quality, environ. quality, admin. quality, technical quality Lagrosen and Lagrosen () Skills and knowledge, tangibles, process, outcome Tsai et al. () Environment, service experience, aug. service quality, value, reliability Literature Review Spa Business and Service Quality Spa originally referred to health through water, and nowadays it generally refers to water-based services that offer health-related services such as body mas- sages, facial/skin treatments, and additional services such as saunas and exercise courses (Hashemi et al., 2015; Lo et al., 2015; Sangpikul, 2022). Today, there are 7major types of spas, namely, the resort and hotel spas, club spas, day spas, mineral spring spas, medical spas, cruise ship spas, and destination spas (International Spa Association, 2012 as cited in Sangpikul, 2022). In general, spa establishments provide customers with a wide range of personal services in a calm, beau- tiful and relaxing atmosphere (Day Spa Association, 2008). Spa experiences, through a wide range of ser- vices (e.g. body massages, skin treatments, or other health-related services) not only provide customers with physical improvements, but also promote psy- chological well-being like rest and relaxation or stress- relief activities (Sundbo & Darmer, 2008). Spas are related to wellness tourism because they may be a part of tourists’ leisure activities which help to pro- mote their physical and mental well-being (Dimon, 2013). For example, tourists may spend their free time on spa services in order to enhance their well-being, such as body massages, skin treatments, and physi- cal fitness. Customers usually judge the quality of spa services through the assessment of how well the deliv- ered servicesmeet or correspond to their expectations. In order to deliver the expected services, spa service providers need to rely on service quality (Lo et al., 2015; Sangpikul, 2019). Service quality generally refers to an evaluation of how well a delivered service meets customer ex- pectations (Parasuraman et al., 1988). Understand- ing service quality can assist spa managers in deliver- ing superior services to meet customer expectations, contributing to customer satisfaction, word-of-mouth communication, and loyalty (Memarzadeh & Chang, 2015; Lo et al., 2015). One of the well-known instru- ments to access service quality is servqual, iden- tified by Parasuraman et al. (1988). It is a global in- strument aimed to access consumer expectations and perceptions of service performance based on 5 di- mensions: (1) reliability, (2) empathy, (3) assurance, (4) responsiveness, and (5) tangibles. During the past decade, there have been several studies examining spa service quality based on various models which will be reviewed in the next section. Studies about Spa Service Quality In order to better understand customer expectations on spa service quality, Table 1 summarizes past studies from various settings. According to the literature re- view, related studies can be classified into two groups which are: (1) studies employing servqual and (2) studies employing modified models. For the studies employing servqual, Alen et al. (2006), for example, examined customers’ gaps be- tween expectations and perceptions of Spanish spa establishments. They found that there were no sig- nificant differences between customer expectations and perceptions of the service quality delivered by spa establishments. Out of 22 attributes, there were 6 attributes rated higher than customer expectations: Academica Turistica, Year 15, No. 2, August 2022 | 267 Aswin Sangpikul Understanding Dissatisfied Customers’ Expectations of Spa Service Quality Table 2 The Synthesis of Service Dimensions from Past Studies Studies Re lia bi lit y Re sp on se Em pa th y A ss ur an ce Ta ng ib le s C ou rt es y C om . O ut co m e Bakirtzoglou et al. (); Lo et al. (); Loke et al. (); Snoj and Mumel (); Sangpikul (, ); Sulaiman et al. (); Vryoni et al. () • • • • • – – – Albayrak et al. () • – – • • • – – Choi et al. () • • – – • • – – Clemes et al. () • • – – • • • – Lagrosen and Lagrosen () • – – – • – – • Tsai et al. () • • • • • – • – natural surroundings, reputation, decoration, well lo- cated establishment, quiet place, and friendly employ- ees. Likewise, Chieochankitkan and Sukpatch (2014) examined spa service quality in Thailand, and found that the level of actual service performance was higher than customers expected. All gaps between customer expectations and perceptions of spa service quality in all dimensions (reliability, responsiveness, assur- ance, empathy, and tangibles) were found to be pos- itive, implying customer satisfaction. Bakirtzoglou et al. (2018) used the servqual framework to examine which service dimensionswere important to customer satisfaction from hotel spa managers’ perspectives in Greece. Through factor analysis, the study identified the threemost important dimensions: responsiveness, reliability, and tangibles. In regard to the studies employing modified/ex- tended models, Tsai et al. (2012), for example, iden- tified the five service dimensions related to male con- sumers’ perceived performance of Hong Kong Hotel spas, namely: environment, service experience, aug- mented service quality, value, and reliability. The en- vironment dimension was found to be the important factor that significantly influenced respondents’ satis- factions with hotel spa services. A study by Lagrosen and Lagrosen (2016) examined customer perceptions of quality in hotel spas by identifying four specific di- mensions: smoothness, pleasure, physical effects, and mental effects. The study indicated that smoothness and pleasure were the process dimensions by concern- ing customer experience during the consumption of the service while physical and mental effects were the outcome dimension by concerning customer experi- ence after the service. Although there are several studies examining cus- tomer expectations and/or perceptions of spa ser- vice quality in various settings, they are conducted through quantitative approaches with certain limita- tions. The quantitative studies generally rely on the relationships between the variables being examined and the numeric findings. They still lack opportuni- ties to further understand customers from different perspectives, particularly the dissatisfied customers. What makes customers feel dissatisfied with the ser- vices may not be similar to the findings identified by the quantitative studies. Importantly, dissatisfied cus- tomers have freedom to share the information about their unmet services, helping spa managers to obtain wider feedback in regard to their service weaknesses (Barlow & Moller, 2008; Sangpikul, 2022). As such, examining the feedback from dissatisfied customers may provide important implications for the spa in- dustry. Unfortunately, there is a scarcity of literature to further investigate this important issue in the spa industry. Framework to Understand Customers’ Expectations of Spa Service Quality As there are two groups of studies examining cus- tomers’ expectations and/or perceptions of spa ser- 268 | Academica Turistica, Year 15, No. 2, August 2022 Aswin Sangpikul Understanding Dissatisfied Customers’ Expectations of Spa Service Quality vice quality, it is better to combine or synthesize them to obtain a thorough understanding about spa ser- vice quality in the setting of dissatisfied customers be- cause they may share a wide range of service quality issues from their actual experiences. Table 2 presents the synthesis of related literature from various settings to obtain relevant service dimensions for the current study. The service dimensions being employed in each study are separately analysed, and finally they are com- bined to be the framework for this study. Through the analysis of literature, only 8 suitable dimensions are identified to examine customers’ expectations of spa service quality, namely, reliability, responsiveness, em- pathy, assurance, tangibles, courtesy, communication, and outcome. Methodology This study aims to examine the negative reviews re- garding spa service providers in Bangkok. Most re- views are posted online from foreign customers (main- ly international tourists) who had spa service experi- ences in Bangkok. After the spa services, they might wish to write something about their unpleasant ex- periences through travel review websites, and this is worthy of further investigation to better understand service problems. There are 4 steps for the research methodology adapted frompast studies (Memarzadeh & Chang, 2015; Sangpikul, 2019): (1) identifying spa service providers, (2) selecting a travel review web- site, (3) setting the criteria for data collection, and (4) conducting data analysis. Firstly, spa service providers were identified. Bang- kokwas selected as an area of investigation because it is the most important tourist city in Thailand. A source of information about spa service providers is avail- able through the Ministry of Public Health which is in charge of promoting wellness businesses in Thailand. According to the Ministry of Public Health (2020), there were 102 registered day spas in Bangkok. Secondly, TripAdvisor was selected as a source for data analysis because it is an important and use- ful travel website providing a number of reviews re- garding hospitality and tourism products (Au et al., 2014; Memarzadeh & Chang, 2015). Related studies employed TripAdvisor as their source of secondary data to examine service quality in service industries including spa business (Memarzadeh & Chang, 2015; Sangpikul, 2019; Sparks & Browning, 2010). Thirdly, the criteria to select the reviewswere adap- ted from previous work (e.g. Au et al., 2014; Memar- zadeh & Chang, 2015; Sangpikul, 2019; Zheng et al., 2009) as follows: 1. Names of spas were found through TripAdvi- sor.com. 2. Spas with 3 or more reviews were included in the data analysis. 3. Online reviews in the English language were se- lected, and they were collected from ‘poor to ter- rible’ scales. 4. The reviews were carefully examined by focus- ing on spa service quality; non-relevant contents were excluded from the analysis. 5. Data were covered for a one-year period. At the time of data collection in August 2021, there were 102 registered day spas in Bangkok. However, only 94 spas met the study’s criteria, and there were 312 negative reviews with 845 scripts relevant to spa service quality. Finally, content analysis was used to analyse the data as it is appropriate for a systematic coding and cat- egorizing method used for analysing textual informa- tion to determine patterns of words, phrases and the structures of communication (Mayring, 2000; Stem- ler, 2001). In particular, this method can help the re- searcher to analyse specific observations and to iden- tify meaningful themes in relation to spa service qual- ity (Braun & Clarke, 2006; Sangpikul, 2022). Data were analysed based on the related litera- ture. For example, data coding was undertaken by hand to categorize the online reviews by focusing on words, phrases, and sentences (Memarzadeh&Chang, 