Discussion
This study was designed as an initial psychometric assessment of the Residents’ Perceptions of Multicultural Human Resources in Tourism and Hospitality Scale. Taken as a whole, the results offer encouraging, although preliminary, evidence regarding the usefulness of the instrument. The scale showed acceptable item variability, favourable internal consistency across all proposed dimensions, and a correlation matrix suitable for exploratory factor analysis (EFA). In methodological terms, this provides a positive starting point because early-stage scale development is expected to show whether an item pool behaves coherently enough to justify further refinement, rather than to deliver immediate confirmatory closure (Boateng et al., 2018; Hinkin, 1995; Lim, 2026; Worthington & Whittaker, 2006).
The first point worth emphasising is that the descriptive behaviour of the items was generally satisfactory. All items used the full response range, the standard deviations remained adequate, and no serious floor effects emerged. However, there were signs of a moderate ceiling tendency in a small number of inclusion-oriented items, particularly SAI1, the item referring to equal rights for foreign workers, and SAI2, the item referring to equal freedoms and opportunities across cultural backgrounds. This pattern is not particularly surprising. Items framed around equality and inclusion often attract stronger agreement because they reflect socially desirable positions, which may reduce variability without necessarily weakening their substantive relevance. At this stage, the more appropriate interpretation is that these items remain conceptually important but should continue to be monitored in later samples, especially if future confirmatory analyses suggest a weaker discriminative value.
The second encouraging result concerns internal consistency. All seven proposed dimensions reached acceptable to very strong reliability levels, and McDonald’s omega closely followed Cronbach’s alpha across dimensions. This suggests that the initial grouping of items was not random. In particular, perceived impact on destination image, support for a multicultural workforce, and perceived functional benefits showed especially strong internal coherence. Preliminary evidence suggests that respondents react to these domains in relatively structured ways, even if the broader factorial solution indicates that some of them may still overlap empirically. This distinction is important. Strong internal consistency indicates that items within a provisional dimension move together; however, it does not, by itself, demonstrate that dimensions are empirically distinct from one another.
The most important substantive result emerged from the exploratory factor analysis. Rather than reproducing the initially proposed seven-dimensional framework, the analysis yielded a more condensed four-factor solution. Most notably, items originally designed to reflect perceived functional benefits, sociocultural enrichment and intercultural openness, perceived impact on destination image, and support for a multicultural workforce clustered together in a broader positive factor. Initial findings indicate that, in this preliminary sample, respondents did not strongly separate these favourable evaluations into clearly bounded domains. Instead, they appeared to be closely related expressions of a wider positive appraisal of multicultural human resources in tourism and hospitality.
This result is consistent with prior literature. Hofhuis et al. (2015), in developing the Benefits and Threats of Diversity Scale, showed that perceptions of cultural diversity in work settings tend to involve broad positive and negative appraisals rather than highly fragmented dimensions of diversity. More recent work in hospitality and tourism has also pointed to the growing interdependence between diversity, inclusion, organisational positioning, and stakeholder-oriented interpretations of value (Im et al., 2023; Liu et al., 2025; Madera et al., 2023). In the destination context, it is plausible that residents who perceive multicultural human resources as useful for staffing, service quality, and future preparedness may also see them as socially enriching, supportive of destination image, and worthy of future endorsement. From this perspective, the convergence of these positive dimensions may reflect substantive overlap rather than simple measurement failure.
This pattern resonates with more recent destination research. Studies on resident-centred destination evaluations have continued to show that image, satisfaction, support, and behavioural predispositions are closely connected, even when they are conceptually distinguished (Qin et al., 2025; Šerić et al., 2024; Sustacha, 2026; Uslu et al., 2023). Although these studies do not focus specifically on multicultural workforces, they explain why the positive evaluations in the present study may have moved together. If residents interpret multicultural human resources as part of how the destination functions, presents itself, and evolves socially, then functional benefits, destination image, and support may be less distinct at the attitudinal level than they appear to be conceptually. Early psychometric patterns therefore point to the possibility that these domains may require sharper item boundaries if the intention is to preserve them as separate factors in later validation stages.
In contrast, three parts of the instrument appeared more clearly differentiated: perceived social and operational challenges, perceived professional competence by national origin, and social acceptance and inclusion. This is a significant finding. This suggests that respondents may distinguish more clearly between broad positive evaluations of multicultural labour and domains that activate perceived tension, threat, competence stereotyping, or explicit normative inclusion. The relative autonomy of the challenge factor is especially consistent with Hofhuis et al.’s (2015) distinction between benefits and threats in perceptions of workplace diversity. In other words, positive appraisals and perceived difficulties are not simply opposite ends of the same attitude; they may also operate as partially independent evaluative frames.
