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<article xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:mml="http://www.w3.org/1998/Math/MathML" article-type="research-article" xml:lang="en">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">SAJIP</journal-id>
<journal-title-group>
<journal-title>SA Journal of Industrial Psychology</journal-title>
</journal-title-group>
<issn pub-type="ppub">0258-5200</issn>
<issn pub-type="epub">2071-0763</issn>
<publisher>
<publisher-name>AOSIS</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">SAJIP-46-1788</article-id>
<article-id pub-id-type="doi">10.4102/sajip.v46i0.1788</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Exploring the factor structure of the Passion Scale: Are the dualistic types of passion relevant for workers in the South African context?</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-2144-4105</contrib-id>
<name>
<surname>Bester</surname>
<given-names>Marais S.</given-names>
</name>
<xref ref-type="aff" rid="AF0001">1</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-1154-4380</contrib-id>
<name>
<surname>Coetzee</surname>
<given-names>Melinde</given-names>
</name>
<xref ref-type="aff" rid="AF0001">1</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-3331-5159</contrib-id>
<name>
<surname>van Lill</surname>
<given-names>Xander</given-names>
</name>
<xref ref-type="aff" rid="AF0002">2</xref>
</contrib>
<aff id="AF0001"><label>1</label>Department of Industrial and Organisational Psychology, College of Economic and Management Sciences, University of South Africa, Pretoria, South Africa</aff>
<aff id="AF0002"><label>2</label>Department of Industrial Psychology and People Management, University of Johannesburg, South Africa</aff>
</contrib-group>
<author-notes>
<corresp id="cor1"><bold>Corresponding author:</bold> Melinde Coetzee, <email xlink:href="coetzm1@unisa.ac.za">coetzm1@unisa.ac.za</email></corresp>
</author-notes>
<pub-date pub-type="epub"><day>01</day><month>12</month><year>2020</year></pub-date>
<pub-date pub-type="collection"><year>2020</year></pub-date>
<volume>46</volume>
<elocation-id>1788</elocation-id>
<history>
<date date-type="received"><day>27</day><month>02</month><year>2020</year></date>
<date date-type="accepted"><day>26</day><month>08</month><year>2020</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2020. The Authors</copyright-statement>
<copyright-year>2020</copyright-year>
<license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/">
<license-p>Licensee: AOSIS. This work is licensed under the Creative Commons Attribution License.</license-p>
</license>
</permissions>
<abstract>
<sec id="st1">
<title>Orientation</title>
<p>It is not clear from research whether the dualistic model holds true across binary ethnic and gender groups in the South African organisational context.</p>
</sec>
<sec id="st2">
<title>Research purpose</title>
<p>The present research aimed to test the validity and reliability of the two-factor Passion Scale and to assess for measurement invariance of the two-factor scale across binary ethnic and gender groups in the South African context.</p>
</sec>
<sec id="st3">
<title>Motivation of the study</title>
<p>The construct of passion helps to better understand some of the psychological attributes that contribute to experiences of either well-being or strain at work and is therefore an important attribute to measure.</p>
</sec>
<sec id="st4">
<title>Research approach, design and method</title>
<p>The study involved a convenience sample (<italic>N</italic> = 550) of managerial and staff-level South African employees from various industries with a mean age of 34 years (SD = 10.95). Confirmatory factor analysis, exploratory structural equation modelling, <italic>t</italic>-tests and tests for measurement invariance were performed.</p>
</sec>
<sec id="st5">
<title>Main findings</title>
<p>The results confirmed the validity and measurement invariance of the two-factor structure of the Passion Scale in the South African work context. The observed differences between the ethnic groups and men and women were practically small.</p>
</sec>
<sec id="st6">
<title>Practical/managerial implications</title>
<p>Well-being interventions should consider the use of the Passion Scale as a measure of the psychological attributes that explain differentiating experiences of harmonious and obsessive passion in the workplace.</p>
</sec>
<sec id="st7">
<title>Contribution/value-add</title>
<p>The findings provided encouraging evidence for the relevance and usefulness of the Passion Scale&#x2019;s dualistic model of passion for people of different binary ethnic and gender groups in South African organisations.</p>
</sec>
</abstract>
<kwd-group>
<kwd>harmonious passion</kwd>
<kwd>obsessive passion</kwd>
<kwd>Passion Scale</kwd>
<kwd>dualistic model of passion</kwd>
<kwd>two-factor structure of the Passion Scale in South Africa</kwd>
<kwd>measurement invariance of the Passion Scale</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s0001">
<title>Introduction</title>
<p>Employees&#x2019; passion is known to fuel or hinder their motivation, work performance capability and general sense of well-being in everyday life because it is anchored in people&#x2019;s self-identity (Kong &#x0026; Ho, <xref ref-type="bibr" rid="CIT0029">2018</xref>; Marsh et al., <xref ref-type="bibr" rid="CIT0033">2013</xref>). Passion is a noteworthy construct to explore in the modern-day, continually changing and digital-driven work context. The demand for workers who are highly flexible and agile in their capacity to adjust to new technological-driven job requirements generally increases individuals&#x2019; experiences of stress resulting from cognitive and emotional strain. Such strain may negatively impact their well-being with dire consequences for the organisation and individual (Brougham &#x0026; Haar, <xref ref-type="bibr" rid="CIT0008">2018</xref>). In this regard, the construct of passion helps to better understand some of the psychological attributes that contribute to the experiences of either well-being or strain at work (Vallerand et al., <xref ref-type="bibr" rid="CIT0056">2003</xref>).</p>
</sec>
<sec id="s0002">
<title>The dualistic model of passion</title>
<p>Passion alludes to individuals&#x2019; inclination towards psychological growth and the development of a self-identity through the internalisation of activities they engage in (Moeller, Keiner, &#x0026; Grassinger, <xref ref-type="bibr" rid="CIT0035">2015</xref>). Individuals who are passionately engaged with their work generally perceive their work as forming a central part of their identity (Birkeland &#x0026; Buch, <xref ref-type="bibr" rid="CIT0007">2015</xref>). The Passion Scale (Vallerand et al., <xref ref-type="bibr" rid="CIT0056">2003</xref>) measures two forms of passion, namely harmonious passion and obsessive passion. Harmonious passion stems from the identification with, and voluntary, autonomous internalisation of a passionate activity (e.g. work) which is seen to be in harmony with the individual&#x2019;s life. Although individuals with high levels of harmonious passion seem to display highly functional work behaviours, they do not allow the activities they feel passionate about to occupy an unhealthy space in their identities (Bester, <xref ref-type="bibr" rid="CIT0006">2018</xref>; Vallerand et al., <xref ref-type="bibr" rid="CIT0055">2008</xref>). On the other hand, internalisation because of internal or external constraints (e.g. an internal pressure for self-esteem or interpersonal pressure for social acceptance to engage in the work activity) leads to obsessive passion and often burnout (Forest, Mageau, Sarrazin, &#x0026; Morin, <xref ref-type="bibr" rid="CIT0022">2011</xref>; Moeller et al., <xref ref-type="bibr" rid="CIT0035">2015</xref>; Vallerand, Paquet, Philippe, &#x0026; Charest, <xref ref-type="bibr" rid="CIT0057">2010</xref>). The presence of strong harmonious passion is seen to counteract the negative effects of obsessive passion (Vallerand et al., <xref ref-type="bibr" rid="CIT0057">2010</xref>). One would therefore expect that both harmonious and obsessive passion would be important to measure as attributes influencing the well-being of working adults (Bester, <xref ref-type="bibr" rid="CIT0006">2018</xref>; Rousseau &#x0026; Vallerand, <xref ref-type="bibr" rid="CIT0044">2008</xref>).</p>
<p>Generally, measuring and facilitating adult workers&#x2019; passion contribute to positive outcomes, processes and attributes of organisations and its members (Cameron, Dutton, &#x0026; Quinn, <xref ref-type="bibr" rid="CIT0011">2003</xref>; Forest et al., <xref ref-type="bibr" rid="CIT0022">2011</xref>). Research shows that harmonious passion is positively associated with having control over one&#x2019;s professional life, having fun whilst working and having career satisfaction (Bester, <xref ref-type="bibr" rid="CIT0006">2018</xref>; Forest et al., <xref ref-type="bibr" rid="CIT0022">2011</xref>). Obsessive passion is linked to lower levels of career satisfaction and subjective well-being, and cognitive strain that is associated with the tendency to take work home and not being able to stop thinking of work outside the workplace (Bester, <xref ref-type="bibr" rid="CIT0006">2018</xref>; Forest et al., <xref ref-type="bibr" rid="CIT0022">2011</xref>). Kindling employees&#x2019; sense of harmonious passion and regulating their obsessive passion through employee well-being programmes amidst the complexities of functioning within a strain-inducing digital era may help people thrive in modern-day work environments (Bester, <xref ref-type="bibr" rid="CIT0006">2018</xref>; Vallerand et al., <xref ref-type="bibr" rid="CIT0057">2010</xref>).</p>
