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  <front>
    <journal-meta>
      <journal-id />
      <journal-title-group>
        <journal-title xml:lang="en">Tourism and Hospitality Management
        </journal-title>
      </journal-title-group>
      <issn pub-type="ppub">1330-7533</issn>
      <issn pub-type="epub">1847-3377</issn>
      <publisher>
        <publisher-name xml:lang="hr">Sveučilište u Rijeci, Fakultet za menadžment u turizmu i ugostiteljstvu, Opatija</publisher-name>
        <publisher-name xml:lang="en">University of Rijeka, Faculty of Tourism and Hospitality Management, Opatija</publisher-name>
        <publisher-loc>Naselje Ika, Primorska 42, PP 97, 51410 Opatija
          <email xlink:href="thm@fthm.hr">thm@fthm.hr</email>
          <ext-link xlink:href="http://thm.fthm.hr/">http://thm.fthm.hr/</ext-link>
        </publisher-loc>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">https://doi.org/10.20867/thm.25.1.4</article-id>
      <article-categories>
        <subj-group subj-group-type="heading" xml:lang="hr">
          <subject>Izvorni znanstveni članak</subject>
        </subj-group>
        <subj-group subj-group-type="heading" xml:lang="en">
          <subject>Original scientific paper</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title xml:lang="en">IPA AND SERVPERF QUALITY CONCEPTUALISATIONS AND THEIR ROLE IN HOTEL SERVICES SATISFACTION</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <name>
            <surname>Babić-Hodović</surname>
            <given-names>Vesna</given-names>
          </name>
          <aff>University of Sarajevo, School of Economics and Business 
            Department of Marketing 
            Trg oslobođenja – Alija Izetbegović 1, 71000 Sarajevo, Bosnia and Herzegovina
          </aff>
          <email xlink:href="vesna.babic-hodovic@efsa.unsa.ba">vesna.babic-hodovic@efsa.unsa.ba</email>
          </contrib>
        <contrib contrib-type="author" corresp="yes">
          <name>
            <surname>Arslanagić-Kalajdžić</surname>
            <given-names>Maja</given-names>
          </name>
          <aff>University of Sarajevo, School of Economics and Business 
            Department of Marketing 
            Trg oslobođenja – Alija Izetbegović 1, 71000 Sarajevo, Bosnia and Herzegovina
          </aff>
          <email xlink:href="maja.arslanagic@efsa.unsa.ba">maja.arslanagic@efsa.unsa.ba</email>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Banda</surname>
            <given-names>Amra</given-names>
          </name>
          <aff>University of Sarajevo, Faculty of Science
            Department of Geography  
            Zmaja od Bosne 33-35, 71000 Sarajevo, Bosnia and Herzegovina
          </aff>
          <email xlink:href="amra.banda@pmf.unsa.ba">amra.banda@pmf.unsa.ba</email>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Sivac</surname>
            <given-names>Amina</given-names>
          </name>
          <aff>University of Sarajevo, Faculty of Science
            Department of Geography  
            Zmaja od Bosne 33-35, 71000 Sarajevo, Bosnia and Herzegovina
          </aff>
          <email xlink:href="amina.sivac@pmf.unsa.ba">amina.sivac@pmf.unsa.ba</email>
        </contrib>
      </contrib-group>
      <pub-date>
        <month>6</month>
        <year>2019</year>
      </pub-date>
      <volume>25</volume>
      <issue>1</issue>
      <fpage>1</fpage>
      <lpage>17</lpage>
      <history>
        <date date-type="received">
          <day>26</day>
          <month>10</month>
          <year>2018</year>
        </date>
        <date date-type="revised">
          <day>14</day>
          <month>12</month>
          <year>2018</year>
        </date>
        <date date-type="revised">
          <day>21</day>
          <month>01</month>
          <year>2019</year>
        </date>
        <date date-type="accepted">
          <day>30</day>
          <month>01</month>
          <year>2019</year>
        </date>
      </history>
      <permissions>
        <license license-type="open-access">
          <license-p>CC BY-NC-SA 4.0</license-p>
        </license>
        <license license-type="open-access" xml:lang="hr">
          <license-p>Puni tekst radova ovog časopisa besplatno se smije koristiti za osobne, edukacijske ili istraživačke svrhe uz poštivanje autorskih prava autora i izdavača. Radovi su dostupni pod uvjetima licence CC BY-NC-SA 4.0 International.
            Tourism and hospitality management je plavi Sherpa/RoMEO časopis.</license-p>  
        </license>               
        <license license-type="open-access" xml:lang="en">
          <license-p>The papers can be used for personal, scientific, educational and research purposes, provided that the credit is given. The papers are licensed under CC BY-NC-SA 4.0 International license.
            Tourism and hospitality management is a Sherpa/RoMEO blue journal. </license-p>
        </license>
      </permissions>
      <abstract><p>Purpose – The purpose of this paper is twofold: (1) to assess
          importance-performance analysis (IPA) and service performance (SERVPERF)
          conceptualizations of service quality, and to establish which one excels in predicting the
          tourists' satisfaction in hotel industry; and (2) to test the mediating role of
          satisfaction between quality conceptualization and hotel guests’ repurchase intentions and
          word of mouth recommendations regarding the hotel. </p><p>Design – A conceptual framework
          was empirically tested on a sample of 311 tourists staying in six hotels in Sarajevo
          (Bosnia and Herzegovina), which is a tourist destination with increased relevance
          internationally.</p><p>Methodology – Covariance-based structural equation modeling was
          used to estimate the model.</p><p>Approach – Two conceptualizations were firstly estimated
          separately then they were contrasted and compared.</p><p>Findings – The results showed a
          slight superiority of the IPA conceptualization over that of SERVPERF in predicting
          satisfaction and in affecting customer attitudinal and behavioral outcomes. This study
          also confirms the vital mediating role of satisfaction on customer outcomes.</p>
        <p>Originality of the research – This study utilizes and compares two relevant
        conceptualizations of hotel service quality and is based on a conceptual framework that
        establishes which one is better for predicting tourists’ behavioral outcomes. The study is
        of practical relevance since it gives suggestions on tools that should be used by hotel
        managers in assessing the quality perceived by their guests.</p></abstract>
      <kwd-group xml:lang="en">
        <kwd>service quality</kwd> <kwd>Importance-Performance Analysis (IPA)</kwd> <kwd>SERVPERF</kwd> <kwd>hotel industry</kwd>       
      </kwd-group>
    </article-meta>
  </front>
  <body>
 <sec sec-type="intro">
   <label>INTRODUCTION</label>
      <p>Changes in tourists’ desires and needs, as well as market turbulence, increasing
        competition and the emergence of new competitors among service providers in the tourism and
        hotel industry (i.e., Airbnb; see <xref ref-type="bibr" rid="Guttentag">Guttentag
          2015</xref>; <xref ref-type="bibr" rid="Altinay">Altinay, Liu and Ramikssoon 2017</xref>;
          <xref ref-type="bibr" rid="Zervas">Zervas et al. 2014</xref>), make customers’ perceptions
        of service quality, their satisfaction and loyalty more important than ever for hotel
        services. These trends are forcing hotels to make additional efforts in strengthening their
        competitiveness and improving services in order to increase customer satisfaction (<xref
          ref-type="bibr" rid="Bodet">Bodet, Anaba and Bouchet 2016</xref>; <xref ref-type="bibr"
          rid="Manhas">Manhas and Tukamushaba 2015</xref>). Thus, the hotel management must
        understand their customer requirements and provide adequate service quality (<xref
          ref-type="bibr" rid="Lai2017">Lai and Hitchcock 2017</xref>). Service quality is generally
        accepted as a precondition for customer satisfaction, which further results in increasing
        customer loyalty and, indirectly, financial and market performances, and the long-term
        business success of the hotel (<xref ref-type="bibr" rid="Bitner">Bitner and Hubbert
          1994</xref>; Lai and Hitchcock <xref ref-type="bibr" rid="Lai2016">2016</xref>, <xref
          ref-type="bibr" rid="Lai2017">2017</xref>). </p>
      <p>The conceptualisation of service quality has received much attention since the mid-1970s,
        and it represents one of the central issues in services research today (e.g., <xref
          ref-type="bibr" rid="Koh">Koh, Yoo and Boger 2010</xref>; <xref ref-type="bibr"
          rid="Oh2017">Oh and Kim 2017</xref>). The most known and used models for conceptualizing
        and operationalizing service quality are the SERVQUAL – SERVice QUALity model (<xref
          ref-type="bibr" rid="Parasuraman">Parasuraman et al. 1988</xref>) and the SERPVERF –
        SERVice PERFormance model (Cronin and Taylor <xref ref-type="bibr" rid="Cronin1992"
          >1992</xref>, 1994). The latter is practically a derivative of the SERVQUAL model, but it