The Perceived Professional Competence by National Origin factor is theoretically coherent. Within the stereotype content model, competence is treated as one of the central dimensions through which social groups are judged (Fiske et al., 2002). In the present study, the six items in this domain clustered together with relative clarity, suggesting that respondents treated competence-based national differentiation as a recognisable and distinct form of perception rather than as a minor extension of general approval or disapproval. This matters because it indicates that attitudes toward multicultural human resources may include not only broad support or resistance, but also more specific judgements linked to perceived professional capability by origin.
The relative autonomy of social acceptance and inclusion also deserves attention. Although this dimension was positively framed, it did not fully merge with the broader positive evaluative factor. This may reflect the fact that inclusion-related items are normatively charged in a somewhat different way. A resident may believe that multicultural workers should have equal rights, equal opportunities, and the possibility of maintaining cultural practices, while being less convinced about broader operational or destination-level benefits. In this sense, inclusion may function less as a utilitarian judgment and more as a principled stance. This distinction is conceptually plausible and may prove theoretically useful if it remains stable in later analyses. Recent work on multicultural ideology and diversity and inclusion in hospitality also supports the view that the endorsement of inclusion can operate as a distinct attitudinal orientation rather than merely as a by-product of other favourable perceptions (Lefringhausen et al., 2024; Madera et al., 2023).
At the item level, one case requires more careful consideration than the others. PSOC4, the item referring to the weakening of social cohesion when cultural groups remain too separate, consistently emerged as the weakest indicator across several diagnostics. Its corrected item-total correlation was the lowest in the scale, its communality was comparatively modest, and its contribution to the factor was less robust than that of the remaining challenge items. Nevertheless, the findings do not justify immediate deletion. In early psychometric work, removing items too quickly based on one exploratory sample can lead to premature narrowing of the construct domain. A more defensible interpretation is that PSOC4 captures a relevant but somewhat more diffuse concern than items referring to communication problems, operational difficulty, or social discomfort. Social cohesion is a broader and more abstract concept, and respondents may interpret it less uniformly. For now, the item should be retained with caution and re-evaluated in a larger sample.
More broadly, the present findings reinforce the importance of treating this manuscript strictly as an initial psychometric assessment. The scale appears promising in several respects. The item pool behaved adequately, reliability was consistently favourable, the matrix was factorable, and the exploratory structure was meaningful rather than chaotic. At the same time, the current evidence does not support any claim that the original seven-dimensional framework has already been confirmed. Instead, preliminary evidence suggests that some theoretically distinct positive domains are still empirically overlapping, at least in this exploratory sample. This is precisely the kind of result that exploratory psychometric work is meant to identify before confirmatory procedures are undertaken.
From a substantive perspective, the study also offers an initial contribution to tourism and hospitality research. Much of the existing literature has examined residents’ support for tourism development in broad terms; in contrast, the present study directs attention to a more specific and increasingly relevant object of evaluation: multicultural human resources. The results suggest that residents do not respond to this reality in one undifferentiated way. Instead, they appear to combine broad positive appraisals with more distinct judgments about challenges, inclusion, and competence based on national origin. Even at this preliminary stage, this distinction adds nuance to how workforce multiculturalism may be understood at the destination level.
Overall, the most defensible conclusion is that the scale provides a credible basis for continued development but not yet for final confirmatory claims. A larger and more diverse sample is still needed to examine whether the positive dimensions can be empirically separated more clearly, whether weaker items remain problematic, and whether the broader framework can be supported under more demanding conditions. For now, the results should be interpreted with caution. Nevertheless, the initial findings indicate that the instrument is sufficiently coherent to justify further refinement and continued validation work.
Limitations
The present findings should be interpreted in light of several limitations. First, the analytical sample remains relatively small for a study concerned with the development of a multidimensional instrument. Although the sample was adequate for an initial exploratory psychometric assessment, it is insufficient to support stronger confirmatory claims regarding the final structure of the scale. The methodological literature has long emphasised that exploratory evidence can be useful at early stages; however, more robust validation requires larger samples and subsequent confirmatory testing (Fabrigar et al., 1999; Hinkin, 1995; Worthington & Whittaker, 2006).
