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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Psychol.</journal-id>
<journal-title>Frontiers in Psychology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Psychol.</abbrev-journal-title>
<issn pub-type="epub">1664-1078</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpsyg.2023.1129855</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Psychology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Sustainable entrepreneurship out of entrepreneurial opportunity identification: The mediating role of psychological capital</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Zhang</surname> <given-names>Hongxin</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1759912/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Chen</surname> <given-names>Hongxia</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="c002"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2101340/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Institute for Zhongyuan Peasant Studies, Zhoukou Normal University</institution>, <addr-line>Zhoukou</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>School of Marxism, Zhoukou Normal University, Zhoukou</institution>, <addr-line>Henan</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Bostjan Antoncic, University of Ljubljana, Slovenia</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Bagus Shandy Narmaditya, State University of Malang, Indonesia; Ali Saleh Alshebami, King Faisal University, Saudi Arabia</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Hongxin Zhang <email>zhangjunze2013&#x00040;163.com</email></corresp>
<corresp id="c002">Hongxia Chen <email>544346440&#x00040;qq.com</email></corresp>
<fn fn-type="other" id="fn001"><p>This article was submitted to Educational Psychology, a section of the journal Frontiers in Psychology</p></fn></author-notes>
<pub-date pub-type="epub">
<day>28</day>
<month>03</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>14</volume>
<elocation-id>1129855</elocation-id>
<history>
<date date-type="received">
<day>22</day>
<month>12</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>27</day>
<month>02</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2023 Zhang and Chen.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Zhang and Chen</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license> </permissions>
<abstract>
<sec>
<title>Introduction</title>
<p>The aim of the present study, was to examine the simultaneous effects of entrepreneurial opportunity identification (EOI) and psychological capital (PC) on university students&#x00027; entrepreneurial intention (EI). Compared with necessity-driven entrepreneurship, opportunity-driven entrepreneurship is more sustainable. Scholars have shown that EOI is key to forming EI, but little has been discussed about its association with PC.</p></sec>
<sec>
<title>Methods</title>
<p>A total of 555 university students in China were enrolled by means of convenience sampling. Descriptive statistics and correlation analysis of variables were performed using SPSS 21.0 software. Structural equation modeling analysis (SEM) with AMOS 21.0 was used to examine the structural effects of EOI and PC on university students&#x00027; EI.</p></sec>
<sec>
<title>Results</title>
<p>According to the results, university students&#x00027; EOI and PC had a positive and insignificant influence on their levels of EI. Furthermore, PC was found to fully mediate the impact of EOI on EI.</p></sec>
<sec>
<title>Discussion</title>
<p>The present study could shed light on new instructions to examine the interaction between the cognitive and psychological components of EI in the field of entrepreneurship. It is recommended that educators and practitioners should pay regard to the role of EOI and PC.</p></sec></abstract>
<kwd-group>
<kwd>entrepreneurial intention</kwd>
<kwd>entrepreneurial opportunity identification</kwd>
<kwd>psychological capital</kwd>
<kwd>university students</kwd>
<kwd>entrepreneurship education</kwd>
</kwd-group>
<counts>
<fig-count count="3"/>
<table-count count="7"/>
<equation-count count="0"/>
<ref-count count="100"/>
<page-count count="11"/>
<word-count count="9086"/>
</counts>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>Introduction</title>
<p>As a main driver of socioeconomic growth, innovation, employment, and tackling poverty (Shane and Venkataraman, <xref ref-type="bibr" rid="B80">2000</xref>; Abdelwahed, <xref ref-type="bibr" rid="B1">2022</xref>; Zhang et al., <xref ref-type="bibr" rid="B99">2022</xref>), theoretically and practically, entrepreneurship has become an important issue to be dealt with. Previous studies highlighted that intentions are seen as a key factor in predicting potential entrepreneurs&#x00027; decisions (Schlaegel and Koenig, <xref ref-type="bibr" rid="B79">2013</xref>; Donaldson, <xref ref-type="bibr" rid="B23">2019</xref>; Anton&#x0010D;i&#x0010D; and Auer Anton&#x0010D;i&#x0010D;, <xref ref-type="bibr" rid="B6">2023</xref>; Yang et al., <xref ref-type="bibr" rid="B97">2023</xref>). On the possibility of shaping entrepreneurial intention (EI), university students are considered the most potential groups; thus, it is not surprising that governments from all over the world now have been offering entrepreneurial education courses to increase university students&#x00027; EI (Pandit et al., <xref ref-type="bibr" rid="B71">2018</xref>; Al-Harasi et al., <xref ref-type="bibr" rid="B3">2021</xref>; Luo et al., <xref ref-type="bibr" rid="B55">2022</xref>; Soomro and Shah, <xref ref-type="bibr" rid="B87">2022</xref>; Wang et al., <xref ref-type="bibr" rid="B91">2022</xref>). The fact is that, however, compared with other career options, only a few of these students engage in entrepreneurial activities and become entrepreneurs (Bae et al., <xref ref-type="bibr" rid="B7">2014</xref>; Galvao et al., <xref ref-type="bibr" rid="B28">2018</xref>; Bazkiaei et al., <xref ref-type="bibr" rid="B12">2020</xref>). Thus, there is still limited comprehension of how entrepreneurial education influences EI among university students.</p>