        is focused on customers’ perceptions of service performances as the only relevant measure of
        service quality when relating it to consumer outcomes. In contrast, SERVQUAL treats customer
        expectations as an inevitable part of the service quality research. The
        Importance-Performance Analysis model (IPA model) (<xref ref-type="bibr" rid="Martilla"
          >Martilla and James 1977</xref>) is another approach to quality conceptualisation and
        measurement, which is frequently used in services and in tourism and hospitality research
        (e.g., <xref ref-type="bibr" rid="Bhattacharya">Bhattacharya and Dey 2015</xref>; Choi and
        Schwartz 2012; <xref ref-type="bibr" rid="Koh">Koh et al. 2010</xref>) that joins the rating
        of importance for each quality attribute to the performance/perception evaluation. </p>
      <p>Both models had several modifications in their operationalization, which are relevant
        (i.e., <xref ref-type="bibr" rid="Knutson">Knutson et al. 1990</xref>; <xref ref-type="bibr"
          rid="Tsai">Tsai, Hsu and Chou 2011</xref>) in different contexts, however, basic the
        conceptualisation of SERVQUAL/SERVPERF and IPA remains unchanged. Therefore, we focus on
        these, with specific attention to SERVPERF and IPA, and not to SERVQUAL since it assumes
        customers’ expectations and, hence, is not aligned with IPA, while SERVPERF is. </p>
      <p>This study aims to provide more fine-grained guidelines into which conceptualisation –
        SERVPERF or IPA – would best serve to capture customers’ responses accurately in the context
        of the hospitality industry, with the aim to respond to two research questions. First, it
        examines which service quality conceptualisation better predicts customer satisfaction and,
        consequently, customer attitudinal and behavioural outcomes in the hotel industry setting.
        Providing an answer to this question will contribute to the present body of literature by
        offering suggestions on the appropriateness of the use of SERVPERF and IPA service quality
        conceptualizations in the hotel industry, based on new empirical evidence. Previous studies
        have contrasted expectations-performance (<xref ref-type="bibr" rid="Parasuraman"
          >Parasuraman et al. 1988</xref>) with performance-only conceptualisations (<xref
          ref-type="bibr" rid="Cronin1992">Cronin and Taylor 1992</xref>), while
        importance-performance conceptualisation has not, until now, been compared to those two
        models. The originality of this study is in using the IPA model for modelling and
        explanatory purposes; according to the authors’ best knowledge, this approach has not been
        used in previous studies. Namely, the IPA approach has mainly been used as a great tool for
        clustering attributes and for offering managerial implications; however, it has not been
        used with the aim to predict and understand other concepts simultaneously. Therefore, the
        aim was to assess it’s standing compared to the SERVPERF approach and to access the IPA’s
        capacities for explaining the impact of service quality perception and customer reaction as
        the base for managers’ future decisions. The second research question of the study is what
        is the pathway through which service quality impacts tourists’ attitudinal (i.e., word of
        mouth) and behavioural (i.e., repurchase intentions) outcomes? A mediating effect of
        satisfaction on the relation between the perceived quality and customer outcomes is
        proposed. By answering this question, the present study intends to contribute to a better
        understanding of the underlying mechanism through which tourists’ satisfaction with hotel
        services operates.</p>
      <p>The next sections of the paper provide an overview of the IPA and SERVPERF
        conceptualisations of service quality. Then, a conceptual framework is developed that
        involves service quality, customer satisfaction and customer behavioural outcomes.
        Subsequently, the methodology and results of the conducted empirical study are presented.
        Finally, a discussion of the theoretical and managerial implications of the study, as well
        as its limitations and further research directions, are outlined. </p>
 </sec>
    <sec>
      <label>1.	SERVICE QUALITY CONCEPTUALISATIONS </label>
      <p><bold>1.1.	IPA Conceptualisation of Service Quality</bold></p>
      <p><xref ref-type="bibr" rid="Martilla">Martilla and James (1977)</xref> created the IPA model
        and it is widely accepted as a method that offers a pragmatic theoretical basis for the
        evaluation of service quality in marketing management (e.g., <xref ref-type="bibr"
          rid="Ennew">Ennew, Reed and Binks 1993</xref>; <xref ref-type="bibr" rid="Matzler2004"
          >Matzler et al. 2004</xref>), as well as in tourism services (e.g., <xref ref-type="bibr"
          rid="Janes">Janes and Wisnom 2003</xref>; <xref ref-type="bibr" rid="Oh2001">Oh
          2001</xref>; <xref ref-type="bibr" rid="Pan">Pan 2015</xref>). The IPA method encompasses
        prioritizing attributes for improvements. The criteria for prioritizing are usually
        formulated according to the customers’ evaluations of the importance of each service
        attribute and performance (<xref ref-type="bibr" rid="Sampson">Sampson and Showalter,
          1999</xref>). </p>
      <p>Looking at tourism services, IPA is used as a powerful tool in tourism planning. Previous
        studies used IPA in settings such as: hotels (<xref ref-type="bibr" rid="Albayrak">Albayrak
          and Caber 2015</xref>; <xref ref-type="bibr" rid="Babic-Hodovic2017">Babic-Hodovic and
          Arslanagic-Kalajdzic 2017</xref>; <xref ref-type="bibr" rid="Deng">Deng, Kuo and Chen
          2008</xref>; <xref ref-type="bibr" rid="Martin">Martin 1995</xref>), restaurants (<xref
          ref-type="bibr" rid="Kim2001">Kim and Oh 2001</xref>), tour operators (<xref
          ref-type="bibr" rid="Zhang">Zhang and Chow 2004</xref>), and destination image (<xref
          ref-type="bibr" rid="Joppe">Joppe, Martin and Waalen 2001</xref>; <xref ref-type="bibr"
          rid="OLeary">O'Leary and Deegan 2005</xref>). Therefore, in the context of tourism and
        tourism management, IPA is considered to be a highly valuable “demand-based” tool for
        ensuring the continuous, dynamic and multi-perspective process of review and validation of
        tourism practices (<xref ref-type="bibr" rid="Wade">Wade and Eagles 2003</xref>).</p>
      <p>In the case of hotel services, previous studies have discussed the advantages and
        limitations of the IPA model applied for the identification of hotel guests’ preferences and
        potentials for managers’ decisions about resource allocation. <xref ref-type="bibr"
          rid="Albayrak">Albayrak and Caber (2015)</xref> suggested that IPA allows managers to
        identify resource allocation priorities for improving overall customer satisfaction. <xref
          ref-type="bibr" rid="Qu">Qu and Sit (2007)</xref> focused their attention on fulfilling
        promises given by hoteliers to guests. In their review of IPA studies in the hospitality
        context, <xref ref-type="bibr" rid="Janes">Janes and Wisnom (2003)</xref> found that, in
        most of the cases, IPA was used for the evaluation of service quality from the point of view
        of existing customers, and that this should be taken into account when creating strategies
        for customer acquisition. </p>
      <p>In the process of measuring and rating attributes, respondents are evaluating both the
        importance and performance of service attributes. While the performance of attributes is
        always assessed through a set of specific items (e.g., SERVPERF), importance is understood
        as a general assessment of the attribute’s standing (<xref ref-type="bibr" rid="Mittal"
          >Mittal and Kamakura 2001</xref>). The model itself recognizes four groups, categorized as
        a combination of the attributes' importance and performances (high and low level), together
        with suggested strategies: (1) attributes evaluated as high in both importance and
        performance from the customers’ point of view – here providers have to keep the current
        strategy, i.e., “keep up the good work” (<xref ref-type="bibr" rid="Chu">Chu and Choi
          2000</xref>); (2) important, but still underperformed attributes, where service providers
        should apply a “concentrate here” strategy, i.e., improve service quality and redirect
        resources to these attributes (<xref ref-type="bibr" rid="Albayrak">Albayrak and Caber
          2015</xref>; <xref ref-type="bibr" rid="Matzler2003">Matzler, Sauerwein and Heischmidt
          2003</xref>); (3) non-important but over-performed attributes belong to the “possible
        overkill” section of the IPA framework, with a suggested reduction of the investment
        strategy; and (4) “low priority” attributes cover non-important, and also underperforming,
        attributes. </p>
      <p>Previous studies show differing findings regarding attribute classification, and their