Second, the data collection process is still ongoing. This means that the present manuscript is based on an interim empirical base rather than a final dataset. For this reason, the current results should be read as preliminary evidence rather than definitive psychometric proof. The value of this stage lies in identifying promising patterns, weaker areas, and possible directions for refinement, not in establishing the final measurement model.
Third, the sample shows a degree of sociodemographic concentration that should be acknowledged. Most respondents were Portuguese, strongly connected to the Algarve, and somewhat concentrated in younger and relatively educated profiles. This concentration does not invalidate the present analyses; however, it indicates that the observed attitudinal structure may partly reflect the characteristics of this particular respondent profile. Different patterns may emerge in broader, older, less educated, or more nationally diverse samples.
Fourth, the present study does not provide a robust confirmatory validation of the instrument. Confirmatory factor analysis, structural equation modelling, measurement invariance, and stronger evidence of convergent and discriminant validity were deliberately left outside the scope of this manuscript. This was a methodological decision rather than an omission. Given the current sample size and the exploratory purpose of the study, attempting to treat those procedures as final validation steps would risk overstating what the data can reasonably support (Boateng et al., 2018; Worthington & Whittaker, 2006).
Finally, caution is required in any attempt to generalise the present findings beyond the current context. The scale was examined here within a specific regional setting and through a preliminary sample. Therefore, the results should not be interpreted as evidence that the same dimensional structure would necessarily hold in other tourism destinations, cultural environments, or population groups. At this stage, the most defensible position is that the study provides transparent early evidence of psychometric promise, while leaving broader generalisation to future research with larger and more diverse samples.
Next Steps
The present preprint should be understood as one step within a broader scale development process rather than as the endpoint of validation. Therefore, the next stage of the research will focus on expanding the sample. A larger and more heterogeneous dataset will be essential not only to improve statistical stability but also to reduce the concentration observed in terms of region, nationality, age profile, and educational background. This expansion is especially important if the instrument is to be examined beyond the specific profile captured in the present preliminary sample.
Once a larger sample has been obtained, the psychometric analyses will need to be repeated. This will allow the descriptive behaviour of the items, the internal consistency of the proposed dimensions, and the exploratory structure of the instrument to be re-examined under more robust empirical conditions. Repeating these steps is important because early exploratory patterns can change as the sample size increases and respondent diversity improves. For this reason, the current findings should be treated as informative but not yet stable.
A subsequent stage should involve a confirmatory factor analysis. This will enable us to test whether the dimensional structure suggested by the present results can be supported in a more rigorous way and whether the proposed model shows acceptable fit under confirmatory conditions. In particular, confirmatory testing will be important for clarifying whether the positively framed domains can be empirically distinguished or whether they are better understood as a more integrated attitudinal factor. This is a central issue emerging from the current study and one that cannot be adequately resolved through exploratory analysis alone (Fabrigar et al., 1999; Worthington & Whittaker, 2006).
In addition to CFA, a later phase may incorporate structural equation modelling. This step would allow the instrument to be used not only as a measurement tool but also as part of a broader explanatory framework linking residents’ perceptions of multicultural human resources to related outcomes, such as support, resistance, image-related interpretations, or other tourism and hospitality attitudes. However, this stage should only be undertaken once the measurement structure has been more firmly established. In other words, SEM belongs to the later validation and application phase, not to the present preliminary stage (Hinkin, 1995; Worthington & Whittaker, 2006).
Item refinement may also become necessary. The current results do not justify immediate item deletion; however, they do indicate that some indicators should be monitored more closely in future samples. In particular, PSOC4, the item referring to the weakening of social cohesion when cultural groups remain too separate, should be re-examined carefully, given its comparatively weaker performance across several diagnostics. Likewise, PFB1, the item referring to the role of multicultural human resources in responding to labour shortages, SAI4, the item referring to the idea that foreign workers do not need to abandon their cultural habits in order to be accepted, and PPCNO1, the item referring to the influence of national origin on competence evaluation, may warrant closer inspection in subsequent analyses. Future refinement may therefore involve retaining these items unchanged, rewording them for greater clarity, or reconsidering their role depending on how they behave in larger confirmatory samples.
In summary, these next steps demonstrate that the present manuscript is part of a cumulative validation process. The current evidence is useful because it identifies both promising elements and unstable areas, thereby clarifying where further work is most needed. The study will continue through sample expansion, renewed psychometric testing, confirmatory modelling, and, if necessary, targeted item refinement. Only after these stages have been completed will it be possible to make stronger claims about the final structure and validity of the instrument.