<p>As many previous studies stated, one of the immediate outcomes resulting from entrepreneurship education is expected to enhance students with the skills to identify business opportunities (Li&#x000F1;&#x000E1;n et al., <xref ref-type="bibr" rid="B54">2011</xref>; Hou et al., <xref ref-type="bibr" rid="B40">2022</xref>). In this vein, some scholars had viewed opportunity identification as an antecedent for predicting EI in the field of business (Bao et al., <xref ref-type="bibr" rid="B10">2017</xref>; Mahmood et al., <xref ref-type="bibr" rid="B60">2019</xref>; Wang et al., <xref ref-type="bibr" rid="B92">2019</xref>). Indeed, compared with necessity-driven entrepreneurship, opportunity-driven entrepreneurship is more sustainable (Patzelt and Shepherd, <xref ref-type="bibr" rid="B72">2010</xref>; Karimi et al., <xref ref-type="bibr" rid="B44">2017</xref>). Logically, however, EOI alone is not sufficient to predict EI. Other antecedents, such as positive psychological characteristics, also play an essential role in developing EI. For example, a study conducted by Karimi et al. (<xref ref-type="bibr" rid="B44">2017</xref>) among 452 agriculture undergraduate students in Iran and Afghanistan found that psychological motivations motivate students&#x00027; EI more than economic motivations. Among psychological characteristics, PC is a strong predictor of EI and it is positively associated with successful entrepreneurship (Contreras et al., <xref ref-type="bibr" rid="B18">2017</xref>; Choi and Hwang, <xref ref-type="bibr" rid="B17">2020</xref>). The contribution of PC in explaining EI is obvious since previous research in the field of business shows that entrepreneurs differ from no entrepreneurs in terms of essential PC ingredients (Bockorny and Youssef-Morgan, <xref ref-type="bibr" rid="B13">2019</xref>; Chen and Tao, <xref ref-type="bibr" rid="B16">2021</xref>). For those who would be entrepreneurs, the positive effect of self-efficacy on EI is well-documented (e.g., Gao and Qin, <xref ref-type="bibr" rid="B29">2022</xref>; Niu et al., <xref ref-type="bibr" rid="B68">2022</xref>).</p>
<p>Moreover, although the separate effects of EOI and PC on EI have been widely known and empirically tested in the field of business, however, the empirical literature about how it can be applied to university students&#x00027; EI is still limited and unknown. To the best of our knowledge, no studies have examined the simultaneous effects of EOI and PC on EI among university students. It is also unclear whether and to what extent PC mediates the relationship between EOI and EI. Therefore, to address this research gap, in a sample of Chinese university students, the present study aimed to examine the role of entrepreneurial opportunity identification (EOI) in shaping the EI of university students. In particular, the mediating role of PC between EOI and EI on university students&#x00027; EI was tested.</p>
<p>The present study is organized into six separate sections. The next section showed a literature review and hypotheses development to propose a model of how EOI and PC predict EI. This is followed by the Materials and methodology section including the details of the participants, the measurement of the scales and their model-data fit, and the method of data analysis. Thereafter, the results of the present study were conducted. In the next section, we presented a detailed discussion, including the main findings, theoretical contributions and practical implications, and limitations and future research. Finally, the conclusion was presented.</p>
</sec>
<sec id="s2">
<title>Literature review and hypothesis development</title>
<sec>
<title>Entrepreneurial opportunity identification and entrepreneurial intention</title>
<p>The creation of a new venture is practiced not so much in words as in attitude and intentions. In the entrepreneurship decision process, one of the cognitive factors considered by an individual is entrepreneurial opportunity identification (Kirzner, <xref ref-type="bibr" rid="B46">1979</xref>; Krueger, <xref ref-type="bibr" rid="B48">2007</xref>; Ozgen and Baron, <xref ref-type="bibr" rid="B70">2007</xref>; Shepherd et al., <xref ref-type="bibr" rid="B82">2015</xref>; Lin et al., <xref ref-type="bibr" rid="B52">2021</xref>; Hoang et al., <xref ref-type="bibr" rid="B39">2022</xref>). Opportunity identification is a cognitive process by which ideas for possible business ventures are identified by an individual. In practice, an entrepreneur can identify chances based on various sources of information (Zahra et al., <xref ref-type="bibr" rid="B98">2009</xref>; Hills et al., <xref ref-type="bibr" rid="B38">2011</xref>). In the field of business, scholars have agreed that a potential entrepreneur&#x00027;s effort to create a new venture is triggered by perceptions of opportunity (Gr&#x000E9;goire et al., <xref ref-type="bibr" rid="B31">2010</xref>; Song et al., <xref ref-type="bibr" rid="B86">2017</xref>; Shu et al., <xref ref-type="bibr" rid="B85">2018</xref>; Sakib et al., <xref ref-type="bibr" rid="B77">2022</xref>). Those who perceive a business opportunity to be desirable and feasible are more likely to show a greater inclination toward a new venture start-up. For example, a study conducted by Mahmood et al. (<xref ref-type="bibr" rid="B60">2019</xref>), in a sample of 310 Asnaf millennials, found that resource and opportunity recognition had a statistically significant effect on pre-startup behavior through EI.</p>
<p>In the field of education, as potential entrepreneurs, university students&#x00027; ability of EOI is also a crucial area of concern. Recently, some studies have posited a positive association between EOI and EI among university students. For instance, in a study of 466 Chinese university students, Wang et al. (<xref ref-type="bibr" rid="B92">2019</xref>) findings show that university students&#x00027; sense of opportunity identification efficacy can significantly and positively stimulate their social EI, and the network embeddedness is also correlated with their sense of opportunity identification efficacy. Therefore, EOI may have a constructive effect on EI. By focusing on the same aspects, using data from 334 Indian university students, Hassan et al. (<xref ref-type="bibr" rid="B35">2020</xref>) concluded that self-efficacy opportunity recognition also shows a significant positive impact on the EI of students, and gender negatively moderates &#x0201C;opportunity recognition&#x02013;intention&#x0201D; and &#x0201C;self-efficacy&#x02013;intention&#x0201D; relationships. Similarly, Hou et al. (<xref ref-type="bibr" rid="B40">2022</xref>) also empirically confirmed that entrepreneurship education can promote the EI of students through opportunity recognition in a sample of 1,150 university students in China. More recently, a study conducted by Abdelwahed (<xref ref-type="bibr" rid="B1">2022</xref>), in a sample of 292 Saudi Arabia&#x00027;s university students, found a positive and significant effect of attitudes toward sustainability, perceived desirability, and perceived feasibility on sustainable EI and opportunity recognition; the opportunity identification factor also significantly and positively affects sustainable EI.</p>
<p>Hence, the present study proposes the following first hypothesis:</p>
<list list-type="simple">
<list-item><p><italic>H1. EOI positively and significantly affects EI among university students</italic>.</p></list-item>