<p><xref ref-type="table" rid="T0001">Table 1</xref> provides an overview of the findings of international studies that explored the psychometric properties of the Passion Scale. The studies corroborate the well-established dualistic model of passion, that is, the presence of both harmonious and obsessive passion in people&#x2019;s sense of self-identity (Vallerand, <xref ref-type="bibr" rid="CIT0053">2010</xref>; Vallerand et al., <xref ref-type="bibr" rid="CIT0056">2003</xref>, <xref ref-type="bibr" rid="CIT0055">2008</xref>). International research provides empirical evidence of the two-factor structure of the Passion Scale (Vallerand et al., <xref ref-type="bibr" rid="CIT0056">2003</xref>) as a measure of individuals&#x2019; harmonious and obsessive passion (see Vallerand, <xref ref-type="bibr" rid="CIT0053">2010</xref>, <xref ref-type="bibr" rid="CIT0054">2015</xref>; Zhao, St-Louis, &#x0026; Vallerand, <xref ref-type="bibr" rid="CIT0061">2015</xref> for reviews). However, studies on the replication of the two-factor structure of the Passion Scale in the South African workplace context seem to be lacking. More specifically, studies on the measurement invariance of the Passion Scale for people from white and black ethnic groups are lacking. Cultural studies on the Passion Scale include assessing measurement invariance amongst people from Eastern and Western societies, and people in English, Spanish, Italian, Portuguese and Chinese speaking cultures (Castelda, Mattson, Mackillop, Anderson, &#x0026; Donovick, <xref ref-type="bibr" rid="CIT0014">2007</xref>; Chamarro et al., <xref ref-type="bibr" rid="CIT0015">2015</xref>; Cid et al., <xref ref-type="bibr" rid="CIT0017">2019</xref>; Zhao et al., <xref ref-type="bibr" rid="CIT0061">2015</xref>; Zito &#x0026; Colombo, <xref ref-type="bibr" rid="CIT0063">2017</xref>). The present study is the first to explore the measurement invariance of the Passion Scale for white and black, and male and female South African employees. The Passion Scale was internationally validated for men and women from both the Western and Eastern cultures (Marsh et al., <xref ref-type="bibr" rid="CIT0033">2013</xref>; Zhao et al., <xref ref-type="bibr" rid="CIT0061">2015</xref>), but not yet for employees from different ethnic and gender groups in the South African workplace. In a multicultural society such as South Africa, it is deemed important to better understand the relevance of psychometric scales for people from different ethnic and gender groups. Research shows that racial and gender identity plays an important role in psychometric assessment because of the dynamic cognitive, emotional and behavioural processes that govern individuals&#x2019; interpretation of racial and gender information in their interpersonal environments. Racial and gender identity acts as cognitive-affective filters in interpreting workplace and relational conditions and events (Miller, Alvarez, Li, Chen, &#x0026; Iwamoto, <xref ref-type="bibr" rid="CIT0034">2016</xref>; Peixoto, Nakano, Castillo, Oliveira, &#x0026; Balbinotti, <xref ref-type="bibr" rid="CIT0037">2019</xref>).</p>
<table-wrap id="T0001">
<label>TABLE 1</label>
<caption><p>Studies exploring the factor structure of the Passion Scale.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">International Studies</th>
<th valign="top" align="left">Authors</th>
<th valign="top" align="left">Classification or categorisation of predictors investigated</th>
<th valign="top" align="left">Key findings pertaining to the factor structure of the Passion Scale</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" rowspan="3">Pre 2013</td>
<td align="left">Rousseau, Vallerand, Ratelle, Mageau and Provencher, <xref ref-type="bibr" rid="CIT0045">2002</xref></td>
<td align="left">Utilising the passion scale to measure passion for gambling</td>
<td align="left">Two-factor structure (obsessive and harmonious passion) postulated supported by ESEM and CFA</td>
</tr>
<tr>
<td align="left">Castelda et al., <xref ref-type="bibr" rid="CIT0014">2007</xref></td>
<td align="left">Psychometric validation of the Passion Scale in an English-speaking university sample</td>
<td align="left">The two-factor structure reported by Rousseau et al. (<xref ref-type="bibr" rid="CIT0045">2002</xref>) was largely replicated</td>
</tr>
<tr>
<td align="left">Marsh et al., <xref ref-type="bibr" rid="CIT0033">2013</xref></td>
<td align="left">Construct validity of two-factor Passion Scale</td>
<td align="left">The ESEM model fit to the data was substantially better than the CFA solution, and resulted in better differentiated (less correlated) factors</td>
</tr>
<tr>
<td align="left" rowspan="5">2014&#x2013;2017</td>
<td align="left">Schellenberg, Gunnell, Mosewich and Bailis, <xref ref-type="bibr" rid="CIT0047">2014</xref></td>
<td align="left">Measurement invariance of the Passion Scale across three samples: an ESEM Approach</td>
<td align="left">ESEM analysis fit the data better than the more common ICM-CFA approach</td>
</tr>
<tr>
<td align="left">Chamarro et al., <xref ref-type="bibr" rid="CIT0015">2015</xref></td>
<td align="left">Psychometric properties of the Spanish version of the Passion Scale</td>
<td align="left">Fit for the ESEM two-factor solution (harmonious and obsessive passion) was acceptable. Near full or partial measurement invariance across sex, type of activity and age was supported</td>
</tr>
<tr>
<td align="left">Zhao et al., <xref ref-type="bibr" rid="CIT0061">2015</xref></td>
<td align="left">Validation the Passion Scale in Chinese</td>
<td align="left">Results provided support for the two-factor structure of the Passion Scale in Chinese and for the high reliability for both subscales</td>
</tr>
<tr>
<td align="left">T&#x00F3;th-Kir&#x00E1;ly, B&#x00F5;the, Rig&#x00F3; and Orosz, 2017</td>
<td align="left">ESEM used to confirm the factor structure of the Passion Scale</td>
<td align="left">Supportive evidence found for the Dualistic Model of Passion. The results revealed the superiority of the ESEM model relative to CFA in terms of improved goodness-of-fit and less correlated factors</td>
</tr>
<tr>
<td align="left">Zito and Colombo, <xref ref-type="bibr" rid="CIT0063">2017</xref></td>
<td align="left">Validation of the Italian version of the Passion Scale</td>
<td align="left">The exploratory factor analysis revealed a two-factor structure (harmonious and obsessive passion)</td>
</tr>
<tr>
<td align="left" rowspan="3">2018&#x2013;2020</td>
<td align="left">Lajom, Amarnani, Restubog, Bordia and Tang, <xref ref-type="bibr" rid="CIT0030">2018</xref></td>
<td align="left">Dualistic Model of Passion&#x2019;s impact on career outcomes</td>
<td align="left">CFA provided supportive evidence for the Dualistic Model of Passion</td>
</tr>
<tr>
<td align="left">Cid et al., <xref ref-type="bibr" rid="CIT0017">2019</xref></td>
<td align="left">Validation of the Portuguese version of the Passion Scale</td>
<td align="left">Main results revealed weaknesses in the factor model for the original instrument (14 items and two factors) leading the rejection of the model. After adapting the model (eight items and two factors), the psychometric properties of the Passion Scale improved substantially</td>
</tr>
<tr>
<td align="left">Peixoto et al., <xref ref-type="bibr" rid="CIT0037">2019</xref></td>
<td align="left">Passion Scale: Psychometric properties and factorial invariance via ESEM</td>
<td align="left">Results showed the two-factor structure of the scale, according to the theoretical hypothesis, with desirable accuracy indicators for both men and women</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p><bold>Note:</bold> Please see the full reference list of the article, Bester, M.S., Coetzee, M., &#x0026; Van Lill, X. (2020). Exploring the factor structure of the Passion Scale: Are the dualistic types of passion relevant for workers in the South African context? <italic>SA Journal of Industrial Psychology/SA Tydskrif vir Bedryfsielkunde,</italic> <italic>46</italic>(0), a1788. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.4102/sajip.v46i0.1788">https://doi.org/10.4102/sajip.v46i0.1788</ext-link>, for more information.</p></fn>