2015). Data were carefully examined to ensure va- lidity and consistency in measurement (Lombard et al., 2002). Data were analysed and coded by the re- searcher through a pilot test with approximately 30 reviews. TripAdvisor was used as the source of data. During the coding process, codes were set for the pat- terns or themes of the messages (Sparks & Browning, 2010), and later they were categorized into appropri- Academica Turistica, Year 15, No. 2, August 2022 | 269 Aswin Sangpikul Understanding Dissatisfied Customers’ Expectations of Spa Service Quality Table 3 The Analysis of Customers’ Expectations and Perceptions from Negative Reviews Dimensions Examples of negative reviews Expectations Perceptions . Reliability  () ‘The massage skill is really very disappointed, very lousy skill which unexpected’ ‘So disappointed on the masseuse skill, compared to outside massage’ ‘The works pedicure was meant to be a deluxe pedicure which in- cludes: cleanse, trim, deep moisturize, color, exfoliate & massage reflexology points. What we got was bits of some and no reflexology massage’ ‘Our treatment ended  minutes earlier. Didn’t feel like a relaxing massage cause it was rushed throughout’ ‘My masseuse spent most of the  hour  minutes (when it should’ve been  hours, I checked the clock in the room)’ Skilful/exp- erienced thera- pists Provisions of standard ser- vices Delivery of promised ser- vices Receiving the services from unskilled or unprofessional therapists Receiving ser- vices below the standard Receiving un- promised ser- vices . Empathy  () ‘Of the three areas I asked the therapist to focus on, she did one and forgot the other two’ ‘I ordered a Royal Thai massage very strong but it was more a very soft given by a sweet, very inexperienced masseuse’ ‘Before the massage, you will be given a form to fill to state the areas to be focused, unfortunately the massage staff does not really under- stand and they do not focus where it should be’ Understanding of customer needs/requests Offering per- sonalized ser- vices Ignorance of customer re- quests Ignorance of de- livering person- alized services . Courtesy  () ‘At the desk, there is no traditional Thai welcome or smile, it feels more like a business transaction’ ‘Everyone was very inconsiderate and acted like they did not even want the business’ ‘Receptionist is not friendly, no smile’ Friendly/cour- teous staff Welcoming reception Meeting un- friendly or uncourteous employees . Respon- siveness  () ‘Our booking was . p.m. We reach the spa at . p.m. and brought to a room around .pm. The masseurs only come in at .pm’ ‘It was confusing for me since the spa itself seems very upscale and would have trained their staff in providing proper customer service in which one is trying to help the customer make the best decision. We didn’t book anything and left in search of somewhere else’ Provision of prompt services Willingness to help customers Delayed services Unhelpful em- ployees Continued on the next page ate themes and dimensions. For example, a statement such as ‘So disappointed on the masseuse skill, com- pared to outside massage’ was classified into the re- liability dimension, whereas a statement like ‘Of the three areas I asked the therapist to focus on, she did one and forgot the other two’ was categorized into the empathy dimension. The coding scheme and review categories were carefully re-checked and refined by the researcher to ensure the categorization process (Au et al., 2014; Sangpikul, 2022). Descriptive statistics were employed to describe the data in terms of frequencies and percentage. Findings and Discussions General Information of Spa Reviews Based on 312 negative reviews about spas in Bangkok, 36 were posted by Asian tourists, 32 by European, 14by tourists fromother regions (e.g.NorthAmerica and Australia), and 18 did not provide any informa- tion. Analysing Customers’ Expectations and Perceptions from Negative Reviews Table 3 analyses customers’ expectations and percep- tions of spa service quality from negative reviews. 270 | Academica Turistica, Year 15, No. 2, August 2022 Aswin Sangpikul Understanding Dissatisfied Customers’ Expectations of Spa Service Quality Table 3 Continued from the previous page Dimensions Examples of negative reviews Expectations Perceptions . Service outcomes  () ‘Other scrubs were too rough, left scars on my legs even after a week. So the scrub didn’t make my skin smooth at all’ ‘Most of the staffs did not know what they are doing. I don’t feel any better after their massage’ ‘I just feel painful during the massage’ Favourable physical/mental outcomes Unfavourable physical or mental out- comes . Tangibles  () ‘My husband and I had to join  other females and males in the same room with no form of partitions between us. So you can imagine how tensed one will be. What a disturbing experience’ ‘It was also peculiar that our masseuses would talk/laugh to each other during the massage so it wasn’t as quiet/relaxing as I would have liked it to be’ ‘I had a severe problem with the air-con, it was so loud that no relax- ing atmosphere was possible. The masseuse stopped three times and tried to fix it but without success’ ‘The room temperature was unacceptable, it was too warm’ Service privacy Good mainte- nance of facili- ties Pleasant/relaxing atmosphere Customer secu- rity Lack of cus- tomer privacy Noise distur- bance Poor maint. of facilities Less pleasant atmosphere Cust. belong- ings security . Assurance  () ‘The water in the foot bath was very dirty’ ‘Not sure if it is sanitized properly. No