</list>
</sec>
<sec>
<title>Psychological capital and EI</title>
<p>According to Luthans et al. (<xref ref-type="bibr" rid="B56">2007a</xref>), PC is related to individuals&#x00027; positive progress, consisting of self-sufficiency, optimism, hope, and resilience. Originally, as a psychological construct in the field of organizational management, previous studies have concentrated mainly on the positive relationship between PC and employees&#x00027; engagement, employees&#x00027; innovative intention, job satisfaction, business excellence, and organizational performance (Luthans et al., <xref ref-type="bibr" rid="B57">2007b</xref>; Nolzen, <xref ref-type="bibr" rid="B69">2018</xref>; Alshebami, <xref ref-type="bibr" rid="B4">2021</xref>; Saleem et al., <xref ref-type="bibr" rid="B78">2022</xref>; Zhang et al., <xref ref-type="bibr" rid="B99">2022</xref>). Entrepreneurs&#x00027; mental states and entrepreneurial ideas play a key role in their entrepreneurial decisions; hence, the effects of PC on entrepreneurial activity may also exist in the field of business (e.g., Baluku et al., <xref ref-type="bibr" rid="B8">2016</xref>; Su et al., <xref ref-type="bibr" rid="B88">2020</xref>; Xie et al., <xref ref-type="bibr" rid="B96">2022</xref>).</p>
<p>In education, studies have demonstrated that several dimensions of PC, i.e., self-efficacious (help students to have faith in their skills and insights), optimistic (help students to identify business opportunities where others see disorder), hope (help students to focus on different ways to attain their goals), and resilient (help students to bounce back from failures and adversity), both theoretically and empirically, could influence university students&#x00027; EIs and entrepreneurial success and are a vital initiator (Wu et al., <xref ref-type="bibr" rid="B95">2019</xref>; Wang and Huang, <xref ref-type="bibr" rid="B90">2022</xref>).</p>
<p>Recently, it is worth noting that the synergy effect of PC on entrepreneurship in the field of education is emerging. For example, using a sample of 384 entrepreneurs in Uganda, Baluku et al. (<xref ref-type="bibr" rid="B8">2016</xref>) observed that both startup capital and PC are significant predictors of EI and entrepreneurial success; compared with startup capital, PC is the better predictor. Moreover, using a total of 1,914 university students in China, Zhao et al. (<xref ref-type="bibr" rid="B100">2020</xref>) showed that PC has a significant indirect impact on students&#x00027; EI through traditional, financial, human, and social capital. Similarly, in a sample of 564 university students in Northern Cyprus, Maslakci et al. (<xref ref-type="bibr" rid="B61">2021</xref>) found that both improving university students&#x00027; attitudes toward multiculturalism and enhancing their PC will have a beneficial effect on their EI.</p>
<p>Based on the aforementioned studies, the present study proposes the second hypothesis:</p>
<list list-type="simple">
<list-item><p><italic>H2. University students&#x00027; PC is positively and significantly associated with their higher levels of</italic> EI.</p></list-item>
</list>
</sec>
<sec>
<title>PC as a mediator</title>
<p>Psychological capital not only influences EI but also could directly affect the ability of entrepreneurs to acquire financial, human, and social capital. Since EOI helps entrepreneurs grasp the changing markets and make timely adjustments, thus generating positive feedback on their entrepreneurial psychology (Dheer and Lenartowicz, <xref ref-type="bibr" rid="B20">2018</xref>; Ndofirepi, <xref ref-type="bibr" rid="B65">2020</xref>). Individuals with a higher sense of self-sufficiency are more likely to be secure and have a greater ability to cope with challenges. Thus, between university students&#x00027; EOI and their EI, PC may have a mediating role.</p>
<p>On the one hand, according to EEM (Shapero and Sokol, <xref ref-type="bibr" rid="B81">1982</xref>), two antecedents, namely perceived desirability and perceived feasibility (such as enabling factors, emotional, social, and cognitive competencies), are of importance in individuals&#x00027; entrepreneurial activities. The increased sense and abilities of university students from EOI would strengthen their perceived feasibility toward entrepreneurship, encourage them to pursue their goals, and advance their hopes. Moreover, university students&#x00027; increased PC should have a positive effect on their entrepreneurship attitudes, increase their hopes for the future, and improve their sense of self-sufficiency by enhancing their ability to cope with difficult situations.</p>
<p>On the other hand, according to the assumption of the theory of planned behavior (TPB) (Ajzen, <xref ref-type="bibr" rid="B2">1991</xref>; Fishbein and Ajzen, <xref ref-type="bibr" rid="B26">2011</xref>), previous studies have indicated that psychological characteristics and cognitive variables, such as the propensity to risk, the need for achievement, and cognitions, could mediate the relationship between students&#x00027; personal factors and EI (Digan et al., <xref ref-type="bibr" rid="B21">2019</xref>; Wu et al., <xref ref-type="bibr" rid="B95">2019</xref>; Ndofirepi, <xref ref-type="bibr" rid="B65">2020</xref>; Tan et al., <xref ref-type="bibr" rid="B89">2021</xref>; Guo et al., <xref ref-type="bibr" rid="B32">2022</xref>). For example, a recent study conducted by Mahfud et al. (<xref ref-type="bibr" rid="B59">2020</xref>) noted that the PC as the mediator could influence students&#x00027; entrepreneurial attitude toward EI to start new businesses. Furthermore, Maslakci et al. (<xref ref-type="bibr" rid="B61">2021</xref>) have also indicated that PC is a mediator variable in the relationship between multicultural attitudes and EI. More recently, using a sample of 380 Chinese students, Na et al. (<xref ref-type="bibr" rid="B64">2022</xref>) findings show that students&#x00027; delayed contentment significantly and positively affects their levels of EI, and PC mediates this process.</p>
<p>Based on the aforementioned arguments, the present study proposes the third hypothesis as follows:</p>
<list list-type="simple">
<list-item><p><italic>H3. PC mediates the relationship between university students&#x00027; EOI and EI</italic>.</p></list-item>
</list>
</sec>
<sec>
<title>Rationale for the present study</title>