<fn><p>CFA, confirmatory factor analysis; ESEM, exploratory structural equation model.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>In summary, although a multitude of empirical studies continue to support the dualistic model of passion and the validity and reliability of the harmonious and obsessive passion subscales, it is not clear from research whether the dualistic model of the Passion Scale holds true for adult workers in the South African organisational context. There is also a paucity on research assessing the measurement invariance of the two-factor Passion Scale (i.e. harmonious passion and obsessive passion) for South African working adults from different ethnic groups and those who identify themselves with either a male or female gender. The extent to which white and black people and men and women experience harmonious and obsessive passion, and whether they differ significantly regarding their experience of passion in the South African work context, has not yet been researched. The present study is a first step in exploring the validity and relevance of the dualistic types of passion (as measured by the Passion Scale of Vallerand et al., <xref ref-type="bibr" rid="CIT0056">2003</xref>) in the South African organisational context.</p>
</sec>
<sec id="s0003">
<title>Purpose and aim of the study</title>
<p>The purpose of the present research was to test the validity and reliability of the two-factor Passion Scale (Vallerand et al., <xref ref-type="bibr" rid="CIT0056">2003</xref>) amongst a group of white and black people, and men and women employed in South African organisations. The study also aimed to assess for measurement invariance of the two-factor structure across the participating white and black employees, and men and women in order to assess for differences in a valid manner.</p>
<p>Research on differences between white and black people on levels of passion (as measured by the Passion Scale of Vallerand et al., <xref ref-type="bibr" rid="CIT0056">2003</xref>) seems non-existent. However, cultural studies point to the measurement equivalence of the Passion Scale for people from Eastern and Western cultures (Zhao et al., <xref ref-type="bibr" rid="CIT0061">2015</xref>). Previous research points to higher levels of passion for gambling amongst men in comparison to their female counterparts (Rousseau et al., <xref ref-type="bibr" rid="CIT0045">2002</xref>). Research by Curran, Hill, Appleton, Vallerand and Standage (<xref ref-type="bibr" rid="CIT0018">2015</xref>) shows higher levels of obsessive passion for women than men. Other research indicates no significant differences between the levels of harmonious and obsessive passion for men and women (Carpentier, Mageau, &#x0026; Vallerand, <xref ref-type="bibr" rid="CIT0013">2012</xref>; Orgamb&#x00ED;dez-Ramos, Borrego-Al&#x00E8;s, &#x0026; Gon&#x00E7;alves, <xref ref-type="bibr" rid="CIT0036">2014</xref>). However, it is not clear whether people from white and black ethnic groups, and men and women in the South African work context differ significantly regarding their types of passion, and whether potential differences can be assessed in a valid manner by means of the Passion Scale of Vallerand et al. (<xref ref-type="bibr" rid="CIT0056">2003</xref>).</p>
<p>Considering the importance of measuring individuals&#x2019; passion, this study is deemed necessary because of the potential value the findings may add to employee well-being programmes. Employees operate daily in complex technologically shape-shifting environments that create cognitive and emotional strain that affects their general well-being and work performance (Chinyamurindi, <xref ref-type="bibr" rid="CIT0016">2019</xref>). Well-being programmes that incorporate principles and measures of obsessive and harmonious passion in employee interventions may help to foster employees&#x2019; general well-being and performance capability to the benefit of both the organisation and the individual (Kong &#x0026; Ho, <xref ref-type="bibr" rid="CIT0029">2018</xref>; Moeller et al., <xref ref-type="bibr" rid="CIT0035">2015</xref>).</p>
<p>Based on the extensive research on the two-factor structure of the Passion Scale in international contexts (see <xref ref-type="table" rid="T0001">Table 1</xref>, and Vallerand, <xref ref-type="bibr" rid="CIT0053">2010</xref>, <xref ref-type="bibr" rid="CIT0054">2015</xref>; Zhao et al., <xref ref-type="bibr" rid="CIT0061">2015</xref> for reviews), the following three research hypotheses were formulated:</p>
<disp-quote>
<p><bold>H1:</bold> The two-factor structure of the Passion Scale, namely harmonious and obsessive passion, can be replicated in the South African context.</p>
<p><bold>H2A:</bold> People of white and black ethnic backgrounds differ significantly regarding their levels of obsessive and harmonious passion.</p>
<p><bold>H2B:</bold> Men and women differ significantly regarding their levels of obsessive and harmonious passion.</p>
<p><bold>H3A:</bold> The two-factor model of passion remains invariant across employees that self-identify as of white or black ethnic origins in South Africa.</p>
<p><bold>H3B:</bold> The two-factor model of passion remains invariant across employees that self-identify as either men or women in South Africa.</p>
</disp-quote>
</sec>
<sec id="s0004">
<title>Research design</title>
<sec id="s20005">
<title>Research approach</title>
<p>The study utilised a cross-sectional, quantitative research design. Cross-sectional designs are appropriate for research interested in the manifestation of a construct in an unknown context when data are collected from numerous people at a single point in time (Spector, <xref ref-type="bibr" rid="CIT0048">2019</xref>; Zikmund, <xref ref-type="bibr" rid="CIT0062">2003</xref>).</p>
</sec>
</sec>
<sec id="s0006">
<title>Research method</title>
<sec id="s20007">
<title>Participants</title>
<p>The study involved a convenience sample (<italic>N</italic> = 550) of managerial- (73&#x0025;) and staff-level (27&#x0025;) South African employees that are of white (<italic>n</italic> = 83&#x0025;) or black (African, coloured, Indian or Asian, <italic>n</italic> = 17&#x0025;) ethnic origins from various industries with a mean age of 34 years (SD = 10.95). Female participants represented 54&#x0025; of the sample, whilst male participants comprised 46&#x0025; of the sample. <xref ref-type="table" rid="T0002">Table 2</xref> provides a more detailed breakdown of the current sample.</p>
<table-wrap id="T0002">
<label>TABLE 2</label>
<caption><p>Respondents&#x2019; biographical and demographic information.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Variable</th>
<th valign="top" align="left">Category</th>
<th valign="top" align="center">Frequency</th>
<th valign="top" align="center">&#x0025;</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" rowspan="6">Ethnicity</td>
<td align="left">African people</td>
<td align="center">42</td>
<td align="center">7.6</td>
</tr>
<tr>
<td align="left">Coloured people</td>
<td align="center">17</td>
<td align="center">3.0</td>
</tr>
<tr>
<td align="left">Indian- or Asian people</td>
<td align="center">19</td>
<td align="center">3.4</td>
</tr>
<tr>
<td align="left">White people</td>
<td align="center">454</td>
<td align="center">82.5</td>
</tr>
<tr>
<td align="left">Multiple ethnicity or other</td>
<td align="center">18</td>
<td align="center">3.2</td>
</tr>
<tr>
<td align="left">Total</td>
<td align="center">550</td>
<td align="center">100</td>
</tr>
<tr>
<td align="left" rowspan="5">Age</td>
<td align="left">18&#x2013;30 years</td>
<td align="center">305</td>
<td align="center">55.5</td>
</tr>
<tr>
<td align="left">31&#x2013;45 years</td>
<td align="center">122</td>
<td align="center">22.1</td>
</tr>
<tr>
<td align="left">46&#x2013;64 years</td>
<td align="center">107</td>
<td align="center">19.4</td>
</tr>
<tr>
<td align="left">65 years and older</td>
<td align="center">16</td>
<td align="center">2.9</td>
</tr>
<tr>
<td align="left">Total</td>
<td align="center">550</td>
<td align="center">100</td>
</tr>
<tr>
<td align="left" rowspan="3">Gender</td>
<td align="left">Male</td>
<td align="center">255</td>
<td align="center">46.3</td>
</tr>
<tr>
<td align="left">Female</td>
<td align="center">295</td>
<td align="center">53.6</td>
</tr>
<tr>
<td align="left">Total</td>
<td align="center">550</td>
<td align="center">100</td>
</tr>
<tr>
<td align="left" rowspan="6">Education</td>
<td align="left">Grade 12 (NQF level 4)</td>
<td align="center">24</td>
<td align="center">4.3</td>
</tr>
<tr>
<td align="left">Higher certificate (NQF level 5)</td>
<td align="center">17</td>
<td align="center">3.1</td>
</tr>
<tr>
<td align="left">Diploma or advanced certificate (NQF level 6)</td>
<td align="center">41</td>
<td align="center">7.5</td>
</tr>
<tr>
<td align="left">Bachelor&#x2019;s degree (NQF level 7)</td>
<td align="center">118</td>
<td align="center">21.4</td>
</tr>
<tr>
<td align="left">Postgraduate degree (NQF levels 8&#x2013;10)</td>
<td align="center">350</td>
<td align="center">63.6</td>
</tr>
<tr>
<td align="left">Total</td>
<td align="center">550</td>
<td align="center">100</td>
</tr>
<tr>
<td align="left" rowspan="5">Tenure</td>
<td align="left">1&#x2013;5 years</td>
<td align="center">318</td>
<td align="center">57.8</td>
</tr>
<tr>
<td align="left">6&#x2013;10 years</td>
<td align="center">94</td>