hand gel for customers. Masseuse has no proper masks. They wear cloth mask that doesn’t protect customers’ ‘I had face and head massages. When her fingers touched my face I realized they were smelling of onions and garlic’ ‘The aroma smell is artificial and cheap quality’ Cleanliness of venue/facilities Hygiene of staff and equipment Quality of prod- ucts Uncleanliness of facilities Less hygienic practices Low quality product . Communi- cation  () ‘I had a very bad experience massage experience here. The herbal compress was very hot which hurts me. I’ve told her I don’t like it and stop it. But she said she don’t understand and keep doing’ ‘I understand the language barrier, but instead of telling me what she wants me to do, she would pull my leg or body not so gently when she needs to position it’ ‘The service was poor because the therapist was unable to speak En- glish, so a bit communication breakdown’ Communicating with customers during service delivery Basic English communication Poor commu- nication with customers Poor English communication Notes N = 845. Based on the findings, it is suggested that customers had various expectations of spa service quality. Among 8 dimensions, reliability, empathy, and responsiveness received more reviews than any other dimensions. This suggests that customers had high expectations of these attributes (e.g. skilful therapists, understand- ing customer needs, and provision of prompt ser- vices). But when the performance of these attributes was below their expectations, this resulted in ser- vice dissatisfaction and negative reviews. The findings are similar to past studies indicating that customers generally expect all service components from service providers, including pre-services, during services, and post-services (Chieochankitkan & Sukpatch, 2014; Sangpikul, 2019). In particular, they had high expecta- tions of certain dimensions like reliability and empa- thy because they expected to receive professional and personalized services from spa service providers (Lo et al., 2015; Sangpikul, 2019). This finding may help to extend spa service literature as most past studies gen- erally give the results of customers’ expectations based on 5 dimensions of servqual. However, this study has disclosed that customers may have a wide range of service expectations including 8 different service Academica Turistica, Year 15, No. 2, August 2022 | 271 Aswin Sangpikul Understanding Dissatisfied Customers’ Expectations of Spa Service Quality dimensions. This finding may provide an implication for spa managers to better understand various aspects of customers’ expectations of spa service quality. With the advantages of contextual analysis, the findings help to better understand what customers actually expect and perceive through their written messages when compared to the quantitative studies. In addition to the 5 original dimensions, spa managers now may need to understand additional service dimensions, namely, employee courtesy, communication, and ser- vice outcomes. These findings suggest that customers expect and perceive all dimensions during spa service delivery. In addition, this study has given another impor- tant finding regarding service outcomes. The service outcomes here refer to what customers feel after the completion of spa services (e.g. skin beauty, muscle re- lief or relaxation). Based on the findings, customers re- viewed the service outcomes (either physical or men- tal) which did not meet their expectations. This sug- gests that, in addition to customer-employee interac- tion, customers had expectations of the end results of spa services. The finding helps to identify an existence of service outcomes as expected by spa customers. The finding regarding spa service outcomes has rarely been discussed and examined in past studies (e.g. Gonzalez & Fraiz Brea, 2005; Loke et al., 2018). This may be a drawback of the quantitative studies which fail to ob- tain another side of service information from dissatis- fied customers when compared to a contextual analy- sis. The current study has identified another new find- ing regarding spa service outcomes through a contex- tual method, thereby extending the spa service litera- ture. This provides evidence and implications for spa managers to fully understand that customers expect to experience service outcomes from spa services either physically and/or mentally. It is a responsibility of the spa manager to train their employees to provide cus- tomers with personalized services and expected ser- vice outcomes. Classifying Negative Reviews into Factual and Non-Factual Judgments Table 4 classifies the negative reviews into factual and non-factual judgments based on a service qual- ity framework. The study has found that all negative reviews regarding spa service quality can be classi- fied into two categories: factual and non-factual judg- ments. According to the findings, approximately 58 of the negative reviews (n = 488) fall into non-factual judgments (emotional judgments) while 42 are in the objective category or factual judgments (n = 357). A factual judgment is, for example, ‘Of the three areas I asked the therapist to focus on, she did one and for- got the other two,’ whereas, a non-factual judgment is a statement like ‘The massage skill is really very dis- appointed, very lousy skill which unexpected [sic].’ The findings are consistent with the literature, indi- cating that most service evaluations generally rely on customers’ subjective opinions (emotions) rather than their objective judgments (Memarzadeh & Chang, 2015; Sangpikul, 2022). This finding may help to extend the online com- plaint literature as most past studies fail to examine this special characteristic of e-complaints (electronic complaints), and little is known about factual and non- factual judgments in regard to spa service quality. In particular, the quantitative studies cannot reveal such findings due to the limitations of numeric interpreta- tion. Based on the current finding, it helps to extend the service literature in that online complaints may be classified into factual and non-factual judgments. This also gives an implication for spa managers. For exam- ple, the factual judgments are likely to help spa man- agers to identify the causes of customer dissatisfac- tion more easily than the non-factual judgments due to the facts of the services (not customers’ emotions). Now spa managers can distinguish between the fac- tual and non-factual judgments when exploring cus- tomers’ negative reviews, which also helps them to pri- oritize service corrections accordingly. Identifying the Service Construct for Spa Service Quality As there are 8 different service dimensions being iden- tified from Tables 3 and 4, it is better to combine them to thoroughly understand the service constructs for future implementations or conceptualization regard- ing spa service quality. Based on Table 5, some dimen- sions are similar to each other as they are related to ser- 272 | Academica Turistica, Year 15, No. 2, August 2022 Aswin Sangpikul Understanding Dissatisfied Customers’ Expectations of Spa Service Quality Table 4 Classifying Negative Reviews into Factual and Non-Factual Judgments Dimensions Examples of factual judgments (n= ) Examples of non-factual judgments (n= ) . Reliability n=   () ‘My masseuse spent most of the  hour  min- utes (when it should’ve been  hours, I checked the clock in the room)’  () ‘The massage skill is really very disappointed, very lousy skill which unexpected’ . Empathy n=   () ‘Of the three areas I asked the therapist to focus on, she did one and forgot the other two’  () ‘I ordered a Royal Thai massage very strong but it was more a very soft given by a sweet, very inexpe- rienced masseuse’ . Courtesy n=   () ‘At the desk, there is no traditional Thai welcome or smile, it feels more like a business transaction’  () ‘Everyone was very inconsiderate and acted like they did not even want the business’ . Respon- siveness n=   () ‘Our booking was . p.m. We reach the spa at . p.m. and brought to a room around .pm. The masseurs only come in at .pm’  () ‘It was confusing for me since the spa itself seems very upscale and would have trained their staff in providing proper customer service in which one is trying to help the customer make the best decision’ . Outcomes n=   () ‘Other scrubs were too rough, left scars on my legs even after a week. So the scrub didn’t make my skin smooth at all’  () ‘Most of the staffs did not know what they are do- ing. I don’t feel any better after their massage’ . Tangibles n=   () ‘There were no lockers, personal belongings were in same room, be careful’  () ‘The room temperature was unacceptable, it was too warm’ . Assurance n=   () ‘Room was dirty, I killed  cockroaches. Towels are grey and overused’  () ‘The aroma smell is artificial and cheap quality’ . Communi- cation n=   () ‘I had a very bad experience massage experience here. The herbal compress was very hot which hurts me. I’ve told her I don’t like it and stop it. But she said she don’t understand and keep doing’  () ‘She’s unable to speak English, so a bit communica- tion breakdown’ Notes N = 845. vice process or employee-customer interaction (i.e. re- liability, responsiveness, empathy) while the others are not directly related to the service process, for example, tangibles, physical assurance, and service outcomes. According to Table 5, the first construct relating to the service process includes reliability, responsiveness, empathy, courtesy, and communication. The reason to group these dimensions together is because they mainly involve employee-customer interaction. The literature supports this argument as most servqual dimensions focus on the process of the services be- cause they occur during service interaction between employees and customers (Alen et al., 2006; Ekinci, 2002). The findings from Table 5 can also explain this argument because customersmentioned these dimen- sions when they interactedwith spa employees. In this regard, they are appropriately grouped together under the construct of service process. In contrast, tangibles identified in the current find- ings mainly involve the physical elements (e.g. atmo- Academica Turistica, Year 15, No. 2, August 2022 | 273 Aswin Sangpikul Understanding Dissatisfied Customers’ Expectations of Spa Service Quality Table 5 The Analysis and Identification of Service Construct/Framework of Spa Service Quality Examples of reviews Expectations Service dim. Construct ‘I feel the therapist is less experienced in the massage. She used her hands very hard on my legs, very painful’ ‘My masseuse spent most of the  hour  minutes (when it should’ve been  hours, I checked the clock in the room)’ Skilful/experienced therapists Delivery of promised services Reliability Service process ‘Our booking was . p.m. We reach the spa at . p.m. and brought to a room around .pm. The masseurs only come in at .pm’ ‘I felt that spa manager looked unwilling to help me with my change of booking’ Provision of prompt services Helpful staff Respon- siveness Service process ‘Of the