<p>As per the entrepreneurial event model (EEM) (Shapero and Sokol, <xref ref-type="bibr" rid="B81">1982</xref>), three antecedents, namely perceived desirability, perceived feasibility, and propensity to act, play a decisive part in predicting EI. Previous studies indicated that individuals with high levels of sense and ability of EOI could perceive high feasibility, which, in turn, enhance their EIs (Corner and Ho, <xref ref-type="bibr" rid="B19">2010</xref>; Hanohov and Baldacchino, <xref ref-type="bibr" rid="B33">2017</xref>). On the other hand, a positive relationship between PC and students&#x00027; EI could be warranted by the social cognitive career theory (Lent et al., <xref ref-type="bibr" rid="B50">1993</xref>; Sheu et al., <xref ref-type="bibr" rid="B83">2010</xref>), which links career decisions to the perceptions of self-sufficiency and result in expectations. From the positive psychology, considering the synergy effect of PC attributes may be greater than the sum of sub-dimensions (Luthans et al., <xref ref-type="bibr" rid="B56">2007a</xref>), it is reasonable to posit that the interactive effects of EOI, PC, and EI should exist.</p>
<p>Taken together, based on the aforementioned analysis and previous studies, the present study&#x00027;s conceptual framework is shown in <xref ref-type="fig" rid="F1">Figure 1</xref>.</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p>Proposed mediation model. EOI, entrepreneurial opportunity identification; PC, psychological capital; EI, entrepreneurial intention.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyg-14-1129855-g0001.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="materials and methods" id="s3">
<title>Materials and methods</title>
<sec>
<title>Participants</title>
<p>The Ethics Committee of the Zhoukou Normal University approved the present study. Participants were enrolled by means of convenience sampling at a single university from a university in Zhoukou of Henan Province, China. An online questionnaire was designed since no questionnaire was submitted until all items were completed, and there was no incomplete questionnaire. An online questionnaire survey was distributed with the platform Questionnaire Star assisted by the class counselors. The entire survey took about 15 min. After eliminating 45 invalid questionnaires, because the answering time was too short (i.e., completed in &#x0003C; 120 s), finally 555 valid questionnaires were collected. The present study was carried out in accordance with the Declaration of Helsinki (Goodyear et al., <xref ref-type="bibr" rid="B30">2007</xref>), and all participants voluntarily filled out questionnaires and signed informed consent.</p>
</sec>
<sec>
<title>Measures</title>
<p>There were 44 items in the final questionnaire, consisting of three constructs, i.e., EOI, PC, and EI, and three demographic factors of the respondents, i.e., gender, grade, and major. The items of EOI, PC, and EI were all measured on a 5-point Likert-type scale, ranging from 1 (strongly disagree) to 5 (strongly agree).</p>
</sec>
<sec>
<title>Entrepreneurial intention</title>
<p>Entrepreneurial Intention was assessed using a measurement developed by Iakovleva et al. (<xref ref-type="bibr" rid="B43">2011</xref>) in this study. This scale consists of 10 items containing two dimensions: three items for entrepreneurial goal intention and seven items for goal implementation intention, the higher scores suggesting higher levels of EI. The sample item is &#x0201C;My professional goal is to become an entrepreneur.&#x0201D;</p>
</sec>
<sec>
<title>Psychological capital</title>
<p>To measure PC, a short version of the scale developed by Luthans et al. (<xref ref-type="bibr" rid="B56">2007a</xref>) was used for this study. This short version scale comprised 16 items and four dimensions: self-efficacy, optimism, hope, and resilience. The higher the score, the higher the level of PC. The sample item is &#x0201C;When things are uncertain for me, I usually expect the best.&#x0201D;</p>
</sec>
<sec>
<title>Entrepreneurial opportunity identification</title>
<p>To measure EOI, a creativity-based theoretical scale proposed by Hansen et al. (<xref ref-type="bibr" rid="B34">2011</xref>) was used. This scale consists of 15 items and five dimensions: preparation, incubation, insight, evaluation, and elaboration. Each dimension of this scale has three items, the higher the score indicates the higher the level of EOI. The sample item is &#x0201C;The most important thing is to believe in the idea.&#x0201D;</p>
</sec>
<sec>
<title>Model-data fit of the measurement model</title>
<p>Confirmatory factor analysis (CFA) was performed with AMOS software to ensure that the measurement models have good structural validity. Since an enormous sample size may cause increased chi-square values (the value is greater than the recommended value, i.e., &#x0003C; 5) (Doll et al., <xref ref-type="bibr" rid="B22">1994</xref>), the following indices are considered to test the fit indices of measurement models: RMR(&#x0003C; 0.05), RMSEA (&#x0003C; 0.08), CFI (&#x0003E;0.90), GFI (&#x0003E;0.90), TLI (&#x0003E;0.90), NFI (&#x0003E;0.90), IFI (&#x0003E;0.90), and SRMR(&#x0003C; 0.05) (Hu and Bentler, <xref ref-type="bibr" rid="B41">1999</xref>; McDonald and Ho, <xref ref-type="bibr" rid="B62">2002</xref>; Wolf et al., <xref ref-type="bibr" rid="B94">2013</xref>; Hayes, <xref ref-type="bibr" rid="B36">2015</xref>; Pavlov et al., <xref ref-type="bibr" rid="B73">2021</xref>). CFA results are shown in <xref ref-type="table" rid="T1">Table 1</xref>. As a whole, the results indicated a reasonable model-data fit of the measurement models.</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Measurement model validity.</p></caption> 
<table frame="box" rules="all">
<thead>
<tr style="background-color:&#x00023;919498;color:&#x00023;ffffff">
<th/>
<th valign="top" align="center"><bold>X<sup>2</sup>/df</bold></th>
<th valign="top" align="center"><bold>RMR</bold></th>
<th valign="top" align="center"><bold>RMSEA</bold></th>
<th valign="top" align="center"><bold>CFI</bold></th>
<th valign="top" align="center"><bold>GFI</bold></th>
<th valign="top" align="center"><bold>TLI</bold></th>
<th valign="top" align="center"><bold>NFI</bold></th>
<th valign="top" align="center"><bold>IFI</bold></th>
<th valign="top" align="center"><bold>SRMR</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">EOI</td>
<td valign="top" align="center">3.087</td>
<td valign="top" align="center">0.024</td>
<td valign="top" align="center">0.061</td>
<td valign="top" align="center">0.940</td>
<td valign="top" align="center">0.944</td>
<td valign="top" align="center">0.921</td>
<td valign="top" align="center">0.914</td>
<td valign="top" align="center">0.940</td>
<td valign="top" align="center">0.044</td>
</tr> <tr>
<td valign="top" align="left">PC</td>
<td valign="top" align="center">3.407</td>
<td valign="top" align="center">0.033</td>
<td valign="top" align="center">0.066</td>
<td valign="top" align="center">0.927</td>
<td valign="top" align="center">0.927</td>
<td valign="top" align="center">0.911</td>
<td valign="top" align="center">0.901</td>