<td align="center">17.1</td>
</tr>
<tr>
<td align="left">11&#x2013;20 years</td>
<td align="center">79</td>
<td align="center">14.3</td>
</tr>
<tr>
<td align="left">21 and more years</td>
<td align="center">59</td>
<td align="center">10.7</td>
</tr>
<tr>
<td align="left">Total</td>
<td align="center">550</td>
<td align="center">100</td>
</tr>
<tr>
<td align="left" rowspan="4">Job level</td>
<td align="left">Staff member</td>
<td align="center">150</td>
<td align="center">27.2</td>
</tr>
<tr>
<td align="left">Management</td>
<td align="center">117</td>
<td align="center">21.2</td>
</tr>
<tr>
<td align="left">Owner or executive or c-level</td>
<td align="center">283</td>
<td align="center">51.4</td>
</tr>
<tr>
<td align="left">Total</td>
<td align="center">550</td>
<td align="center">100</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>NQF, National qualification framework.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec id="s0008">
<title>Measuring instrument</title>
<p>The two-factor Passion Scale (Vallerand et al., <xref ref-type="bibr" rid="CIT0056">2003</xref>) that was utilised for the purpose of the study composed of two self-rating subscales: Obsessive passion (six items: e.g. &#x2018;This activity is in harmony with the other activities in my work&#x2019;) and harmonious passion (six items: e.g. &#x2018;I have almost an obsessive feeling for this activity&#x2019;). Responses on the 12 items were rated on a seven-point Likert scale, where 1 = <italic>do not agree at all</italic> and 7 = <italic>very strongly agree</italic>. Previous research confirmed the validity of the two-factor structure of the Passion Scale and good internal consistency reliability of the harmonious passion (0.83) and obsessive passion (0.86) subscales (Marsh et al., <xref ref-type="bibr" rid="CIT0033">2013</xref>).</p>
</sec>
<sec id="s0009">
<title>Procedure</title>
<p>Data were collected via the professional, online and social media site, namely LinkedIn. The invitation to participate in the study targeted (<italic>N</italic> = 1215) individuals with an electronic link to the questionnaire. The inclusion or exclusion criteria for the sample were: (1) individuals needed to be South African, (2) individuals needed to be working adults and (3) individuals needed to be &#x2018;connected&#x2019; to the primary author&#x2019;s LinkedIn profile. A total of (<italic>n</italic> = 550) usable questionnaires were returned, and thus, a response rate of 45&#x0025; was achieved.</p>
</sec>
<sec id="s0010">
<title>Data analysis</title>
<p>A cross-sectional research design with a self-report measure was adopted to quantitatively investigate participants&#x2019; subjective state of obsessive and harmonious passion. Several confirmatory factor models, with different latent variable structures, were specified to rule out alternative explanations for the pattern of correlations observed (Spector, <xref ref-type="bibr" rid="CIT0048">2019</xref>).</p>
<p>It was hypothesised (H1) that a correlated two-factor structure could be replicated in the South African context. Three different confirmatory factor (CFA) models were explored to determine whether alternative explanations existed for the loadings of the manifest variables. The analysis was performed using version 0.6&#x2013;4 of the lavaan package (Rosseel, <xref ref-type="bibr" rid="CIT0042">2012</xref>; Rosseel &#x0026; Jorgensen, <xref ref-type="bibr" rid="CIT0043">2019</xref>) in R. The fit of the confirmatory factor models was evaluated and compared with respect to the comparative fit index (CFI), the Tucker&#x2013;Lewis index (TLI), standardised root mean square residual (SRMR) and root mean square error of approximation (RMSEA) (Brown, <xref ref-type="bibr" rid="CIT0009">2006</xref>; Hu &#x0026; Bentler, <xref ref-type="bibr" rid="CIT0025">1999</xref>). The fit was considered suitable if the RMSEA and SRMR were &#x2264; 0.08 (Browne &#x0026; Cudeck, <xref ref-type="bibr" rid="CIT0010">1992</xref>; Steiger, <xref ref-type="bibr" rid="CIT0050">1989</xref>), and the CFI and TLI were &#x2265; 0.90 (Bentler, <xref ref-type="bibr" rid="CIT0005">1990</xref>; Brown, <xref ref-type="bibr" rid="CIT0009">2006</xref>; Hu &#x0026; Bentler, <xref ref-type="bibr" rid="CIT0025">1999</xref>; Libbrecht, Beuckelaer, Lievens, &#x0026; Rockstuhl, <xref ref-type="bibr" rid="CIT0032">2014</xref>). If the difference between the CFI, SRMR and RMSEA, reflected as &#x0394;, was greater than 0.01, then the model with the most favourable indices was regarded as superior (Vandenberg &#x0026; Lance, <xref ref-type="bibr" rid="CIT0058">2000</xref>).</p>
<p>According to Vandenberg and Lance (<xref ref-type="bibr" rid="CIT0058">2000</xref>), the chi-square (<italic>&#x03C7;</italic><sup>2</sup>) statistic is sensitive to sample size and, as a standard measure of care, the significance level of the difference in the <italic>&#x03C7;</italic><sup>2</sup> statistic should be interpreted in conjunction with the differences in other indices of fit. The significance level of difference in the <italic>&#x03C7;</italic><sup>2</sup> statistic, in conjunction with a comparison of the differences in other indices of fit, was used to determine if the sequential factor models displayed improvement in fit. The Akaike information criterion (AIC) (Akaike, <xref ref-type="bibr" rid="CIT0001">1987</xref>) and Schwarz&#x2019;s Bayesian information criterion (BIC) were also used to compare the relative fit of the models, where smaller values indicated better fit (West, Taylor, &#x0026; Wu, <xref ref-type="bibr" rid="CIT0059">2012</xref>).</p>
<p>Descriptive statistics and a Welch two-sample <italic>T</italic>-test (H2A &#x0026; H2B) at a scale-by-scale and general passion level were conducted. Tests for assessing measurement invariance or equivalence (i.e. configural, metric, scalar and strict) of the two-factor structure (H3A &#x0026; H3B) across the participating white (<italic>n</italic> = 454) and black (African, Coloured, Indian or Asian [<italic>n</italic> = 96]) ethnic groups, as well as men (<italic>n</italic> = 255) and women (<italic>n</italic> = 295), were then inspected as part of the validation process of occupational passion in South Africa. The statistical procedures were performed with version 0.5&#x2013;1 of the semTools package in R (Jorgensen, Pornprasertmanit, Schoemann, &#x0026; Rosseel, <xref ref-type="bibr" rid="CIT0028">2019</xref>). This investigation was firstly limited to the equivalence in participants&#x2019; self-identified gender as either a man or a woman. Whilst these gender categories conform to those typically used in South Africa (Statistics South Africa, <xref ref-type="bibr" rid="CIT0049">2019</xref>), it must be acknowledged that the binary representation of gender has been challenged and that gender internationally is considered to be more fluid (Ho &#x0026; Mussap, <xref ref-type="bibr" rid="CIT0024">2019</xref>; Hyde, Bigler, Joel, Tate, &#x0026; Van Anders, <xref ref-type="bibr" rid="CIT0026">2019</xref>). Secondly, even though South Africa has a rich cultural background in terms of ethnic heritage (Fetvadjiev, Meiring, Van de Vijver, Nel, &#x0026; Hill, <xref ref-type="bibr" rid="CIT0021">2015</xref>), the current sample size did not allow an exploration of ethnic differences in detail because of limited representation of the black cultural ethnic groups. To enable some preliminary inspection of the cross-cultural validity of the two-factor structure, we created a binary ethnic group entitled white and black ethnic origins.</p>
<sec id="s20011">
<title>Ethical consideration</title>
<p>Ethical clearance to conduct the study was obtained from the Research Ethics Committee of the University of South Africa (Ref #: 2016_CEMS/IOP_076). The participants gave informed consent that their research data may be used for research purposes. The participants&#x2019; anonymity, voluntary participation and confidentiality were honoured at all times.</p>
</sec>
</sec>
<sec id="s0012">
<title>Results</title>
<sec id="s20013">
<title>Reliability and validity of the two-factor structure of the Passion Scale</title>
<p>A calculation of Mardia&#x2019;s coefficients of multivariate skewness (1477.33, <italic>p</italic> &#x003C; 0.01) and kurtosis (19.32, <italic>p</italic> &#x003C; 0.01) indicated that the entire set of 12 items (manifest variables) was non-normal. Given the medium (<italic>N</italic> = 550) sample size (see Rhemtulla, Brosseau-Liard, &#x0026; Savalei, <xref ref-type="bibr" rid="CIT0041">2012</xref>), the employment of rating scales with seven numerical categories (see Beauducel &#x0026; Yorck Herzberg, <xref ref-type="bibr" rid="CIT0003">2009</xref>; Rhemtulla et al., <xref ref-type="bibr" rid="CIT0041">2012</xref>) and violation of multivariate normality in the present study (see Bandalos, <xref ref-type="bibr" rid="CIT0002">2014</xref>; Satorra &#x0026; Bentler, <xref ref-type="bibr" rid="CIT0046">1994</xref>; Yuan &#x0026; Bentler, <xref ref-type="bibr" rid="CIT0060">1998</xref>), a confirmatory factor analysis (CFA) model with robust maximum likelihood (MLM) estimation was deemed appropriate throughout this study (see Bandalos, <xref ref-type="bibr" rid="CIT0002">2014</xref>).</p>