        importance and performance in the hospitality, hotel and tourism services. When researching
        the importance of the attributes of hotel services, <xref ref-type="bibr" rid="Beldona"
          >Beldona and Cobanoglu (2007)</xref> found a high level of correlation between travel
        frequency and hotel guests’ attitudes regarding technology elements. Their findings showed a
        greater importance of basic technologies (e.g., in-room temperature controls), which are
        considered by customers as an expected service and which still underperformed, than those of
        the latest technologies (e.g., in-room printers and faxes); thus, managers should re-shift
        their focus to fulfilling basic expectations first. Similar findings on the major importance
        of “basic attributes” can be found in <xref ref-type="bibr" rid="Ryan">Ryan and Huimin’s
          (2007)</xref> study, where it was shown that guests in Chinese hotels consider
        “cleanliness and bed comfort” as the attributes of the highest importance. In contrast,
          <xref ref-type="bibr" rid="Albayrak">Albayrak and Caber (2015)</xref> identified “overall
        cleanliness” as a low priority attribute, together with “food and beverage quality” and
        “personnel”. Clearly, an improvement in performance of such attributes does not increase
        customer satisfaction, but due to its importance, low performances will cause customer
        dissatisfaction.</p>
      <p><bold>1.2.	SERVPERF conceptualisation of service quality </bold></p>
      <p>The SERPVERF conceptualisation of service quality (<xref ref-type="bibr" rid="Cronin1992"
          >Cronin and Taylor 1992</xref>) is a result of critiques of the disconfirmation-based
        models, specifically the SERVQUAL model, which measure service quality as the difference
        between customers’ experiences with service performances and their previous expectations
          (<xref ref-type="bibr" rid="Parasuraman">Parasuraman et al. 1988</xref>). The original
        SERVQUAL model starts with the assumption that customers’ evaluation of service quality
        depends strongly on their previous expectations regarding different dimensions of service
        quality; everything that they experience in the service process has been compared with “the
        standard of expectation”, which is different depending on the focus of undertaken studies.
        Expectations are not synonyms for the specific importance of those dimensions (as was the
        case in the IPA model), since they only contain assumptions on issues that will probably
        occur while using a particular type of service. </p>
      <p>The SERVPERF model consists of the same dimensions of quality as the SERVQUAL model
        (tangibles, reliability, responsiveness, assurance and empathy) and 22 specifically designed
        items, but it measures service quality only through the performances/perceptions of service
        quality. Namely, <xref ref-type="bibr" rid="Cronin1992">Cronin and Taylor (1992)</xref>
        claimed that expectation items are unnecessary in the process of service quality evaluation
        since customers implicitly compare perceptions and expectations when they are processing the
        evaluation. This approach also simplifies research administration, in particular, the
        respondents’ convenience when utilizing the measure (<xref ref-type="bibr" rid="Caruana"
          >Caruana 2002</xref>). </p>
      <p>When it comes to the hotel industry, SERVPERF has been used intensively and across a number
        of regions (e.g., <xref ref-type="bibr" rid="AlKhattab">Al Khattab and Aldehayyat
          2011</xref>). It has also been applied to a wide range of other tourism-related services,
        such as the quality of the airline industry (<xref ref-type="bibr" rid="Abdullah">Abdullah,
          Jan and Manaf 2012</xref>), tourism establishments (<xref ref-type="bibr" rid="Attallah"
          >Attallah 2015</xref>), tourism products (Sanchez et al., 2006) and others, which confirms
        the ever-present relevance of SERVPERF to the operationalization of quality in tourism
        services.</p>
    </sec>
    <sec>
      <label>2.	CONCEPTUAL FRAMEWORK </label>
      <p>In order to contrast IPA and SERVPERF conceptualisation of service quality, we embed it in
        a conceptual framework that encompasses the satisfaction of hotel guests, hotel guests’
        repurchase intentions and their intended word of mouth recommendations (see <xref
          ref-type="fig" rid="f1">Figure 1</xref>). It is a great challenge for hotel managers to
        sustain high quality services and ensure positive responses from guests because of their
        participation in the process (co-creation), the importance of employees’ empathy, and the
        heterogeneity of services offered in the hotel setting (<xref ref-type="bibr"
          rid="Babic-Hodovic2010">Babic-Hodovic 2010</xref>). These factors also cause difficulties
        in measuring service performance and guests’ satisfaction with those hotel services. In this
        research, satisfaction is understood as the positive attitude of tourists that results from
        the superior service performances of the hotel provider (<xref ref-type="bibr" rid="Back"
          >Back and Parks 2003</xref>). </p>
      <p>
        <fig id="f1">
          <label>Figure 1:</label>
          <caption>
            <p>Conceptual Framework of the Study</p>
          </caption>
          <graphic xlink:href="THM-25-1-g1.jpg"></graphic>
        </fig>
      </p>
      <p>Previous studies have examined the link between service quality and satisfaction,
        confirming, in many cases, that quality predicts satisfaction in hospitality and tourism
        services, and in the service industry in general, and a plethora of studies have examined
        this link (e.g., <xref ref-type="bibr" rid="Alexandris">Alexandris, Dimitriadis and Markat
          2002</xref>; <xref ref-type="bibr" rid="González">González and Brea 2007</xref>; <xref
          ref-type="bibr" rid="Silvestro">Silvestro and Low 2006</xref>). Therefore, it has often
        been advised that researchers’ research perceptions of customer quality and satisfaction
        simultaneously with their behavioural (word of mouth) and attitudinal (repurchase
        intentions) loyalty (<xref ref-type="bibr" rid="Cronin1992">Cronin and Taylor 1992</xref>;
          <xref ref-type="bibr" rid="Knutson">Knutson et al. 1990</xref>; <xref ref-type="bibr"
          rid="Markovic">Markovic and Jankovic-Raspor 2013</xref>).</p>
      <p>While it is not the aim of this study to re-establish the effect of quality on satisfaction
          (<xref ref-type="bibr" rid="Chen">Chen 2012</xref>; <xref ref-type="bibr" rid="Silvestro"
          >Silvestro and Low 2006</xref>), the argument is that the IPA conceptualisation of service
        quality, which integrates the importance of specific attributes and, hence, the importance
        of a particular quality dimension, acts as a more relevant determinant of satisfaction than
        SERVPERF conceptualisation. Namely, measuring the importance of the attributes of the IPA
        model offers diagnostical opportunities, which are considered to be the key disadvantage of
        the SERVPEF in comparison to SERVQUAL model. We assume this issue affects the higher
        explanatory power of the IPA technique. </p>
      <p>While SERVPERF has been used in many previous studies, <xref ref-type="bibr" rid="Chu">Chu
          and Choi (2000)</xref> also underlined the great potential of the IPA technique for the
        measurement of tourism service quality and tourist satisfaction. <xref ref-type="bibr"
          rid="Mohsin">Mohsin and Lockyer (2010)</xref> found that the importance of front office
        employees, room service and in-house cafés/restaurants in Hamilton hotels was significantly
        higher than their performance. This is due to the fact that, although tourists might
        perceive a specific dimension/attribute performing very well (i.e., reliability), they might
        consider it unimportant or less important than other dimensions (i.e., tangibles of the
        hotel or assurance provided by the hotel). This is why, Hypothesis 1 is as follows: </p>
      <p>H1: The IPA conceptualisation of service quality better explains satisfaction with hotel
        services than the SERVPERF conceptualisation.</p>
      <p>Furthermore, there is a general suggestion (<xref ref-type="bibr" rid="Boulding">Boulding
          et al. 1993</xref>; <xref ref-type="bibr" rid="Caruana">Caruana 2002</xref>; <xref
          ref-type="bibr" rid="Cronin1992">Cronin and Taylor 1992</xref>; <xref ref-type="bibr"
          rid="Kandampully">Kandampully and Suhartanto 2000</xref>) that satisfaction has a
        mediating role between the customers’ perception of service quality and their behavioural
        intentions. Different studies have examined the role of tourists’ satisfaction in tourists’
        behaviour, establishing the link between satisfaction and loyalty (<xref ref-type="bibr"
          rid="Yoon">Yoon and Uysal 2005</xref>), as well as quality, satisfaction and behavioural