<td valign="top" align="center">0.928</td>
<td valign="top" align="center">0.052</td>
</tr>
<tr>
<td valign="top" align="left">EI</td>
<td valign="top" align="center">6.120</td>
<td valign="top" align="center">0.034</td>
<td valign="top" align="center">0.096</td>
<td valign="top" align="center">0.925</td>
<td valign="top" align="center">0.928</td>
<td valign="top" align="center">0.900</td>
<td valign="top" align="center">0.912</td>
<td valign="top" align="center">0.925</td>
<td valign="top" align="center">0.052</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>EOI, entrepreneurial opportunity identification; PC, psychological capital; EI, entrepreneurial intention; CFI, comparative fit index; GFI, goodness-of-fit index; TLI, Tucker&#x02013;Lewis index; NFI, normed fit index; IFI, incremental fit index; SRMR, standardized root mean residual.</p>
</table-wrap-foot>
</table-wrap>
<p>For the confirmation of the reliability of the constructs, the average variance extracted (AVE), construct reliability (CR) of each dimension of the scales, and Cronbach&#x00027;s alpha (&#x003B1;) were computed. As shown in <xref ref-type="table" rid="T2">Table 2</xref>, where the minimum of AVE is above 0.36, Cronbach&#x00027;s &#x003B1; is more than 0.7, CR is more than the standard of 0.6, and the average factor loading of all items is basically larger than 0.6 and overpass 0.5, suggesting that all dimensions of the constructs have a good acceptable convergent validity (Fornell and Larcker, <xref ref-type="bibr" rid="B27">1981</xref>).</p>
<table-wrap position="float" id="T2">
<label>Table 2</label>
<caption><p>Reliability of constructs.</p></caption> 
<table frame="box" rules="all">
<thead>
<tr style="background-color:&#x00023;919498;color:&#x00023;ffffff">
<th valign="top" align="left"><bold>Variable name</bold></th>
<th valign="top" align="center"><bold>No. of items</bold></th>
<th valign="top" align="center"><bold>Avg CFA loading</bold></th>
<th valign="top" align="center"><bold>CR</bold></th>
<th valign="top" align="center"><bold>AVE</bold></th>
<th valign="top" align="center"><bold>Alpha</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">EOI-preparation</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">0.630</td>
<td valign="top" align="center">0.666</td>
<td valign="top" align="center">0.402</td>
<td valign="top" align="center">0.878</td>
</tr> <tr>
<td valign="top" align="left">EOI-incubation</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">0.741</td>
<td valign="top" align="center">0.786</td>
<td valign="top" align="center">0.550</td>
<td/>
</tr> <tr>
<td valign="top" align="left">EOI-insight</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">0.661</td>
<td valign="top" align="center">0.701</td>
<td valign="top" align="center">0.442</td>
<td/>
</tr> <tr>
<td valign="top" align="left">EOI-evaluation</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">0.596</td>
<td valign="top" align="center">0.624</td>
<td valign="top" align="center">0.360</td>
<td/>
</tr> <tr>
<td valign="top" align="left">EOI-elaboration</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">0.723</td>
<td valign="top" align="center">0.768</td>
<td valign="top" align="center">0.525</td>
<td/>
</tr> <tr>
<td valign="top" align="left">PC-self-efficacy</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">0.733</td>
<td valign="top" align="center">0.823</td>
<td valign="top" align="center">0.539</td>
<td valign="top" align="center">0.892</td>
</tr> <tr>
<td valign="top" align="left">PC-optimism</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">0.612</td>
<td valign="top" align="center">0.709</td>
<td valign="top" align="center">0.386</td>
<td/>
</tr> <tr>
<td valign="top" align="left">PC-hope</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">0.634</td>
<td valign="top" align="center">0.733</td>
<td valign="top" align="center">0.414</td>
<td/>
</tr> <tr>
<td valign="top" align="left">PC-resilience</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">0.684</td>
<td valign="top" align="center">0.779</td>
<td valign="top" align="center">0.469</td>
<td/>
</tr> <tr>
<td valign="top" align="left">EI-entrepreneurial goal intention</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">0.718</td>
<td valign="top" align="center">0.773</td>
<td valign="top" align="center">0.545</td>
<td valign="top" align="center">0.874</td>
</tr>
<tr>
<td valign="top" align="left">EI-goal implementation intention</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center">0.655</td>
<td valign="top" align="center">0.844</td>
<td valign="top" align="center">0.444</td>
<td/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>EOI, entrepreneurial opportunity identification; PC, psychological capital; EI, entrepreneurial intention.</p>
</table-wrap-foot>
</table-wrap>
<p>As to the divergent validity, the method of the squared root of AVE recommended by Fornell and Larcker (<xref ref-type="bibr" rid="B27">1981</xref>) was used. As displayed in <xref ref-type="table" rid="T3">Table 3</xref>, the number of squared roots of AVE of every dimension is found larger than the coefficient correlation with every construct, thus meeting the criteria for evaluation divergent validity.</p>
<table-wrap position="float" id="T3">
<label>Table 3</label>
<caption><p>Discriminant validity.</p></caption> 
<table frame="box" rules="all">
<thead>
<tr style="background-color:&#x00023;919498;color:&#x00023;ffffff">
<th/>
<th valign="top" align="center"><bold>M</bold></th>
<th valign="top" align="center"><bold>SD</bold></th>
<th valign="top" align="center"><bold>PC-1</bold></th>
<th valign="top" align="center"><bold>PC-2</bold></th>
<th valign="top" align="center"><bold>PC-3</bold></th>
<th valign="top" align="center"><bold>PC-4</bold></th>
<th valign="top" align="center"><bold>EOI-1</bold></th>
<th valign="top" align="center"><bold>EOI-2</bold></th>
<th valign="top" align="center"><bold>EOI-3</bold></th>
<th valign="top" align="center"><bold>EOI-4</bold></th>
<th valign="top" align="center"><bold>EOI-5</bold></th>
<th valign="top" align="center"><bold>EI-1</bold></th>
<th valign="top" align="center"><bold>EI-2</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">PC-1</td>
<td valign="top" align="center">3.140</td>
<td valign="top" align="center">0.621</td>
<td valign="top" align="center"><bold>0.734</bold></td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr> <tr>
<td valign="top" align="left">PC-2</td>
<td valign="top" align="center">3.128</td>
<td valign="top" align="center">0.620</td>
<td valign="top" align="center">0.583<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center"><bold>0.621</bold></td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr> <tr>
<td valign="top" align="left">PC-3</td>