<p>Each passion dimension&#x2019;s overall mean, standard deviation, coefficient alpha (<italic>&#x03B1;</italic>) and coefficient omega (<italic>&#x03C9;</italic>1) are reported in <xref ref-type="table" rid="T0005">Table 5</xref>. &#x03C9;1 can be viewed as the reliability of factors whilst controlling for the other factors (Jorgensen et al., <xref ref-type="bibr" rid="CIT0028">2019</xref>). <xref ref-type="table" rid="T0005">Table 5</xref> shows that the internal consistency reliability (i.e. Cronbach&#x2019;s alpha coefficient [<italic>&#x03B1;</italic>] and the more robust coefficient omega [<italic>&#x03C9;</italic>1]) for the obsessive and harmonious passion subscales were high (<italic>&#x03B1;</italic> and <italic>&#x03C9;</italic>1 &#x2265; 0.75).</p>
<p>As shown in <xref ref-type="table" rid="T0003">Table 3</xref>, three confirmatory factor models were specified, which contained a single-factor model, orthogonal first-order factor model and oblique lower-order model of obsessive and harmonious passion (Cred&#x00E9; &#x0026; Harms, <xref ref-type="bibr" rid="CIT0019">2015</xref>). Based on the modification indices, the residuals of items 1 and 2, as well as items 3 and 4 of obsessive passion, were correlated to provide better model-data fit for all three models. Modification indices were employed in prior studies to correlate uniqueness between the items of obsessive passion (<italic>see</italic> Marsh et al., <xref ref-type="bibr" rid="CIT0033">2013</xref>) and in this case, the wording of the items also merited it. Cross-loadings between factors in the Passion Scales in the past (<italic>see</italic> Marsh et al., <xref ref-type="bibr" rid="CIT0033">2013</xref>) were accounted for by loading item 1 of harmonious passion on obsessive passion and item 2 of obsessive passion on harmonious passion.</p>
<table-wrap id="T0003">
<label>TABLE 3</label>
<caption><p>Fit statistics for a first-order, single-factor and lower-order model of Passion.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Variable</th>
<th valign="top" align="center">Single factor</th>
<th valign="top" align="center">First order</th>
<th valign="top" align="center">Lower order</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left"><italic>df</italic></td>
<td align="center">52</td>
<td align="center">50</td>
<td align="center">49</td>
</tr>
<tr>
<td align="left">&#x0394;<italic>df</italic></td>
<td align="center">-</td>
<td align="center">2</td>
<td align="center">1</td>
</tr>
<tr>
<td align="left"><italic>x</italic><sup>2</sup></td>
<td align="center">658.52</td>
<td align="center">221.57<xref ref-type="table-fn" rid="TFN0001">*</xref></td>
<td align="center">173.19<xref ref-type="table-fn" rid="TFN0001">*</xref></td>
</tr>
<tr>
<td align="left">&#x0394;<italic>x</italic><sup>2</sup></td>
<td align="center">-</td>
<td align="center">436.95</td>
<td align="center">48.38</td>
</tr>
<tr>
<td align="left">CFI</td>
<td align="center">0.71</td>
<td align="center">0.91</td>
<td align="center">0.94</td>
</tr>
<tr>
<td align="left">&#x0394;CFI</td>
<td align="center">-</td>
<td align="center">0.20</td>
<td align="center">0.03</td>
</tr>
<tr>
<td align="left">TLI</td>
<td align="center">0.63</td>
<td align="center">0.88</td>
<td align="center">0.92</td>
</tr>
<tr>
<td align="left">SRMR</td>
<td align="center">0.14</td>
<td align="center">0.13</td>
<td align="center">0.06</td>
</tr>
<tr>
<td align="left">&#x0394;SRMR</td>
<td align="center">-</td>
<td align="center">0.01</td>
<td align="center">0.07</td>
</tr>
<tr>
<td align="left">RMSEA</td>
<td align="center">0.16</td>
<td align="center">0.09</td>
<td align="center">0.07</td>
</tr>
<tr>
<td align="left">RMSEA CI</td>
<td align="center">0.15; 0.17</td>
<td align="center">0.08; 0.10</td>
<td align="center">0.06; 0.09</td>
</tr>
<tr>
<td align="left">&#x0394;RMSEA</td>
<td align="center">-</td>
<td align="center">0.07</td>
<td align="center">0.03</td>
</tr>
<tr>
<td align="left">AIC</td>
<td align="center">22 669</td>
<td align="center">22 186</td>
<td align="center">22 128</td>
</tr>
<tr>
<td align="left">BIC</td>
<td align="center">22 781</td>
<td align="center">22 306</td>
<td align="center">22 253</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>AIC, Akaike information criterion; BIC, Bayesian information criterion; CFI, comparative fit index; TLI, Tucker&#x2013;Lewis index; SRMR, standardised root mean square residual; RMSEA, root mean square error of approximation; CI, confidence interval.</p></fn>
<fn id="TFN0001"><label>*</label><p>, <italic>p</italic> &#x003C; 0.05</p></fn>
</table-wrap-foot>
</table-wrap>
<p><xref ref-type="table" rid="T0003">Table 3</xref> shows that, for the single-factor solution, the 12 manifest variables related to harmonious and obsessive passion were specified to load on a unidimensional factor. A single-factor model was specified to determine whether a more parsimonious model provided a better fit to the data (Cred&#x00E9; &#x0026; Harms, <xref ref-type="bibr" rid="CIT0019">2015</xref>). The factor variance of the single-factor model was fixed to unity to enable the identification of a unidimensional model. By contrast, six manifest variables were specified to load on harmonious and obsessive passion, respectively, in an orthogonal first-order model. An orthogonal first-order model was specified to determine whether better fit to the data can be obtained if the two factors are uncorrelated (Cred&#x00E9; &#x0026; Harms, <xref ref-type="bibr" rid="CIT0019">2015</xref>). The factor variances were fixed to unity to enable the identification of the orthogonal first-order model. Finally, six manifest variables were specified to load on the two correlated factors, namely harmonious and obsessive passion, respectively, with the oblique lower-order model. Factor variances were fixed to unity to enable the identification of the oblique lower-order model. The fit statistics of each model are reported in <xref ref-type="table" rid="T0003">Table 3</xref>.</p>
<p>The differences (&#x0394;) in the CFI, TLI, standardised root mean squared residual (SRMR) and RMSEA reported in <xref ref-type="table" rid="T0003">Table 3</xref> convey that the oblique lower-order model provides the best fit to the data. Bifactor statistical indices were calculated through the Bifactor Indices Calculator package (Dueber, <xref ref-type="bibr" rid="CIT0020">2020</xref>) to determine whether a general factor of passion might be present. The explained common variance (ECV = 0.43), percentage of uncontaminated correlations (PUC = 0.55) and absolute relative parameter bias (ARPB = 0.66) provided greater support for a multidimensional model (Reise, Bonifay, &#x0026; Haviland, <xref ref-type="bibr" rid="CIT0039">2013</xref>) or dual model of passion. The inter-factor correlations for the best fitting model (oblique lower-order factor model) are reported in <xref ref-type="table" rid="T0004">Table 4</xref>.</p>
<table-wrap id="T0004">
<label>TABLE 4</label>
<caption><p>Factor loadings of confirmatory factor analysis (with medication indices) and exploratory structural equation model solutions.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left" rowspan="2">Factors</th>
<th valign="top" align="left" rowspan="2">Items</th>
<th valign="top" align="center" colspan="2">Oblique lower-order CFA<hr/></th>
<th valign="top" align="center" colspan="2">Oblique lower-order ESEM<hr/></th>
</tr>
<tr>
<th valign="top" align="center">Obsessive</th>
<th valign="top" align="center">Harmonious</th>
<th valign="top" align="center">Obsessive</th>
<th valign="top" align="center">Harmonious</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" rowspan="7">Obsessive</td>
<td align="center">-</td>
<td align="center">-</td>
<td align="center">0.39<xref ref-type="table-fn" rid="TFN0002">&#x2020;</xref></td>
<td align="center">-</td>
<td align="center">0.38<xref ref-type="table-fn" rid="TFN0002">&#x2020;</xref></td>
</tr>
<tr>
<td align="center">1</td>
<td align="center">0.44</td>
<td align="center">-</td>
<td align="center">0.52</td>
<td align="center">-</td>
</tr>
<tr>
<td align="center">2</td>
<td align="center">0.57</td>
<td align="center">0.23</td>
<td align="center">0.72</td>
<td align="center">-</td>
</tr>
<tr>
<td align="center">3</td>
<td align="center">0.60</td>
<td align="center">-</td>
<td align="center">0.65</td>
<td align="center">-</td>
</tr>
<tr>
<td align="center">4</td>
<td align="center">0.57</td>
<td align="center">-</td>
<td align="center">0.61</td>
<td align="center">-</td>
</tr>
<tr>
<td align="center">5</td>
<td align="center">0.84</td>
<td align="center">-</td>
<td align="center">0.79</td>
<td align="center">-</td>
</tr>
<tr>
<td align="center">6</td>
<td align="center">0.66</td>
<td align="center">-</td>
<td align="center">0.63</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left" rowspan="7">Harmonious</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">1</td>
<td align="center">-0.28</td>