        outcomes (<xref ref-type="bibr" rid="Zabkar">Zabkar, Brencic and Dmitrovic 2010</xref>).</p>
      <p>In this study, we focused on one attitudinal outcome (word of mouth, WOM) and one
        behavioural outcome (repurchase intention). WOM is known to increase product awareness and
        persuades people to try or use products or services. Namely, people often perceive this
        channel of communication to be more credible than traditional marketing and communication
        channels (<xref ref-type="bibr" rid="Allsop">Alsop, Basset and Hoskins 2007</xref>). Some
        authors explain WOM as the most effective, yet least understood, marketing communication
        instrument. Empirical studies (<xref ref-type="bibr" rid="Harrison-Walker">Harrison-Walker
          2001</xref>) confirmed that service customers are more likely to rely on different types
        of interpersonal communication, including WOM, than provider-controlled communication
        channels; this is why it is a very important element in hotel communication strategies. WOM
        communication in marketing is defined as informal communication between customers (<xref
          ref-type="bibr" rid="Westbrook">Westbrook and Oliver 1991</xref>), which is related to
        perceptions of a product or service quality and customer satisfaction; it elicits customers’
        positive attitudes and their readiness for future cooperation (<xref ref-type="bibr"
          rid="Bodet">Bodet et al. 2016</xref>; <xref ref-type="bibr" rid="Oh2017">Oh and Kim
          2017</xref>). In their meta-analysis, <xref ref-type="bibr" rid="Matos">Matos, Henrique
          and Rossi (2007</xref>) stressed that quality, value, satisfaction, commitment, trust, and
        loyalty are antecedents of word-of-mouth activities.</p>
      <p>Besides WOM, repurchase intentions are also considered to be behavioural consequences of
        tourists’ experiences in hotels, which show their perceptions of quality and satisfaction
          (<xref ref-type="bibr" rid="Maxham2002">Maxham and Netemeyer 2002</xref>). Some authors
        insist on the independency of those two constructs (<xref ref-type="bibr" rid="Gruen">Gruen,
          Osmonbekov and Czaplewski 2006</xref>; <xref ref-type="bibr" rid="Maxham2001">Maxham
          2001</xref>); however, both are caused by customers’ experiences in the service process
        and interactions with the provider. Repurchase intentions are often considered to be
        behavioural outcomes of customer satisfaction (<xref ref-type="bibr" rid="Kwong">Kwong and
          Candinegara, 2014</xref>).</p>
      <p><xref ref-type="bibr" rid="Kwong">Kwong and Candinegara (2014)</xref> stated that customer
        satisfaction is the only independent variable able to significantly influence consumer
        repurchases (as a behavioural component of loyalty) and positive WOM, while others have
        concluded that satisfaction is a reliable predictor of repurchase intentions (<xref
          ref-type="bibr" rid="Bhattacharya">Bhattacharya and Dey 2015</xref>; <xref ref-type="bibr"
          rid="Cronin2000">Cronin, Brady and Hult 2000</xref>). More satisfied customers will
        complain less, while probably repurchasing and purchasing more, while dissatisfied ones are
        disloyal to the service provider; they often decide to switch to other companies and pass on
        negative WOM comments (<xref ref-type="bibr" rid="Cronin2000">Cronin et al. 2000</xref>;
          <xref ref-type="bibr" rid="Maxham2002">Maxham and Netemeyer 2002</xref>). Since all of the
        directional links (between satisfaction and outcomes) were tested in the previous
        literature, they are not hypothesized here. The aim is to establish the role of satisfaction
        in the relationship between quality and customer outcomes, and to test whether the mediating
        mechanism of satisfaction is applicable in the tourism and the hotel industry. Therefore,
        Hypothesis 2 is as follows: </p>
      <p>H2: Satisfaction with hotel services mediates the effect of hotel service quality on (a)
        word of mouth, and (b) repurchase intentions.</p>
    </sec>
    <sec sec-type="methods">
      <label>3.	METHODOLOGY 
      </label>
      <p>To empirically test the developed conceptual framework, a quantitative survey was conducted
        in Sarajevo (the capital city of Bosnia and Herzegovina), which in recent years has received
        increased attention from international tourists, being listed amongst the top 10 cities to
        visit in Europe by several world-leading recommenders (<xref ref-type="bibr" rid="Casciato"
          >Casciato 2013</xref>; <xref ref-type="bibr" rid="Rushby">Rushby 2016</xref>). Sixty-six
        hotels are registered and listed for Sarajevo on Booking.com (as of August 2016) and six of
        these (10%) were randomly selected and contacted in order to gain approval to run the study
        during August 2016. Hotel receptionists contacted all guests who stayed at the hotel during
        that period, when they were leaving the facility, and 311 guests agreed to fill in the
        survey. The countries of origin of the hotel guests were very diverse, from regional
        tourists (e.g., Croatia, Serbia, Montenegro, and Slovenia); tourists coming from Western
        Europe (e.g., Germany, Austria, Switzerland, and Sweden), to tourists from Turkey, Qatar,
        Canada or Iceland. The average age of guests was 37, with the minimum age being 18 and the
        maximum being 67. On average, guests stayed in the hotel for 6 days. Concerning the gender
        of the respondents, 45% were female and 55% male? Furthermore, 56% of the respondents had
        finished their undergraduate studies. </p>
      <p>Existing scales for measuring constructs in the focus of the research were used. Service
        quality was assessed through the 22 SERVPERF items (<xref ref-type="bibr" rid="Cronin1992"
          >Cronin and Taylor 1992</xref>), while the IPA model attributes were evaluated along the
        same set of items, through the importance and performance prism, by multiplying performance
        and importance scores. Measures of satisfaction, word of mouth and repurchase intentions
        were also adapted from the literature (<xref ref-type="bibr" rid="Maxham2002">Maxham and
          Netemeyer 2002</xref>). All scales were measured on a 7-point Likert scale.</p>
    </sec>
    <sec sec-type="results">
      <label>4.	RESULTS </label>
      <p>Confirmatory factor analysis (CFA) was conducted in LISREL 8.71 in order to test the
        psychometric properties of the selected measures. The results of the analysis are presented
        in <xref ref-type="table" rid="t1">Table 1</xref>. </p>
        <table-wrap id="t1">
          <label>Table 1:</label>
          <caption><title>Confirmatory Factor Analysis</title></caption>
          <table border="0">
            <tbody>
              <tr>
                <td><bold>Items</bold></td>
                <td align="center"><bold>λ</bold></td>
                <td align="center"><bold>CR</bold></td>
                <td align="center"><bold>AVE</bold></td>
              </tr>
              <tr>
                <td><bold><italic>Tangibles</italic></bold></td>
                <td align="center"/>
                <td align="center">0.815</td>
                <td align="center">0.525</td>
              </tr>
              <tr>
                <td>This hotel has up-to-date equipment.</td>
                <td align="center">0.760</td>
                <td align="center"> </td>
                <td align="center"> </td>
              </tr>
              <tr>
                <td>This hotel’s physical facilities are visually
                  appealing.</td>
                <td align="center">0.689</td>
                <td align="center"> </td>
                <td align="center"> </td>
              </tr>
              <tr>
                <td>This hotel’s employees are well dressed and appear
                  neat.</td>
                <td align="center">0.736</td>
                <td align="center"> </td>
                <td align="center"> </td>
              </tr>
              <tr>
                <td>The appearance of the physical facilities of this hotel
                  is in keeping with the type of services provided.</td>
                <td align="center">0.633</td>
                <td align="center"> </td>
                <td align="center"> </td>
              </tr>
              <tr>
                <td><bold><italic>Reliability</italic></bold></td>
                <td align="center"/>
                <td align="center">0.832</td>
                <td align="center">0.501</td>
              </tr>
              <tr>
                <td>When this hotel promises to do something by a certain
                  time, it does so.</td>
                <td align="center">0.799</td>
                <td align="center"> </td>
                <td align="center"> </td>
              </tr>
              <tr>
                <td>When you have problems, this hotel is sympathetic and
                  reassuring.</td>
                <td align="center">0.593</td>
                <td align="center"> </td>
                <td align="center"> </td>
              </tr>