<td valign="top" align="center">3.334</td>
<td valign="top" align="center">0.589</td>
<td valign="top" align="center">0.586<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.535<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center"><bold>0.643</bold></td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr> <tr>
<td valign="top" align="left">PC-4</td>
<td valign="top" align="center">3.299</td>
<td valign="top" align="center">0.591</td>
<td valign="top" align="center">0.462<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.482<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.627<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center"><bold>0.685</bold></td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr> <tr>
<td valign="top" align="left">EOI-1</td>
<td valign="top" align="center">3.585</td>
<td valign="top" align="center">0.535</td>
<td valign="top" align="center">0.421<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.360<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.465<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.442<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center"><bold>0.634</bold></td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr> <tr>
<td valign="top" align="left">EOI-2</td>
<td valign="top" align="center">3.505</td>
<td valign="top" align="center">0.594</td>
<td valign="top" align="center">0.499<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.400<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.517<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.479<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.635<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center"><bold>0.742</bold></td>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr> <tr>
<td valign="top" align="left">EOI-3</td>
<td valign="top" align="center">3.348</td>
<td valign="top" align="center">0.624</td>
<td valign="top" align="center">0.337<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.374<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.373<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.324<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.426<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.546<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center"><bold>0.665</bold></td>
<td/>
<td/>
<td/>
<td/>
</tr> <tr>
<td valign="top" align="left">EOI-4</td>
<td valign="top" align="center">3.476</td>
<td valign="top" align="center">0.592</td>
<td valign="top" align="center">0.363<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.353<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.289<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.301<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.462<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.442<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.389<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center"><bold>0.600</bold></td>
<td/>
<td/>
<td/>
</tr> <tr>
<td valign="top" align="left">EOI-5</td>
<td valign="top" align="center">3.590</td>
<td valign="top" align="center">0.558</td>
<td valign="top" align="center">0.401<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.363<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.397<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.400<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.525<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.494<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.450<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.545<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center"><bold>0.725</bold></td>
<td/>
<td/>
</tr> <tr>
<td valign="top" align="left">EI-1</td>
<td valign="top" align="center">3.136</td>
<td valign="top" align="center">0.640</td>
<td valign="top" align="center">0.539<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.402<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.349<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.345<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.267<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.354<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.235<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.234<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.234<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center"><bold>0.738</bold></td>
<td/>
</tr>
<tr>
<td valign="top" align="left">EI-2</td>
<td valign="top" align="center">3.045</td>
<td valign="top" align="center">0.582</td>
<td valign="top" align="center">0.643<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.448<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.405<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.349<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.353<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.459<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.368<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.311<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.368<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.690<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center"><bold>0.666</bold></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>EOI-1, preparation; EOI-2, incubation; EOI-3, insight; EOI-4, evaluation; EOI-5, elaboration; PC-1, self-efficacy; PC-2, optimism; PC-3, hope; PC-4, resilience; EI-1, entrepreneurial goal intention; EI-2, goal implementation intention. The bold is the squared root of AVE. <sup>&#x0002A;&#x0002A;&#x0002A;</sup><italic>p</italic> &#x0003C; 0.001.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec>
<title>Data analysis</title>
<p>Before statistical analysis, Harman&#x00027;s single factor was used to assess the common method variance. Second, respondents&#x00027; demographic profiles, descriptive statistics, and correlation analysis were performed using SPSS 21.0 software. Third, to assess the hypothesis, the covariance base structural equation modeling (CB-SEM) in AMOS 21.0 software was used, not least because it could test relationships between many factors simultaneously (Kline, <xref ref-type="bibr" rid="B47">1988</xref>). Finally, to test the vigor of the mediating effect, the method of bootstrapping with 5,000 times resampling was further conducted. According to Preacher and Hayes (<xref ref-type="bibr" rid="B76">2008</xref>), compared with the traditional causal steps, the method of bootstrapping has shown greater statistical power.</p>
</sec>
</sec>
<sec sec-type="results" id="s4">
<title>Results</title>
<sec>
<title>Common method variance test</title>