<td align="center">0.62</td>
<td align="center">-</td>
<td align="center">0.52</td>
</tr>
<tr>
<td align="center">2</td>
<td align="center">-</td>
<td align="center">0.70</td>
<td align="center">-</td>
<td align="center">0.68</td>
</tr>
<tr>
<td align="center">3</td>
<td align="center">-</td>
<td align="center">0.76</td>
<td align="center">-</td>
<td align="center">0.76</td>
</tr>
<tr>
<td align="center">4</td>
<td align="center">-</td>
<td align="center">0.73</td>
<td align="center">-</td>
<td align="center">0.70</td>
</tr>
<tr>
<td align="center">5</td>
<td align="center">-</td>
<td align="center">0.66</td>
<td align="center">-</td>
<td align="center">0.70</td>
</tr>
<tr>
<td align="center">6</td>
<td align="center">-</td>
<td align="center">0.66</td>
<td align="center">-</td>
<td align="center">0.66</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="TFN0002"><label>&#x2020;</label><p>, Inter-factor correlations.</p></fn>
<fn><p>CFA, confirmatory factor analysis; ESEM, exploratory structural equation model.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>The moderate correlation between obsessive and harmonious passion (<italic>&#x03D5;</italic> = 0.39) suggested the prevalence of a small degree of communality between the two factors of the Passion Scale, albeit small (<italic>&#x03D5;</italic> = 15&#x0025;). Marsh et al. (<xref ref-type="bibr" rid="CIT0033">2013</xref>) indicate that problems related to the fit and discriminant validity of the two-factor structure of the Passion Scale could be attributed to the restrictive independent clustering of a CFA. This, according to Marsh et al. (<xref ref-type="bibr" rid="CIT0033">2013</xref>), can be alleviated by allowing cross-loadings between the factors. Marsh et al. (<xref ref-type="bibr" rid="CIT0033">2013</xref>) and T&#x00F3;th-Kir&#x00E1;ly et al. (<xref ref-type="bibr" rid="CIT0052">2017</xref>) recommend that an exploratory structural equation model (ESEM) might better fit the data and increase the differentiation between the two factors of the Passion Scale. The lavaan package at the time did not contain a function to perform ESEM. An ESEM was therefore conducted using the psych package (Revelle, <xref ref-type="bibr" rid="CIT0040">2019</xref>) in R. The ESEM was conducted by using the minimum residuals (MINRES) method of estimation, because of the multivariate non-normality of the data (J&#x00F6;reskog, <xref ref-type="bibr" rid="CIT0027">2003</xref>), and obliman (oblique) rotation. The fit of the ESEM was satisfactory, that is, <italic>&#x03C7;</italic><sup>2</sup> [<italic>df</italic>] = 192.63 [43]; SRMR = 0.05; <italic>df</italic> corrected SRMR = 0.06. The factor loadings and inter-factor correlations are also reported in <xref ref-type="table" rid="T0004">Table 4</xref> for comparative purposes.</p>
<p>The ESEM function in the psych package only reports indices of absolute fit. A comparison of the indices of absolute fit between the oblique lower-order model for the CFA and ESEM reveals a slight improvement in fit to the data for the ESEM model. As per the findings of Marsh et al. (<xref ref-type="bibr" rid="CIT0033">2013</xref>), the item loadings across the CFA and ESEM were for the most part substantively the same. The inter-factor correlations between the CFA and ESEM were very similar, which is attributed to the modification indices implemented for the CFA model.</p>
</sec>
</sec>
<sec id="s0014">
<title>Measurement invariance of the Passion Scale</title>
<p>As a first step in determining equivalence of the scale across binary ethnic and gender participants, the descriptive statistics at a scale-by-scale level were calculated, which are reported in <xref ref-type="table" rid="T0005">Table 5</xref>.</p>
<table-wrap id="T0005">
<label>TABLE 5</label>
<caption><p>Passion scale means, standard deviations and reliability coefficients per binary ethnic and gender groups.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left" rowspan="2">Groups</th>
<th valign="top" align="left" rowspan="2">Source of difference</th>
<th valign="top" align="left" rowspan="2">Variable</th>
<th valign="top" align="center" colspan="2">Obsessive<hr/></th>
<th valign="top" align="center" colspan="2">Harmonious<hr/></th>
</tr>
<tr>
<th valign="top" align="center">Item</th>
<th valign="top" align="center">Likert-scale</th>
<th valign="top" align="center">Item</th>
<th valign="top" align="center">Likert-scale</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" rowspan="4">Overall</td>
<td align="left" rowspan="4">-</td>
<td align="left">Mean</td>
<td align="center">18.91</td>
<td align="center">3.15</td>
<td align="center">32.06</td>
<td align="center">5.34</td>
</tr>
<tr>
<td align="left">Standard deviation</td>
<td align="center">7.69</td>
<td align="center">1.28</td>
<td align="center">5.88</td>
<td align="center">0.98</td>
</tr>
<tr>
<td align="left">Alpha (<italic>&#x03B1;</italic>)</td>
<td align="center">0.81</td>
<td align="center">-</td>
<td align="center">0.83</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Omega (<italic>&#x03C9;</italic>1)</td>
<td align="center">0.75</td>
<td align="center">-</td>
<td align="center">0.83</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left" rowspan="8">Ethnicity</td>
<td align="left" rowspan="4">White people</td>
<td align="center">Mean</td>
<td align="center">18.58</td>
<td align="center">3.10</td>
<td align="center">32.31</td>
<td align="center">5.38</td>
</tr>
<tr>
<td align="left">Standard deviation</td>
<td align="center">7.54</td>
<td align="center">1.26</td>
<td align="center">5.69</td>
<td align="center">0.95</td>
</tr>
<tr>
<td align="left">Alpha (<italic>&#x03B1;</italic>)</td>
<td align="center">0.80</td>
<td align="center">-</td>
<td align="center">0.82</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Omega (<italic>&#x03C9;</italic>1)</td>
<td align="center">0.72</td>
<td align="center">-</td>
<td align="center">0.82</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left" rowspan="4">Black people</td>
<td align="left">Mean</td>
<td align="center">20.45</td>
<td align="center">3.41</td>
<td align="center">30.09</td>
<td align="center">5.15</td>
</tr>
<tr>
<td align="left">Standard deviation</td>
<td align="center">8.23</td>
<td align="center">1.37</td>
<td align="center">6.59</td>
<td align="center">1.1</td>
</tr>
<tr>
<td align="left">Alpha (<italic>&#x03B1;</italic>)</td>
<td align="center">0.84</td>
<td align="center">-</td>
<td align="center">0.85</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Omega (<italic>&#x03C9;</italic>1)</td>
<td align="center">0.84</td>
<td align="center">-</td>
<td align="center">0.85</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left" rowspan="8">Gender</td>
<td align="left" rowspan="4">Men</td>
<td align="center">Mean</td>
<td align="center">19.88</td>
<td align="center">3.31</td>
<td align="center">32.44</td>
<td align="center">5.41</td>
</tr>
<tr>
<td align="left">Standard deviation</td>
<td align="center">7.52</td>
<td align="center">1.25</td>
<td align="center">5.70</td>
<td align="center">0.95</td>
</tr>
<tr>
<td align="left">Alpha (<italic>&#x03B1;</italic>)</td>
<td align="center">0.79</td>
<td align="center">-</td>
<td align="center">0.82</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Omega (<italic>&#x03C9;</italic>1)</td>
<td align="center">0.72</td>
<td align="center">-</td>
<td align="center">0.82</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left" rowspan="4">Women</td>
<td align="left">Mean</td>
<td align="center">18.07</td>
<td align="center">3.01</td>
<td align="center">31.74</td>
<td align="center">5.29</td>
</tr>
<tr>
<td align="left">Standard deviation</td>
<td align="center">7.75</td>
<td align="center">1.29</td>
<td align="center">6.02</td>
<td align="center">1.00</td>
</tr>
<tr>
<td align="left">Alpha (<italic>&#x03B1;</italic>)</td>
<td align="center">0.83</td>
<td align="center">-</td>
<td align="center">0.83</td>
<td align="center">-</td>
</tr>
<tr>
<td align="left">Omega (<italic>&#x03C9;</italic>1)</td>
<td align="center">0.78</td>
<td align="center">-</td>
<td align="center">0.83</td>
<td align="center">-</td>
</tr>
</tbody>
</table>
</table-wrap>
<sec id="s20015">
<title>Results &#x2013; Testing research hypothesis H2A</title>
<p>The mean difference in harmonious passion for the white participants (<italic>M</italic> = 32.31[5.38], SD = 5.69[0.95]) and participants of black ethnic origins <italic>M</italic> = 30.09[5.15], SD = 6.59[1.10]) was calculated with a Welch two-sample <italic>T</italic>-test. As shown in <xref ref-type="table" rid="T0005">Table 5</xref>, a statistically significant result was obtained, <italic>t</italic> (126.64) = 1.95, <italic>p</italic> = 0.05, Cohen&#x2019;s <italic>d</italic> = 0.24, small practical effect. Similarly, the mean difference in obsessive passion for the white participants (<italic>M</italic> = 18.58[3.10], SD = 7.54[1.26]) and participants from black ethnic origins (<italic>M</italic> = 20.45[3.41], SD = 8.23[1.37]) was also statistically significant, <italic>t</italic> (130.98) = -2.05, <italic>p</italic> = 0.04, Cohen&#x2019;s <italic>d</italic> = 0.24, small practical effect. The results provided preliminary evidence for H2A: People of white and black ethnic backgrounds differ significantly regarding their levels of obsessive and harmonious passion.</p>