              <tr>
                <td>This hotel is dependable.</td>
                <td align="center">0.688</td>
                <td align="center"> </td>
                <td align="center"> </td>
              </tr>
              <tr>
                <td>This hotel provides its services at the time it promises
                  to do so.</td>
                <td align="center">0.705</td>
                <td align="center"> </td>
                <td align="center"> </td>
              </tr>
              <tr>
                <td>This hotel keeps its records accurately.</td>
                <td align="center">0.607</td>
                <td align="center"> </td>
                <td align="center"> </td>
              </tr>
              <tr>
                <td><bold><italic>Responsiveness</italic></bold></td>
                <td align="center"/>
                <td align="center">0.802</td>
                <td align="center">0.506</td>
              </tr>
              <tr>
                <td>This hotel tells customers exactly when services will be
                  performed.</td>
                <td align="center">0.770</td>
                <td align="center"> </td>
                <td align="center"> </td>
              </tr>
              <tr>
                <td>You receive prompt service from this hotel’s
                  employees.</td>
                <td align="center">0.608</td>
                <td align="center"> </td>
                <td align="center"> </td>
              </tr>
              <tr>
                <td>Employees of this hotel are always willing to help
                  customers.</td>
                <td align="center">0.600</td>
                <td align="center"> </td>
                <td align="center"> </td>
              </tr>
              <tr>
                <td>Employees of this hotel are not busy to respond to
                  customer requests promptly.</td>
                <td align="center">0.620</td>
                <td align="center"> </td>
                <td align="center"> </td>
              </tr>
              <tr>
                <td><bold><italic>Assurance</italic></bold></td>
                <td align="center"/>
                <td align="center">0.819</td>
                <td align="center">0.532</td>
              </tr>
              <tr>
                <td>You trust employees of this hotel.</td>
                <td align="center">0.779</td>
                <td align="center"> </td>
                <td align="center"> </td>
              </tr>
              <tr>
                <td>You feel safe in my transactions with this hotel’s
                  employees.</td>
                <td align="center">0.698</td>
                <td align="center"> </td>
                <td align="center"> </td>
              </tr>
              <tr>
                <td>Employees of this hotel are polite.</td>
                <td align="center">0.731</td>
                <td align="center"> </td>
                <td align="center"> </td>
              </tr>
              <tr>
                <td>Employees get adequate support from this hotel to do
                  their jobs well.</td>
                <td align="center">0.705</td>
                <td align="center"> </td>
                <td align="center"> </td>
              </tr>
              <tr>
                <td><bold><italic>Empathy</italic></bold></td>
                <td align="center"/>
                <td align="center">0.835</td>
                <td align="center">0.505</td>
              </tr>
              <tr>
                <td>This hotel gives you individual attention.</td>
                <td align="center">0.810</td>
                <td align="center"> </td>
                <td align="center"> </td>
              </tr>
              <tr>
                <td>Employees of this hotel give personal attention to
                  you.</td>
                <td align="center">0.683</td>
                <td align="center"> </td>
                <td align="center"> </td>
              </tr>
              <tr>
                <td>Employees of this hotel know what your needs are.</td>
                <td align="center">0.769</td>
                <td align="center"> </td>
                <td align="center"> </td>
              </tr>
              <tr>
                <td>Employees of this hotel have your best interests at
                  heart.</td>
                <td align="center">0.626</td>
                <td align="center"> </td>
                <td align="center"> </td>
              </tr>
              <tr>
                <td>Employees of this hotel have operating hours convenient
                  to all their customers.</td>
                <td align="center">0.649</td>
                <td align="center"> </td>
                <td align="center"> </td>
              </tr>
              <tr>
                <td><bold><italic>Satisfaction</italic></bold></td>
                <td align="center"> </td>
                <td align="center">0.880</td>
                <td align="center">0.648</td>
              </tr>
              <tr>
                <td>I am very satisfied with the overall experience with
                  this hotel.</td>
                <td align="center">0.811</td>
                <td align="center"> </td>
                <td align="center"> </td>
              </tr>
              <tr>
                <td>I am satisfied with the services this hotel provides
                  me.</td>
                <td align="center">0.799</td>
                <td align="center"> </td>
                <td align="center"> </td>
              </tr>
              <tr>
                <td>It is a pleasure to be a guest of this hotel.</td>
                <td align="center">0.793</td>
                <td align="center"> </td>
                <td align="center"> </td>
              </tr>
              <tr>
                <td>I am satisfied with this hotel.</td>
                <td align="center">0.815</td>
                <td align="center"> </td>
                <td align="center"> </td>
              </tr>
              <tr>
                <td><bold><italic>Word of Mouth</italic></bold></td>
                <td align="center"> </td>
                <td align="center">0.872</td>
                <td align="center">0.695</td>
              </tr>
              <tr>
                <td>I am likely to say good things about this hotel.</td>
                <td align="center">0.865</td>
                <td align="center"> </td>
                <td align="center"> </td>
              </tr>
              <tr>
                <td>I will recommend this hotel to my friends.</td>
                <td align="center">0.832</td>
                <td align="center"> </td>
                <td align="center"> </td>
              </tr>
              <tr>
                <td>I will recommend this hotel to my family.</td>
                <td align="center">0.802</td>
                <td align="center"> </td>
                <td align="center"> </td>
              </tr>
              <tr>
                <td><bold><italic>Repurchase Intentions</italic></bold></td>
                <td align="center"> </td>
                <td align="center">0.851</td>
                <td align="center">0.656</td>
              </tr>
              <tr>
                <td>I plan to use services of this hotel when we are
                  able.</td>
                <td align="center">0.867</td>
                <td align="center"> </td>
                <td align="center"> </td>
              </tr>
              <tr>
                <td>I intend to remain a client of this hotel.</td>
                <td align="center">0.757</td>
                <td align="center"> </td>
                <td align="center"> </td>
              </tr>
              <tr>
                <td>I plan to use this hotel in the future.</td>
                <td align="center">0.802</td>
                <td align="center"> </td>
                <td align="center"> </td>
              </tr>
              <tr>
                <td colspan="4">Fit indices: χ<sup>2</sup> = 946.914, df = 436, p = 0.0,
                    χ<sup>2</sup>/df = 2.17, RMSEA = 0.064, NNFI = 0.975, CFI = 0.978, SRMR = 0.058,
                  GFI = 0.838</td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
      <p>The values of composite reliability (CR) and average variance extracted (AVE) are above the
        cut-off values (<xref ref-type="bibr" rid="Bagozzi">Bagozzi and Yi 2012</xref>), and the
        estimated CFA model exhibits an excellent model fit (χ<sup>2</sup> = 946.914, df = 436, p =
        0.0, χ<sup>2</sup>/df = 2.17, RMSEA = 0.064, NNFI = 0.975, CFI = 0.978, SRMR = 0.058, GFI =
        0.838).</p>
      <p>To evaluate the reliability of the constructs, both convergent and discriminant validity
        were assessed. The factor loadings for all constructs were high and significant
        (p&#60;0.001), and all AVE values were above the 50% cut-off criteria (<xref ref-type="bibr"
          rid="Fornell">Fornell and Larcker 1981</xref>), which indicates the convergent validity of
        the constructs. CR values were well above the critical level of 0.60. The correlation matrix
        of all constructs is provided in <xref ref-type="table" rid="t2">Table 2</xref>.