<p>In self-report surveys, there may be common method variance with the potential to postulate relations in a model. In the present study, Harman&#x00027;s single factor test was performed to check for common method variance (Podsakoff and Organ, <xref ref-type="bibr" rid="B75">1986</xref>). A total of seven factors with an eigenvalue over one were obtained by unrotated principal component factor analysis for all variables. The first emerging unrotated factor accounted for 29.898% of the overall, lower than the standard value of 50% (Podsakoff et al., <xref ref-type="bibr" rid="B74">2003</xref>). The obtained data could be further analyzed.</p>
</sec>
<sec>
<title>Respondents&#x00027; profile</title>
<p><xref ref-type="table" rid="T4">Table 4</xref> shows the respondents&#x00027; profiles. For gender, a majority of respondents were women (445, 80.2%), whereas 110 (19.8%) were men. For the grade, 100 respondents (18%) were freshmen, 102 respondents (18.4%) were sophomores, 294 respondents (53%) were juniors, and 59 respondents (10.6%) were seniors. For respondents&#x00027; majors, 456 respondents (82.2%) were humanities, 73 respondents (13.2%) were science, and 26 respondents (4.7%) were engineering.</p>
<table-wrap position="float" id="T4">
<label>Table 4</label>
<caption><p>Profile of participants.</p></caption> 
<table frame="box" rules="all">
<thead>
<tr style="background-color:&#x00023;919498;color:&#x00023;ffffff">
<th valign="top" align="left"><bold>Item</bold></th>
<th valign="top" align="center"><bold>Category</bold></th>
<th valign="top" align="center"><bold>Frequency</bold></th>
<th valign="top" align="center"><bold>Percent</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Gender</td>
<td valign="top" align="center">Male</td>
<td valign="top" align="center">110</td>
<td valign="top" align="center">19.8%</td>
</tr> <tr>
<td/>
<td valign="top" align="center">Female</td>
<td valign="top" align="center">445</td>
<td valign="top" align="center">80.2%</td>
</tr> <tr>
<td valign="top" align="left">Grade</td>
<td valign="top" align="center">Freshman</td>
<td valign="top" align="center">100</td>
<td valign="top" align="center">18%</td>
</tr> <tr>
<td/>
<td valign="top" align="center">Sophomore</td>
<td valign="top" align="center">102</td>
<td valign="top" align="center">18.4%</td>
</tr> <tr>
<td/>
<td valign="top" align="center">Junior</td>
<td valign="top" align="center">294</td>
<td valign="top" align="center">53%</td>
</tr> <tr>
<td/>
<td valign="top" align="center">Senior</td>
<td valign="top" align="center">59</td>
<td valign="top" align="center">10.6%</td>
</tr> <tr>
<td valign="top" align="left">Major</td>
<td valign="top" align="center">Humanities</td>
<td valign="top" align="center">456</td>
<td valign="top" align="center">82.2%</td>
</tr> <tr>
<td/>
<td valign="top" align="center">Science</td>
<td valign="top" align="center">73</td>
<td valign="top" align="center">13.2%</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">Engineering</td>
<td valign="top" align="center">26</td>
<td valign="top" align="center">4.7%</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec>
<title>Descriptive statistics and correlation analysis</title>
<p>Descriptive statistics and correlations of the main variables are displayed in <xref ref-type="table" rid="T5">Table 5</xref>. The results show the EOI (M = 3.501), EI (M = 3.072), and PC (M = 3.225) of university students. It can be seen that university students&#x00027; EOI, EI, and PC were at an above average level. University students&#x00027; EOI was significantly correlated with PC (<italic>r</italic> = 0.627, <italic>p</italic> &#x0003C; 0.001), and EI was significantly correlated with PC (<italic>r</italic> = 0.591, <italic>p</italic> &#x0003C; 0.001); in addition, EOI was significantly correlated with EI (<italic>r</italic> = 0.472, <italic>p</italic> &#x0003C; 0.001). Moreover, the correlation coefficients between the variables ranged from 0.472 to 0.627, all of which were significant but not more than 0.8, showing that there were no high correlations and no serious collinearity problems.</p>
<table-wrap position="float" id="T5">
<label>Table 5</label>
<caption><p>Descriptive statistics and correlations among variables.</p></caption> 
<table frame="box" rules="all">
<thead>
<tr style="background-color:&#x00023;919498;color:&#x00023;ffffff">
<th valign="top" align="left"><bold>Variables</bold></th>
<th valign="top" align="center"><bold>M</bold></th>
<th valign="top" align="center"><bold>SD</bold></th>
<th valign="top" align="center"><bold>EOI</bold></th>
<th valign="top" align="center"><bold>PC</bold></th>
<th valign="top" align="center"><bold>EI</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">EOI</td>
<td valign="top" align="center">3.501</td>
<td valign="top" align="center">0.447</td>
<td valign="top" align="center">1</td>
<td/>
<td/>
</tr> <tr>
<td valign="top" align="left">PC</td>
<td valign="top" align="center">3.225</td>
<td valign="top" align="center">0.491</td>
<td valign="top" align="center">0.627<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">1</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">EI</td>
<td valign="top" align="center">3.072</td>
<td valign="top" align="center">0.558</td>
<td valign="top" align="center">0.472<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.591<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">1</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><sup>&#x0002A;&#x0002A;&#x0002A;</sup><italic>p</italic> &#x0003C; 0.001; M, mean; SD, standard deviation; EOI, entrepreneurial opportunity identification; PC, psychological capital; EI, entrepreneurial intention.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec>
<title>Test of hypothesis</title>
<p>In the present study, ANOVA analysis and <italic>t</italic>-test results indicate that gender (<italic>t</italic> = 0.482, <italic>p</italic> &#x0003E; 0.050), grade (<italic>F</italic> = 2.446, <italic>p</italic> &#x0003E; 0.050), and major (<italic>F</italic> = 1.598, <italic>p</italic> &#x0003E; 0.050) have no significant difference in university students&#x00027; EI. Therefore, this research does not control the impact on EI of gender, grade, and major. This study hypothesized EOI as the predictive variable, EI as the dependent variable, and PC as the mediating variable of the relation between EOI and EI. Two models of SEM in AMOS 21.0 were constructed as follows.</p>
<p>First, this research adopted model 1 to construct the main effect model of the impact of EOI on EI. The model fitness index is shown in <xref ref-type="table" rid="T6">Table 6</xref>, which means that this structural model has a reasonable model-data fit (Hu and Bentler, <xref ref-type="bibr" rid="B41">1999</xref>; Wolf et al., <xref ref-type="bibr" rid="B94">2013</xref>; Hayes, <xref ref-type="bibr" rid="B36">2015</xref>; Pavlov et al., <xref ref-type="bibr" rid="B73">2021</xref>).</p>
<table-wrap position="float" id="T6">
<label>Table 6</label>