three areas I asked the therapist to focus on, she did one and forgot the other two’ ‘I ordered a Royal Thai massage very strong but it was more a very soft given by a sweet, very inexperienced masseuse’ Understanding customer needs Delivery of person- alised services Empathy Service process ‘At the desk, there is no traditional Thai welcome or smile, it feels more like a business transaction’ ‘Staff are not friendly at all, no one told us where to go after payment. When you ask them, they were not helpful or friendly especially the front desk’ Friendly/courteous staff Courtesy Service process ‘I understand the language barrier, but instead of telling me what she wants me to do, she would pull my leg or body not so gently when she needs to position it’ ‘The service was poor because the therapist was unable to speak English, so a bit communication breakdown’ Communicating with customers Communi- cation Service process ‘The room temperature was unacceptable, it was too warm’ ‘There were no lockers, personal belongings were in same room, be careful’ Pleasant/relaxing atmosphere Security of bel. Tangibles Physical elements ‘The water in the foot bath was very dirty’ ‘Room was dirty, I killed  cockroaches. Towels are grey and overused’ Cleanliness of venue and facilities Physical assurance Physical elements ‘Other scrubs were too rough, left scars on my legs even after a week. So the scrub didn’t make my skin smooth at all’ ‘The place was very loud so I couldn’t exactly relax’ Physical/mental outcomes Service outcomes Service outcomes sphere, availability of facilities) rather than the ser- vice process. They are better grouped separately as ‘tangibles’ or ‘physical’ elements. Past studies in ho- tel studies also separate tangibles as an individual di- mension, not being combined in the service process (Alexandris et al., 2006; Wu & Ko, 2013). In relation to assurance, this dimension is a little complicated be- cause its meaning is broad and has not been well de- fined. ‘Assurance’ has been criticized in the literature as it seems to be unclearly perceived by many cus- tomers (Olorunniwo et al., 2003). Likewise, in a spa setting, assurance could be interpreted differently by customers and spa practitioners. Consequently, the current study defines assurance in terms of physical assurance which refers to the basic services helping to create customers’ trust and confidence when us- ing core products. Physical assurance items are, for example, venue cleanliness, equipment hygiene, and customer privacy and security. Physical assurance as identified in this study is supported by past studies (Lo et al., 2015; Sangpikul, 2019) as they measured spa assurance in terms of venue cleanliness and customer privacy and security. For service outcomes, this attribute is mainly con- 274 | Academica Turistica, Year 15, No. 2, August 2022 Aswin Sangpikul Understanding Dissatisfied Customers’ Expectations of Spa Service Quality cerned with what customers feel after the completion of spa services either physically and/or mentally. Peo- ple go to spas for specific or personal purposes; they certainly expect to receive the spa service outcomes that they wish. The current findings support this argu- ment well because customers wrote negative reviews when their expectations of service outcomes were un- met. This may significantly affect the business asmany customers indicated that they would neither recom- mend nor re-patronize the services. There is still lim- ited literature to investigate this important attribute, and to examine it in relation to spa service quality (Lagrosen & Lagrosen, 2016). Therefore, service out- comes are an important result obtained by the present study, and should be regarded as a major construct for spa service quality due to the empirical evidence. Overall, this study has identified the new findings (new knowledge) regarding the construct or frame- work of spa service quality through the contextual method. The construct of spa service quality consists of 3 primary components which are: service process, physical elements, and service outcomes. This find- ing extends the existing literature. Past studies gener- ally examine spa service quality based on the estab- lished frameworks by containing 3–6 service dimen- sions (based on Table 2). There is a lack of research to identify and conceptualize the overall construct or framework of spa service quality. This finding not only contributes to the service literature but also gives im- portant implications for spa managers and employees. The new findings suggest that when customers judge the quality of spa services, they are likely to evaluate these 3 components through their expectations and perceptions. The findings may help spa managers and employees more deeply understand what customers expect and perceive during spa services, and may help them to do their best to respond to customers’ needs and expectations. Implications Theoretical Implications Firstly, the current study helps to better understand customers’ expectations and perceptions of spa ser- vice quality through dissatisfied customers, and goes beyond the servqual model. Most studies employ servqual to assess spa service quality in various set- tings; however, servqual has been criticized for its weakness in being fully applicable to a specific service industry, including the spa industry. In particular, sev- eral scholars (e.g. Akbaba, 2006; Ekinci, 2002) criticize that servqual focuses on the process of service de- livery, not the service outcomes. This may be because