        Furthermore, all correlations were lower than the squared roots of the AVE scores, which
        confirm that the discriminant validity was obtained.</p>
      <table-wrap id="t2">
        <label>Table 2:</label>
        <caption><title>Correlations and Discriminant Validity</title></caption>
        <table border="0">
          <tbody>
            <tr>
              <td align="center">#</td>
              <td>Construct</td>
              <td align="center" valign="top">Mean (S.D.)</td>
              <td align="center">1</td>
              <td align="center">2</td>
              <td align="center">3</td>
              <td align="center">4</td>
              <td align="center">5</td>
              <td align="center">6</td>
              <td align="center">7</td>
              <td align="center">8</td>
            </tr>
            <tr>
              <td align="center">1</td>
              <td>Tangibles</td>
              <td align="center">6.096 (0.811)</td>
              <td align="center"><bold>0.725</bold></td>
              <td align="center"> </td>
              <td align="center"> </td>
              <td align="center"> </td>
              <td align="center"> </td>
              <td align="center"> </td>
              <td align="center"> </td>
              <td align="center"> </td>
            </tr>
            <tr>
              <td align="center">2</td>
              <td>Reliability</td>
              <td align="center">6.108 (0.774)</td>
              <td align="center">0.466</td>
              <td align="center"><bold>0.708</bold></td>
              <td align="center"> </td>
              <td align="center"> </td>
              <td align="center"> </td>
              <td align="center"> </td>
              <td align="center"> </td>
              <td align="center"> </td>
            </tr>
            <tr>
              <td align="center">3</td>
              <td>Responsiveness</td>
              <td align="center">6.045 (0.806)</td>
              <td align="center">0.392</td>
              <td align="center">0.520</td>
              <td align="center"><bold>0.711</bold></td>
              <td align="center"> </td>
              <td align="center"> </td>
              <td align="center"> </td>
              <td align="center"> </td>
              <td align="center"> </td>
            </tr>
            <tr>
              <td align="center">4</td>
              <td>Assurance</td>
              <td align="center">6.252 (0.797)</td>
              <td align="center">0.398</td>
              <td align="center">0.443</td>
              <td align="center">0.452</td>
              <td align="center"><bold>0.729</bold></td>
              <td align="center"> </td>
              <td align="center"> </td>
              <td align="center"> </td>
              <td align="center"> </td>
            </tr>
            <tr>
              <td align="center">5</td>
              <td>Empathy</td>
              <td align="center">6.180 (0.743)</td>
              <td align="center">0.387</td>
              <td align="center">0.413</td>
              <td align="center">0.364</td>
              <td align="center">0.472</td>
              <td align="center"><bold>0.711</bold></td>
              <td align="center"> </td>
              <td align="center"> </td>
              <td align="center"> </td>
            </tr>
            <tr>
              <td align="center">6</td>
              <td>Satisfaction</td>
              <td align="center">6.114 (0.851)</td>
              <td align="center">0.370</td>
              <td align="center">0.375</td>
              <td align="center">0.347</td>
              <td align="center">0.389</td>
              <td align="center">0.372</td>
              <td align="center"><bold>0.805</bold></td>
              <td align="center"> </td>
              <td align="center"> </td>
            </tr>
            <tr>
              <td align="center">7</td>
              <td>Word of Mouth</td>
              <td align="center">6.173 (0.908)</td>
              <td align="center">0.329</td>
              <td align="center">0.301</td>
              <td align="center">0.222</td>
              <td align="center">0.346</td>
              <td align="center">0.271</td>
              <td align="center">0.524</td>
              <td align="center"><bold>0.834</bold></td>
              <td align="center"> </td>
            </tr>
            <tr>
              <td align="center">8</td>
              <td>Repurchase Intentions</td>
              <td align="center">6.050 (0.939)</td>
              <td align="center">0.296</td>
              <td align="center">0.321</td>
              <td align="center">0.306</td>
              <td align="center">0.286</td>
              <td align="center">0.265</td>
              <td align="center">0.489</td>
              <td align="center">0.482</td>
              <td align="center"><bold>0.800</bold></td>
            </tr>
          </tbody>
        </table>
        <table-wrap-foot>
          <p>Notes: S.D. – standard deviation, correlations are below diagonal, square root AVEs are on the diagonal in bold; All correlations are significant at the p &#60; 0.001 level.</p>
        </table-wrap-foot>
      </table-wrap>
      <p>We further continued with the assessment of the structural part of the model, by analyzing
        two covariance-based structural equation models (SEMs) in LISREL 8.71. Model 1 used SERVPERF
        as a quality measure, where the selected items were evaluated along the perceived
        performance dimension, while Model 2 used IPA as a quality measure, where the perceived
        performance dimensions are multiplied by the importance score for the each item. The results
        are shown in <xref ref-type="table" rid="t3">Table 3</xref>. </p>
      <table-wrap id="t3">
        <label>Table 3:</label>
        <caption><title>Results and Comparison of the Models</title></caption>
        <table border="1">
          <tbody>
            <tr>
              <td rowspan="2" valign="top">Path</td>
              <td colspan="2" align="center" valign="top">Model 1: SERVPERF as a quality
                measure</td>
              <td colspan="2" align="center" valign="top">Model 2: IPA as a quality
                measure</td>
            </tr>
            <tr>
              <td align="center" valign="top">β(S.E.)</td>
              <td align="center" valign="top">R<sup>2</sup></td>
              <td align="center" valign="top">β(S.E.)</td>
              <td align="center" valign="top">R<sup>2</sup></td>
            </tr>
            <tr>
              <td valign="top">Quality → Satisfaction</td>
              <td align="center" valign="top">0.616***(0.078)</td>
              <td align="center" valign="top">0.380</td>
              <td align="center" valign="top">0.655***(0.008)</td>
              <td align="center" valign="top">0.429</td>
            </tr>
            <tr>
              <td valign="top">Satisfaction → Word of Mouth</td>
              <td align="center" valign="top">0.889***(0.076)</td>
              <td align="center" valign="top">0.791</td>
              <td align="center" valign="top">0.890***(0.075)</td>
              <td align="center" valign="top">0.792</td>
            </tr>
            <tr>
              <td valign="top">Satisfaction → Repurchase Intentions</td>
              <td align="center" valign="top">0.877***(0.076)</td>
              <td align="center" valign="top">0.796</td>
              <td align="center" valign="top">0.875***(0.075)</td>
              <td align="center" valign="top">0.766</td>
            </tr>
            <tr>
              <td>Fit indices</td>
              <td colspan="2" align="center" valign="top">χ<sup>2</sup> = 213.253, df =
                87, p = 0.0, χ<sup>2</sup>/df = 2.45, RMSEA = 0.067, NNFI = 0.982, CFI = 0.985, SRMR
                = 0.039, GFI = 0.918</td>
              <td colspan="2" align="center" valign="top">χ<sup>2</sup> = 212.672, df =
                87, p = 0.0, χ<sup>2</sup>/df = 2.44, RMSEA = 0.066, NNFI = 0.983, CFI = 0.986, SRMR
                = 0.045, GFI = 0.919</td>
            </tr>
          </tbody>
        </table>
      </table-wrap>
      <p>One can observe that in both models all paths are positive and significant. This means that
        the model also confirms the effects of service quality perception on tourist satisfaction
        previously established in the literature. Quality is positively related to satisfaction,
        while satisfaction positively influences tourists’ word of mouth and repurchase intentions.