</sec>
<sec id="s20016">
<title>Results &#x2013; Testing research hypothesis H2B</title>
<p>The mean difference in harmonious passion for the male participants (<italic>M</italic> = 32.44[5.41], SD = 5.70[0.95]) and female participants (<italic>M</italic> = 31.74[5.29], SD = 6.02[1]) were statistically non-significant, <italic>t</italic> (543.36) = 1.40, <italic>p</italic> = 0.16, Cohen&#x2019;s <italic>d</italic> = 0.12, small practical effect. By contrast, the mean difference in obsessive passion for the male participants (<italic>M</italic> = 19.88[3.31], SD = 7.52[1.25]) and female participants (<italic>M</italic> = 18.07[3.01], SD = 7.75[1.29]) was practically small and statistically significant, <italic>t</italic> (539.18) = 2.77, <italic>p</italic> &#x003C; 0.05, Cohen&#x2019;s <italic>d</italic> = 0.24, small practical effect. The results provided preliminary evidence for our research hypothesis H2B: Men and women differ significantly regarding their levels of obsessive and harmonious passion.</p>
</sec>
<sec id="s20017">
<title>Results &#x2013; Testing research hypotheses H3A and H3B</title>
<p>As a second step in determining measurement equivalence, Vandenberg and Lance&#x2019;s (<xref ref-type="bibr" rid="CIT0058">2000</xref>) recommended sequence for conducting a test of measurement invariance (H3) across ethnic and gender groups was used. Measurement equivalence could not be performed in the psych package, and the best fitting oblique lower-order model was therefore used to inspect the invariance of the two-factor model of the Passion Scale across binary ethnic and gender groups. In this respect, the equivalence of the oblique lower-order model was determined by comparing the fit statistics of the multigroup confirmatory factor model for configural invariance (i.e. equality of the factor structure across groups), metric invariance (i.e. similar factor loadings across groups), scalar invariance (equal means across groups) and strict invariance (equal residual error variances across groups). <xref ref-type="table" rid="T0006">Table 6</xref> compares the fit statistics for the two-factor model across increasingly restrictive equality constraints.</p>
<table-wrap id="T0006">
<label>TABLE 6</label>
<caption><p>Changes in fit statistics for an oblique lower-order model of passion with configural, metric, scalar and strict invariance across binary ethnic and gender groups.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Variable</th>
<th valign="top" align="left">Statistic</th>
<th valign="top" align="center">Configural</th>
<th valign="top" align="center">Metric</th>
<th valign="top" align="center">Scalar</th>
<th valign="top" align="center">Strict</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" rowspan="13">Ethnicity</td>
<td align="left"><italic>df</italic></td>
<td align="center">98</td>
<td align="center">110</td>
<td align="center">120</td>
<td align="center">132</td>
</tr>
<tr>
<td align="left">&#x0394; <italic>df</italic></td>
<td align="center">-</td>
<td align="center">12</td>
<td align="center">10</td>
<td align="center">12</td>
</tr>
<tr>
<td align="left"><italic>x</italic><sup>2</sup></td>
<td align="center">226.95</td>
<td align="center">244.59</td>
<td align="center">256.33</td>
<td align="center">265.06</td>
</tr>
<tr>
<td align="left">&#x0394; <italic>x</italic>2</td>
<td align="center">-</td>
<td align="center">17.64</td>
<td align="center">11.74</td>
<td align="center">8.73</td>
</tr>
<tr>
<td align="left">CFI</td>
<td align="center">0.94</td>
<td align="center">0.94</td>
<td align="center">0.94</td>
<td align="center">0.93</td>
</tr>
<tr>
<td align="left">&#x0394;CFI</td>
<td align="center">-</td>
<td align="center">0.00</td>
<td align="center">0.00</td>
<td align="center">0.01</td>
</tr>
<tr>
<td align="left">TLI</td>
<td align="center">0.92</td>
<td align="center">0.92</td>
<td align="center">0.93</td>
<td align="center">0.93</td>
</tr>
<tr>
<td align="left">SRMR</td>
<td align="center">0.06</td>
<td align="center">0.06</td>
<td align="center">0.06</td>
<td align="center">0.06</td>
</tr>
<tr>
<td align="left">&#x0394;SRMR</td>
<td align="center">-</td>
<td align="center">0.00</td>
<td align="center">0.00</td>
<td align="center">0.00</td>
</tr>
<tr>
<td align="left">RMSEA</td>
<td align="center">0.07</td>
<td align="center">0.07</td>
<td align="center">0.07</td>
<td align="center">0.07</td>
</tr>
<tr>
<td align="left">&#x0394;RMSEA</td>
<td align="center">-</td>
<td align="center">0.00</td>
<td align="center">0.00</td>
<td align="center">0.00</td>
</tr>
<tr>
<td align="left">AIC</td>
<td align="center">22 148</td>
<td align="center">22 142</td>
<td align="center">22 130</td>
<td align="center">22 139</td>
</tr>
<tr>
<td align="left">BIC</td>
<td align="center">22 502</td>
<td align="center">22 443</td>
<td align="center">22 389</td>
<td align="center">22 346</td>
</tr>
<tr>
<td align="left" rowspan="13">Gender</td>
<td align="left"><italic>df</italic></td>
<td align="center">98</td>
<td align="center">110</td>
<td align="center">120</td>
<td align="center">132</td>
</tr>
<tr>
<td align="left">&#x0394;<italic>df</italic></td>
<td align="center">-</td>
<td align="center">12</td>
<td align="center">10</td>
<td align="center">12</td>
</tr>
<tr>
<td align="left"><italic>x</italic><sup>2</sup></td>
<td align="center">232.10</td>
<td align="center">249.97</td>
<td align="center">270.55</td>
<td align="center">285.75</td>
</tr>
<tr>
<td align="left">&#x0394;<italic>x</italic><sup>2</sup></td>
<td align="center">-</td>
<td align="center">17.87</td>
<td align="center">20.58</td>
<td align="center">15.2</td>
</tr>
<tr>
<td align="left">CFI</td>
<td align="center">0.93</td>
<td align="center">0.93</td>
<td align="center">0.93</td>
<td align="center">0.92</td>
</tr>
<tr>
<td align="left">&#x0394;CFI</td>
<td align="center">-</td>
<td align="center">0.00</td>
<td align="center">0.00</td>
<td align="center">0.01</td>
</tr>
<tr>
<td align="left">TLI</td>
<td align="center">0.91</td>
<td align="center">0.92</td>
<td align="center">0.92</td>
<td align="center">0.92</td>
</tr>
<tr>
<td align="left">SRMR</td>
<td align="center">0.06</td>
<td align="center">0.07</td>
<td align="center">0.07</td>
<td align="center">0.07</td>
</tr>
<tr>
<td align="left">&#x0394;SRMR</td>
<td align="center">-</td>
<td align="center">0.01</td>
<td align="center">0.00</td>
<td align="center">0.00</td>
</tr>
<tr>
<td align="left">RMSEA</td>
<td align="center">0.08</td>
<td align="center">0.07</td>
<td align="center">0.07</td>
<td align="center">0.07</td>
</tr>
<tr>
<td align="left">&#x0394;RMSEA</td>
<td align="center">-</td>
<td align="center">0.01</td>
<td align="center">0.00</td>
<td align="center">0.00</td>
</tr>
<tr>
<td align="left">AIC</td>
<td align="center">22 158</td>
<td align="center">22 154</td>
<td align="center">22 153</td>
<td align="center">22 155</td>
</tr>
<tr>
<td align="left">BIC</td>
<td align="center">22 512</td>
<td align="center">22 456</td>
<td align="center">22 411</td>
<td align="center">22 362</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>CFI, comparative fit index; TLI, Tucker&#x2013;Lewis index; SRMR, standardised root mean square residual; RMSEA, root mean square error of approximation. Confidence interval of RMSEA is reported in brackets. AIC, Akaike information criterion; BIC, Bayesian information criterion.</p></fn>
<fn id="TFN0003"><label>*</label><p>, <italic>p</italic> &#x003C; 0.05.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>Whilst placing more stringent equality constraints at each phase of testing invariance, the values of the &#x0394;CFI, &#x0394;SRMR and &#x0394;RMSEA did not change in practically meaningful ways (&#x0394; &#x2264; 0.01 for all comparisons) for either ethnicity or gender. Whilst the AIC values appear to be relatively the same, the smallest BIC value was reported for the model of strict invariance. The results provided supportive evidence for H3A: The two-factor model of passion remains invariant across employees that self-identify as either men or women in South Africa and H3B: The two-factor model of passion remains invariant across employees that self-identify as from white or black ethnic groups in South Africa.</p>
</sec>
</sec>
<sec id="s0018">
<title>Discussion</title>
<p>The research findings provided evidence of the reliability, validity and measurement invariance (i.e. for white and black ethnic groups and men and women) of the two-factor Passion Scale (Vallerand et al., <xref ref-type="bibr" rid="CIT0056">2003</xref>) amongst employees in South African organisations. The results corroborated previous research on the well-established Passion Scale (Vallerand et al., <xref ref-type="bibr" rid="CIT0056">2003</xref>; see also Vallerand, <xref ref-type="bibr" rid="CIT0053">2010</xref>, <xref ref-type="bibr" rid="CIT0054">2015</xref>; Zhao et al., <xref ref-type="bibr" rid="CIT0061">2015</xref> for reviews) and confirmed the validity of the dualistic types of passion measured by the scale for the South African work context. Like previous research (Zhao et al., <xref ref-type="bibr" rid="CIT0061">2015</xref>), the internal consistency reliability of the dualistic model of the Passion Scale was good (alpha and omega &#x2265; 0.75).</p>