servqual’s conceptualization was originally devel- oped from finance and banking businesses, not the leisure sector. The service industries being examined byParasuraman et al. (1988) did not concentrate on the service outcomes due to the different nature of service characteristics.However, spa services are distinct from other service industries as people go to spas for spe- cific purposes, and certainly expect to receive physical and/ormental outcomes. Given the findings of service outcomes, the present study, therefore, overcomes the weaknesses of servqual and goes beyond it by pro- viding empirical evidence regarding customers’ expec- tations of spa service outcomes. Following the existing literature (Table 1), there is still a scarcity of research to fully understand service outcomes in the spa industry. With the advantages of contextual analysis, the current study has identified the existence of service outcome, and its construct, helping to extend the service litera- ture in the spa industry. Secondly, the current study has conceptualized spa service quality by proposing 3 important constructs: service process, physical elements and service out- comes. Among the 3 constructs, it is shown that most servqual dimensions are combined into the service process construct while physical assurance and tangi- bles are combined in the physical construct, followed by the service outcome construct. This conceptual- ization suggests that servqual is not adequately or fully applicable for assessing and understanding cus- tomers’ expectations of spa service quality, particularly the service outcomes. Thirdly, the 8 dimensions being examined in the current study can make further contributions to the quantitative studies. It is suggested that all dimen- sions can be implemented in the quantitative studies to better understand the relationships between service quality perceptions and customer satisfactions and loyalty. Many studies often employ 5 dimensions of Academica Turistica, Year 15, No. 2, August 2022 | 275 Aswin Sangpikul Understanding Dissatisfied Customers’ Expectations of Spa Service Quality servqual (reliability, responsiveness, empathy, as- surance, and tangibles) to examine the impacts of ser- vice quality on customer satisfaction and behaviour intentions (e.g. Lo et al., 2015; Vryoni et al., 2017). There is still limited knowledge regarding understand- ing how other service dimensions identified from the current study (i.e. courtesy, communication and ser- vice outcomes) impact those dependent variables. Fourthly, the construct of service outcomes can help to advance the existing literature, particularly the quantitative studies. This is because service outcomes are a special variable as it may be added to or mod- ified to be an independent or even dependent vari- able. Past studies indicate the impacts of service out- comes on customer satisfaction and loyalty in other service industries such as banks and hospitals (Choi & Kim, 2013; Hsieh & Hiang, 2004). Unfortunately, this important variable, like the service outcomes, is still under-researched in the spa sector. This may provide an important clue for future spa studies. Finally, the current study supports Parasuraman et al.’s (1985) conceptualization in that customers judge a firm’s service through their expectations and percep- tions based on an expectancy-disconfirmation para- digm. This is true in a wellness tourism sector such as the spa industry, based on the current findings. Past studies often criticize the gaps model of servqual (performance-expectation gaps) by arguing that there is little evidence that customers assess service qual- ity based on performance-expectation gaps (Akbaba, 2006; Olorunniwo et al., 2003). However, the present study has shared the contextual findings that most spa customers had expectations when using spa services in various dimensions. When the delivered services did not meet customers’ expectations, they were likely to be dissatisfied and wrote negative reviews. This suggests that spa customers make service evaluations based on their expectations and perceptions as postu- lated by Parasuraman et al. (1985). The evidence from this study confirms the expectancy-disconfirmation paradigm in the wellness tourism. Managerial Implications Firstly, service process: there are 5 dimensions involv- ing the service process (i.e. courtesy, responsiveness, reliability, empathy, communication). These dimen- sions may help spa managers and employees to bet- ter understand what elements customers expect for the service process (people performance), and to train their employees appropriately. For example, the cour- tesy element: when customers arrive at the spa venue, they expect to meet courteous and friendly employ- ees, including receptionists and therapists. Spa em- ployees should be well trained to provide customers with a warm welcome and friendly atmosphere dur- ing the whole process. In regard to responsiveness, many customers talked about the delay of services in their reviews; this suggests that customers are re- ally concerned about the provision of prompt services when they arrive, and also expect to receive such ser- vices, beginning from receptionists to spa therapists. For reliability, customers not only expect professional services from skilful therapists, but also expect the promised services to start and finish on time (e.g. 1- hour service, not 50-minute service). Research shows that reliability (skills of therapists) is one of the most important factors contributing to customer satisfac- tion (Lo et al., 2015; Sangpikul, 2021). Spa managers should focus on this element by recruiting skilled and experienced therapists to provide customers with pro- fessional services (Chieochankitkan& Sukpatch, 2014; Lo et al., 2015). A regular or intensive training pro- gramme for less skilled or new therapists is also sug- gested to enhance their skills (Sangpikul, 2019). As for empathy, spa therapists should keep in mind that different customers have different personal needs due to their health-related problems or personal prefer- ences. They should be trained to deliver the person- alized services that meet customer expectations. Re- garding communication, spa employees are expected to communicate with locals and foreign customers re- garding various issues, for example, explaining spa programmes, answering customers’ questions, and communicating with customers during the services or even listening to customers’ personal requests. They should be well trained to have good communication with customers. For communication in English, em- ployees with poor English communication may affect service performance and customers’ expectations of service delivery, causing customer dissatisfaction. It 276 | Academica Turistica, Year 15, No. 2, August 2022 Aswin Sangpikul Understanding Dissatisfied Customers’ Expectations of Spa Service Quality is important for spa managers to recruit spa employ- ees with proper qualifications and a good knowledge of English in order to communicate with foreign cus- tomers and deliver the services as customers expect (Sangpikul, 2019). Secondly, physical elements: there are sub-categori- es under this issue, for example, atmosphere, equip- ment/facilities, and physical assurance. In addition to the service process, customers also expect physi- cal elements from spa establishments, particularly the maintenance of equipment/facilities and physical as- surance (e.g. cleanliness, customer privacy). As most physical elements are not directly relevant to service process, they are generally the responsibility of the management team or even spa owners (buying high- tech equipment). It is suggested that spamanagers and supervisors should regularly attend to all tangible re- lated issues to ensure that these attributes complement well the consumption of core products. Thirdly, service outcomes: customers go to spas for specific purposes, and certainly expect to receive either physical and/or mental outcomes, for example, skin beauty, muscle relief, stress relief, and relaxation. Based on the findings, there are several causes of cus- tomer dissatisfaction that can be related to spa ser- vice outcomes, for instance, inexperienced therapists, ignorance of customer requests/needs, or employee etiquette (noise disturbance). Spa managers should realize these causes and attempt to obtain customer feedback about their perceptions of spa service out- comes to improve the services to meet customer ex- pectations. Various approaches can be implemented to obtain such information, for example, surveys, opin- ion boxes, interviews or online reviews. Customers receiving the favourable service outcomes they expect are likely to re-patronize the business. Fourthly, examining the factual and non-factual judgments from online reviews can help spa man- agers to better understand the nature of service feed- back given by dissatisfied customers regarding their unpleasant experiences or unmet service. Spa man- agers can now distinguish the characteristics of emo- tional judgments from factual feedback, and can prior- itize actions for service recovery, particularly the ones given by the fact-based evidence (Sangpikul, 2021). Finally, to stay competitive and be a leading spa establishment in the market, in-depth understand- ing of certain service dimensions and technologymay help to generate service innovation in the spa indus- try. For example, physical elements such as high-tech equipment may provide service innovation by giving better/superior services. Further, training a profes- sional therapist (reliability dimension) by using high- tech equipment or facilities (physical elements) helps to generate service innovation in the spa industry (a combination of human and technology services), thereby giving competitive advantages. In addition, the high-tech equipment (physical elements)may help to enhance customers’ physical outcomes such as skin beauty treatments. Limitations This study explored only registered day spas in Bang- kok, which included all types of day spas such as hotel spas, luxurious spas, and ordinary spas. Customers’ expectations and perceptions of spa service quality may be different based on spa categories, and may affect customer reviews. Future research may inves- tigate similar spa establishments as well as increase the number of samples and locations of investigation to provide more accurate information and to cross- validate what this study has found. In addition, the secondary data collected from online sources should be conducted with caution because some information may not be fully accurate or credible because anyone can write the reviews or post incorrect or fake infor- mation (Sparks & Browning, 2010; Zheng et al., 2009). It is suggested to consider guidelines from past stud- ies, and collect many reviews from different/various sources (e.g. service providers, websites, destinations) to help to enhance the credibility of the studies (Sang- pikul, 2021; Sparks & Browning, 2010). References Akbaba, A. (2006). 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