        The effect of quality on satisfaction in Model 1 is β = 0.616, p&#60;0.001, while the effect
        of quality on satisfaction in Model 2 is β = 0.655, p&#60;0.001. Furthermore, the
        explanatory power of quality in Model 1 (R2 = 0.380) is weaker than the explanatory power of
        quality in Model 2 (R2 = 0.429). </p>
      <p>However, comparison between Model 1 and Model 2 cannot be done by observing SEM results.
        Hence, in order to formally test the difference between the two models (Hypothesis 1), an
        additional test was employed, using a step-wise hierarchical regression (<xref
          ref-type="bibr" rid="Hair">Hair et al. 2010</xref>). Since the focus of the first
        hypothesized effect is only on the predictive power of different quality measures,
        aggregated SERVPERF measures and IPA measures were regressed on satisfaction. Furthermore,
        since SERVPERF and IPA measures are highly correlated, the two measures were orthogonalized
        by using the approach recommended by <xref ref-type="bibr" rid="Little">Little, Bovaird and
          Widaman (2006)</xref>, that is – by saving unstandardized residuals. The resulting
        regression model shows: (1) SERVPERF explains 32% of variance in satisfaction (slightly less
        than in the above presented structural model since part of the information is lost due to
        aggregation), (2) adding weights based on importance to the model significantly improves the
        R2 for 6% (F-change = 27.36***; df = 308) and (3) there is no multicollinearity issue in
        this model due to the unstandardized residual use. Overall, in this way, the higher and
        significant contribution of IPA measure for determining satisfaction is statistically
        validated. Therefore, Hypothesis 1 is confirmed.</p>
      <p>SEM results (see <xref ref-type="table" rid="t3">Table 3</xref>) also show that the
        mediation effect is present in both models. However, in order to assess the meditational
        relationship more strictly, the mediation hypothesis was tested using the PROCESS procedure
        in SPSS (<xref ref-type="bibr" rid="Preacher">Preacher and Hayes 2004</xref>), which allows
        testing of indirect effects using a bootstrapping method with bias-corrected confidence
        intervals (<xref ref-type="bibr" rid="Hayes">Hayes 2013</xref>). In the tested model,
        bias-corrected 95% confidence intervals of the indirect effects were obtained with a 5.000
        bootstrap resample. In the bootstrapping method, a sole requirement for demonstrating
        mediation is a significant indirect effect. The results are presented in <xref
          ref-type="table" rid="t4">Table 4</xref>, using the SERVPERF model as a quality measure,
        and in <xref ref-type="table" rid="t5">Table 5</xref>, using the IPA model. </p>
      <table-wrap id="t4">
        <label>Table 4:</label>
        <caption><title>Mediation Test with SERVPERF as a Quality Measure</title></caption>
        <table border="0">
          <tbody>
            <tr>
              <td valign="top"> </td>
              <td align="center" valign="top">
                <p>Satisfaction</p>
                <p>β(S.E.)</p>
              </td>
              <td align="center" valign="top">
                <p>Word of Mouth</p>
                <p>β(S.E.)</p>
              </td>
              <td align="center" valign="top">
                <p>Repurchase intentions</p>
                <p>β(S.E.)</p>
              </td>
            </tr>
            <tr>
              <td valign="top"><bold><italic>Direct
                effects</italic></bold></td>
              <td valign="top"> </td>
              <td valign="top"> </td>
              <td valign="top"> </td>
            </tr>
            <tr>
              <td valign="top">Quality</td>
              <td valign="top">0.717*** (0.059)</td>
              <td align="center" valign="top">0.087ns (0.061)</td>
              <td align="center" valign="top">0.082ns (0.067)</td>
            </tr>
            <tr>
              <td valign="top">Satisfaction</td>
              <td valign="top"> </td>
              <td align="center" valign="top">0.767***(0.048)</td>
              <td align="center" valign="top">0.759***(0.053)</td>
            </tr>
            <tr>
              <td valign="top"><bold><italic>Indirect
                effect</italic></bold></td>
              <td valign="top"> </td>
              <td align="center" valign="top"> </td>
              <td align="center" valign="top"> </td>
            </tr>
            <tr>
              <td valign="top">Satisfaction as a mediator</td>
              <td valign="top"> </td>
              <td align="center" valign="top">0.549**(0.140)</td>
              <td align="center" valign="top">0.533**(0.144)</td>
            </tr>
            <tr>
              <td valign="top">Confidence Interval</td>
              <td valign="top"> </td>
              <td align="center" valign="top">(0.297-0.837)</td>
              <td align="center" valign="top">(0.285-0.843)</td>
            </tr>
            <tr>
              <td valign="top"><bold><italic>Mediation effect
                  size</italic></bold></td>
              <td valign="top"/>
              <td align="center" valign="top"
                  ><bold><italic>0.219</italic></bold></td>
              <td align="center" valign="top"
                  ><bold><italic>0.199</italic></bold></td>
            </tr>
            <tr>
              <td valign="top">R2</td>
              <td align="center" valign="top">0.321</td>
              <td align="center" valign="top">0.571</td>
              <td align="center" valign="top">0.523</td>
            </tr>
          </tbody>
        </table>
        <table-wrap-foot>
          <p>Notes: Bias corrected confidence intervals; 5000 bootstrapped samples; S.E. = standard error; **-p&#60;0.05, ***-p&#60;0.001, ns – not significant</p>
        </table-wrap-foot>
      </table-wrap>
      <table-wrap id="t5">
        <label>Table 5:</label>
        <caption><title>Mediation Test with IPA as a Quality Measure</title></caption>
        <table border="0">
          <tbody>
            <tr>
              <td valign="top"> </td>
              <td align="center" valign="top">
                <p>Satisfaction</p>
                <p>β(S.E.)</p>
              </td>
              <td align="center" valign="top">
                <p>Word of Mouth</p>
                <p>β(S.E.)</p>
              </td>
              <td align="center" valign="top">
                <p>Repurchase intentions</p>
                <p>β(S.E.)</p>
              </td>
            </tr>
            <tr>
              <td valign="top"><bold><italic>Direct
                effects</italic></bold></td>
              <td valign="top"> </td>
              <td valign="top"> </td>
              <td valign="top"> </td>
            </tr>
            <tr>
              <td valign="top">Quality</td>
              <td align="center" valign="top">0.078*** (0.006)</td>
              <td align="center" valign="top">0.012**(0.006)</td>
              <td align="center" valign="top">0.007ns (0.007)</td>
            </tr>
            <tr>
              <td valign="top">Satisfaction</td>
              <td align="center" valign="top"> </td>
              <td align="center" valign="top">0.744***(0.050)</td>
              <td align="center" valign="top">0.759***(0.055)</td>
            </tr>
            <tr>
              <td valign="top"><bold><italic>Indirect
                effect</italic></bold></td>
              <td align="center" valign="top"> </td>
              <td align="center" valign="top"> </td>
              <td align="center" valign="top"> </td>
            </tr>
            <tr>
              <td valign="top">Satisfaction as a mediator</td>
              <td align="center" valign="top"> </td>
              <td align="center" valign="top">0.056**(0.012)</td>
              <td align="center" valign="top">0.058**(0.012)</td>
            </tr>
            <tr>
              <td valign="top">Confidence Interval</td>
              <td align="center" valign="top"> </td>
              <td align="center" valign="top">(0.036-0.080)</td>
              <td align="center" valign="top">(0.285-0.832)</td>
            </tr>
            <tr>
              <td valign="top"><bold><italic>Mediation effect
                  size</italic></bold></td>