<p>Overall, the tests for measurement invariance across the white and black ethnic groups, and male and female participants confirmed the validity and relevance of the Passion Scale (Vallerand et al., <xref ref-type="bibr" rid="CIT0056">2003</xref>) for the South African organisational context. The research further suggests that differences amongst South African ethnic and gender groups could be assessed in a reliable and valid manner.</p>
<p>The male participants and those from the black (African, Asian, Coloured) ethnic groups scored significantly higher than their female counterparts and participants from the white ethnic groups on obsessive passion. However, the observed differences between the ethnic groups and men and women were practically small. In terms of gender, the finding could be attributed to the notion that women generally tend to have greater concerns for work&#x2013;life balance because of multiple life roles as carers, child-bearers and professional workers and may therefore not overly or obsessively identify with their work activities (Takawira, <xref ref-type="bibr" rid="CIT0051">2018</xref>). The higher levels of harmonious passion for employees from the white ethnic group suggest that white employees may be more prone than the black ethnic groups to experience the engagement in work activities with a sense of ownership and free will. Harmonious passion alludes to work activities occupying an important place in people&#x2019;s identity. However, it does not assume exaggerated proportions to conflict with other domains of life (Peixoto et al., <xref ref-type="bibr" rid="CIT0037">2019</xref>). On the other hand, the engagement in work activities by employees from the black ethnic groups seemed to be more obsessive based on a stronger need for social acceptance-related self-esteem obtained through its practice. Obsessive passion as basis for engagement in work activities may potentially result in work&#x2013;life domain conflicts (Peixoto et al., <xref ref-type="bibr" rid="CIT0037">2019</xref>). The findings may be attributed by the notion that people from a white ethnic origin generally associate more with the individualistic, autonomous Western culture, whilst people from black ethnic origins tend to associate more with a collectivist culture. In societies low on individualism, the individual self-concept is often less salient and more deeply integrated with one&#x2019;s place and acceptance in family, community and broader society (Glosenberg, Tracey, Behrend, Blustein, &#x0026; Foster, <xref ref-type="bibr" rid="CIT0023">2019</xref>).</p>
<p>However, the results showed that both the white and black ethnic groups, and men and women had relatively high levels of harmonious passion which suggests that they all had a strong desire to freely engage in their work activities and were likely to willingly accept their passion for their work as important. They were also likely to regard their work involvement as an activity central to their lives. This finding suggests that South African organisations may potentially benefit from the energy and passion of both white and black ethnic groups, and men and women alike in the workplace. In agreement with previous research (Vallerand et al., <xref ref-type="bibr" rid="CIT0057">2010</xref>), the relatively low levels of obsessive passion suggest that the negative effects of this form of passion were counteracted by their high levels of harmonious passion.</p>
</sec>
<sec id="s0019">
<title>Managerial implications and recommendations</title>
<p>The measurement of the ethnic groups&#x2019; and male and female participants&#x2019; harmonious passion may serve as an indicator of their personal well-being at work (Orgamb&#x00ED;dez-Ramos et al., <xref ref-type="bibr" rid="CIT0036">2014</xref>). Previous research shows positive links between career satisfaction, job satisfaction, affective commitment to work, flow in the workplace and psychological well-being (Bester, <xref ref-type="bibr" rid="CIT0006">2018</xref>; Carbonneau, Vallerand, Fernet, &#x0026; Guay, <xref ref-type="bibr" rid="CIT0012">2008</xref>; Carpentier et al., <xref ref-type="bibr" rid="CIT0013">2012</xref>; Forest et al., <xref ref-type="bibr" rid="CIT0022">2011</xref>; Lavigne, Forest, &#x0026; Crevier-Braud, <xref ref-type="bibr" rid="CIT0031">2012</xref>; Philippe, Vallerand, Houlfort, Lavigne, &#x0026; Donahue, <xref ref-type="bibr" rid="CIT0038">2010</xref>). Research shows that enhancing harmonious passion through well-being programmes may decrease potential conflict between the work&#x2013;life balance concerns that generally stem from obsessive passion and prevent symptoms of burnout over time (Carpentier et al., <xref ref-type="bibr" rid="CIT0013">2012</xref>).</p>
<p>It is recommended that organisational well-being interventions consider the use of the Passion Scale as a measure of the psychological attributes that explain differentiating experiences of harmonious and obsessive passion in the workplace. Incorporating the use of the scale in employee well-being programmes may be useful for understanding passion as a source of, or hindrance to employees&#x2019; well-being in the workplace.</p>
</sec>
<sec id="s0020">
<title>Limitations</title>
<p>The study findings should be interpreted with caution because of certain limitations. The cross-sectional design of the study limited the generalisability of the findings. The convenience sampling technique also limited the ability to ascertain the relevance of the Passion Scale for employees in specific South African-based occupations and industries. Future research may help to assess the robustness of the findings for employees from various population and age groups employed in different occupational contexts. Multigroup factor analysis could also be explored for managerial- and staff-level employees.</p>
<p>Fewer individuals from diverse ethnic groups participated in this study (African = 7.6&#x0025;, Coloured = 3&#x0025;; Indian = 3.4&#x0025;; Asian = 3.2&#x0025;). This sample therefore did not allow a test of invariance of the two-factor model across more clearly defined ethnic groups. Targeting-specific ethnic populations could help to expand the current data set to explore the cross-cultural validity of the Passion Scale in greater detail in South Africa.</p>
</sec>
<sec id="s0021">
<title>Conclusion</title>
<p>The findings provided encouraging evidence for the relevance and usefulness of the Passion Scale&#x2019;s dualistic model in the South African work context. The Passion Scale appears to be a valid and reliable measure of binary ethnic and gender groups who are employed in South African organisations. Incorporating the use of the scale in employee well-being programmes may be useful for understanding passion as a source of, or hindrance to employees&#x2019; well-being in the workplace.</p>
</sec>
</body>
<back>
<ack>
<title>Acknowledgements</title>
<sec id="s20022" sec-type="COI-statement">
<title>Competing interests</title>
<p>The authors declare that they have no financial or personal relationships that may have inappropriately influenced them in writing this article.</p>
</sec>
<sec id="s20023">
<title>Authors&#x2019; contributions</title>
<p>All authors contributed equally to this work.</p>
</sec>
<sec id="s20024">
<title>Funding information</title>
<p>This research received no specific grant from any funding agency in the public, commercial or not-for-profit sectors</p>
</sec>
<sec id="s20025">
<title>Data availability statement</title>
<p>Data sharing is not applicable to this article as no new data were created or analysed in this study.</p>
</sec>
<sec id="s20026">
<title>Disclaimer</title>
<p>The views and opinions expressed in this article are those of the authors and do not necessarily reflect the official policy or position of any affiliated agency of the authors.</p>
</sec>
</ack>
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<fn><p><bold>How to cite this article:</bold> Bester, M.S., Coetzee, M., &#x0026; Van Lill, X. (2020). Exploring the factor structure of the Passion Scale: Are the dualistic types of passion relevant for workers in the South African context? <italic>SA Journal of Industrial Psychology/SA Tydskrif vir Bedryfsielkunde, 46</italic>(0), a1788. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.4102/sajip.v46i0.1788">https://doi.org/10.4102/sajip.v46i0.1788</ext-link></p></fn>
<fn><p><bold>Note:</bold> This article follows the <italic>South African Employment Equity Act</italic>, 1998 (chapter 1[35]), when referring to &#x2018;black people&#x2019; as a generic term which means African-, Coloured-, Indian- and Asian people.</p></fn>
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