              <td align="center" valign="top"/>
              <td align="center" valign="top"
                  ><bold><italic>0.265</italic></bold></td>
              <td align="center" valign="top"
                  ><bold><italic>0.225</italic></bold></td>
            </tr>
            <tr>
              <td valign="top">R<sup>2</sup></td>
              <td align="center" valign="top">0.376</td>
              <td align="center" valign="top">0.573</td>
              <td align="center" valign="top">0.522</td>
            </tr>
          </tbody>
        </table>
        <table-wrap-foot>
          <p>Notes: Bias corrected confidence intervals; 5000 bootstrapped samples; **-p&#60;0.05, ***-p&#60;0.001, ns – not significant</p>
        </table-wrap-foot>
      </table-wrap>
      <p>Both tests of the indirect effect (for SERVPERF as a measure and for IPA as a measure)
        confirm that satisfaction acts as a vehicle for the effect of quality on word of mouth and
        repurchase intentions. This confirms Hypothesis 2 of the study. </p>
    </sec>
    <sec sec-type="conclusions">
      <label>CONCLUSION</label>
      <p>This study has important implications both for theory and for hotel managers. Its primary
        contribution is in applying and contrasting two different conceptualisations of service
        quality measures in the tourism industry – IPA and SERVPERF – and analysing their predictive
        power when embedded in the conceptual framework consisting of the satisfaction and
        attitudinal and behavioural outcomes of tourists. The results showed that both measures of
        service quality were positively related to satisfaction, which is in line with previous
        conclusions about the role of perceived service quality as an antecedent of tourists’
        satisfaction (e.g., <xref ref-type="bibr" rid="Chen">Chen 2012</xref>; <xref ref-type="bibr"
          rid="Silvestro">Silvestro and Low 2006</xref>). However, all things being equal, the IPA
        conceptualisation, operationalized as performance multiplied by importance (<xref
          ref-type="bibr" rid="Kim2012">Kim et al. 2012</xref>), had a stronger effect, and this
        explains the higher proportion of variance than SERVPERF conceptualisation. To the authors’
        best knowledge, a similar comparative analysis cannot be found in previous research. This
        suggests that adding importance to the perceived performance has benefits in helping us to
        understand tourists’ satisfaction, as well as of the service of customers in general. This
        confirms the previous assumption that IPA analysis, as a two-dimensional analysis, has great
        capacity to show the strengths and weaknesses of the service dimensions and might be used as
        an adequate instrument for setting priorities for improving service quality (<xref
          ref-type="bibr" rid="Kim2012">Kim et al. 2012</xref>; <xref ref-type="bibr" rid="Qu">Qu
          and Sit 2007</xref>). </p>
      <p>The second theoretical contribution is in adding unambiguous evidence of the mediating role
        of tourists’ satisfaction on the impact of perceived service quality to customers’
        behavioural outcomes. This study shows that in both conceptualisations of service quality,
        satisfaction is still used as a vehicle through which the effect of quality is transferred
        to word of mouth and repurchase intentions. Although some authors (e.g., <xref
          ref-type="bibr" rid="Cronin2000">Cronin et al. 2000</xref>) argued that there are also
        direct relationships between quality and customer behaviour, this has not been confirmed in
        the present study. On the contrary, no direct effect between perceived quality and
        behavioural outcomes (repurchase intentions) was found in this research, showing that this
        effect has been fully led by satisfaction, while, on the other hand, quality, conceptualized
        through the IPA measure, also has a direct effect on the attitudinal outcomes (word of
        mouth) of hotel guests, which complements the effect mediated by satisfaction. This could be
        a consequence of the fact that hotel guests base their evaluations on importance, as well as
        on service quality performance. Namely, the perception of a high level of performance of
        hotel services initiates guests to make additional purchases, but if specific dimensions are
        not perceived as important, there is no motive (interest) to share the positive experience.
        This could explain the partial mediation of satisfaction in the case of WOM and again
        demonstrates the greater strength of IPA conceptualisation in comparison to SERVPERF
        conceptualisation. This also supports the thesis that, as in the cases of other weighted
        service quality models (i.e., weighted SERVQUAL), which could be generalized for tourists
        and customers across similar industries, that is, that tourists/customers react differently
        depending on the importance of the specific dimensions evaluated. </p>
      <p>IPA conceptualisation is also efficient when aiming to assess the effects of service
        quality on satisfaction and customer outcomes. This implies that hotel managers should pay
        particular attention to what is shown to be important to guests, since their reaction to the
        improvement of different service quality dimensions and behaviour are not the same.
        Therefore, the hotel management’s aim should be to excel in the most important areas in
        order to increase guests’ satisfaction and, ultimately, their future behaviour in terms of
        positive word of mouth recommendations and their potential return to the hotel (repurchase
        intentions). </p>
      <p>Further managerial implication is related to future opportunities: identifying the most
        important factors that can be used to attract new (potential) guests and those that have the
        highest impact on positive decisions about staying in a hotel. Tracking quality perception,
        changes in the importance of attributes and satisfaction gives hotel managers crucial
        information about the attributes that will help them to retain guests and to improve their
        hotel’s profile; it will especially help them to differentiate themselves from their
        competitors and to delight guests, both of which are crucial for improving a hotel’s
        business performance. Finally, once more the study underlines how important quality and
        satisfaction are for shaping the attitudinal and behavioural outcomes of hotel guests, as
        well as for tourists in general. </p>
      <p>The study is not without its limitations. Hotel businesses and operations are only one
        dimension of the tourism destination offered, meaning that the evaluation of hotel service
        quality is only one part of tourists’ experiences at a destination and that overall
        satisfaction can only be studied as a composite of customer reactions to the other
        experiences. Other conceptualisations of service quality should also be assessed and
        contrasted to the IPA and SERVPERF conceptualisation, not only to improve the hotel, but
        also the destination management approach, as well as to gain a clear theoretical foundation
        into what is the most efficient quality measure in the tourism industry. In the light of
        recent trends, the research could be extended to the context of (hotel) service amenities
          (<xref ref-type="bibr" rid="Hamilton">Hamilton et al. 2017</xref>), which are shown to be
        relevant and profitable for hotels. Industry disruptors (<xref ref-type="bibr"
          rid="Guttentag">Guttentag 2015</xref>) in the form of shared economy providers (e.g.,
        Airbnb) can also be included in further studies, in order to identify possible differences
        in the importance and perceptions of attributes in hotels and in shared services. This would
        allow researchers and practitioners to formulate practical guidelines for attracting and
        retaining guests. Furthermore, the superiority of IPA conceptualisation should be
        additionally confirmed by adding further empirical evidence from different service
        industries.</p>
    </sec>
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