<caption><p>Structural model validity.</p></caption> 
<table frame="box" rules="all">
<thead>
<tr style="background-color:&#x00023;919498;color:&#x00023;ffffff">
<th valign="top" align="left"><bold>Models</bold></th>
<th valign="top" align="center"><bold>X<sup>2</sup>/df</bold></th>
<th valign="top" align="center"><bold>RMR</bold></th>
<th valign="top" align="center"><bold>RMSEA</bold></th>
<th valign="top" align="center"><bold>CFI</bold></th>
<th valign="top" align="center"><bold>GFI</bold></th>
<th valign="top" align="center"><bold>TLI</bold></th>
<th valign="top" align="center"><bold>NFI</bold></th>
<th valign="top" align="center"><bold>IFI</bold></th>
<th valign="top" align="center"><bold>SRMR</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Model 1: EOI &#x02192; EI</td>
<td valign="top" align="center">5.175</td>
<td valign="top" align="center">0.012</td>
<td valign="top" align="center">0.087</td>
<td valign="top" align="center">0.963</td>
<td valign="top" align="center">0.966</td>
<td valign="top" align="center">0.941</td>
<td valign="top" align="center">0.955</td>
<td valign="top" align="center">0.964</td>
<td valign="top" align="center">0.035</td>
</tr>
<tr>
<td valign="top" align="left">Model 2: EOI &#x02192; PC &#x02192; EI</td>
<td valign="top" align="center">5.864</td>
<td valign="top" align="center">0.016</td>
<td valign="top" align="center">0.094</td>
<td valign="top" align="center">0.929</td>
<td valign="top" align="center">0.924</td>
<td valign="top" align="center">0.905</td>
<td valign="top" align="center">0.916</td>
<td valign="top" align="center">0.929</td>
<td valign="top" align="center">0.045</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>EOI, entrepreneurial opportunity identification; EI, entrepreneurial intention; PC, psychological capital; CFI, comparative fit index; GFI, goodness-of-fit index; TLI, Tucker&#x02013;Lewis index; NFI, normed fit index; IFI, incremental fit index; SRMR, standardized root mean residual.</p>
</table-wrap-foot>
</table-wrap>
<p>According to the research result (as in <xref ref-type="fig" rid="F2">Figure 2</xref>), EOI can significantly predict university students&#x00027; EI (&#x003B2; = 0.546, <italic>p</italic> &#x0003C; 0.001), so H1 is supported.</p>
<fig id="F2" position="float">
<label>Figure 2</label>
<caption><p>The effects of EOI on EI. &#x0002A;&#x0002A;&#x0002A;<italic>p</italic> &#x0003C; 0.001; EOI, entrepreneurial opportunity identification; EI, entrepreneurial intention.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyg-14-1129855-g0002.tif"/>
</fig>
<p>Second, the present study adopted model 2 to examine the mediating effect of PC on EOI and EI. As per the test procedures for mediating effect (Nevitt and Hancock, <xref ref-type="bibr" rid="B67">2001</xref>; Preacher and Hayes, <xref ref-type="bibr" rid="B76">2008</xref>; Hayes, <xref ref-type="bibr" rid="B37">2018</xref>), PC was added as the mediating variable between EOI and EI. The model analysis results are shown in <xref ref-type="table" rid="T6">Table 6</xref>, indicating that the mediating effect had a reasonable model-data fit (Hu and Bentler, <xref ref-type="bibr" rid="B41">1999</xref>; McDonald and Ho, <xref ref-type="bibr" rid="B62">2002</xref>; Wolf et al., <xref ref-type="bibr" rid="B94">2013</xref>; Hayes, <xref ref-type="bibr" rid="B36">2015</xref>; Pavlov et al., <xref ref-type="bibr" rid="B73">2021</xref>). According to the research results (as in <xref ref-type="fig" rid="F3">Figure 3</xref>), in the path of EOI &#x02192; PC &#x02192; EI, EOI has a significant and positive impact on PC (&#x003B2; = 0.765, <italic>p</italic> &#x0003C; 0.001); PC has a significant and positive impact on EI (&#x003B2; = 0.686, <italic>p</italic> &#x0003C; 0.001); EOI does not have a significant impact on EI (&#x003B2; = 0.045, <italic>p</italic> &#x0003E; 0.05). It can be seen that PC can significantly predict college students&#x00027; EIs, so H2 is supported. However, after adding PC as the mediating variable between EOI and EI, the path coefficient of the impact of EOI on EI is not significant anymore. This suggests that PC capital plays a fully mediating role between EOI and EI, supporting H3.</p>
<fig id="F3" position="float">
<label>Figure 3</label>
<caption><p>Testing the mediation model. &#x0002A;&#x0002A;&#x0002A;<italic>p</italic> &#x0003C; 0.001; EOI, entrepreneurial opportunity identification; PC, psychological capital; EI, entrepreneurial intention.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyg-14-1129855-g0003.tif"/>
</fig>
<p>The method of bootstrapping that randomly repeated sampling 5,000 times with AMOS 21.0 was further used to test the stability of the mediating model. The results are shown in <xref ref-type="table" rid="T7">Table 7</xref>.</p>
<table-wrap position="float" id="T7">
<label>Table 7</label>
<caption><p>Bootstrap analyses of a hypothesis mediation model.</p></caption> 
<table frame="box" rules="all">
<thead>
<tr style="background-color:&#x00023;919498;color:&#x00023;ffffff">
<th valign="top" align="left"><bold>Effects</bold></th>
<th valign="top" align="center"><bold>&#x003B2;</bold></th>
<th valign="top" align="center"><bold><italic>p</italic></bold></th>
<th valign="top" align="center" colspan="2"><bold>95% confidence interval</bold></th>
</tr>
</thead>
<tbody>
<tr style="background-color:&#x00023;919498;color:&#x00023;ffffff">
<td/>
<td/>
<td/>
<td valign="top" align="center"><bold>Lower limit</bold></td>
<td valign="top" align="center"><bold>Upper limit</bold></td>
</tr> <tr style="background-color:#919497; color:#ffffff;">
<td valign="top" align="left" colspan="5"><bold>Direct effect</bold></td>
</tr> <tr>
<td valign="top" align="left">EOI &#x02192; PC</td>
<td valign="top" align="center">0.765<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">&#x0003C; 0.001</td>
<td valign="top" align="center">0.695</td>
<td valign="top" align="center">0.826</td>
</tr> <tr>
<td valign="top" align="left">PC &#x02192; EI</td>
<td valign="top" align="center">0.686<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">&#x0003C; 0.001</td>
<td valign="top" align="center">0.501</td>
<td valign="top" align="center">0.851</td>
</tr> <tr>
<td valign="top" align="left">EOI &#x02192; EI</td>
<td valign="top" align="center">0.045</td>
<td valign="top" align="center">=0.559</td>
<td valign="top" align="center">&#x02212;0.120</td>
<td valign="top" align="center">0.213</td>
</tr> <tr style="background-color:#919497; color:#ffffff;">
<td valign="top" align="left" colspan="5"><bold>Indirect effect</bold></td>
</tr> <tr>
<td valign="top" align="left">EOI &#x02192; CP &#x02192; EI</td>
<td valign="top" align="center">0.525<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">&#x0003C; 0.001</td>
<td valign="top" align="center">0.383</td>
<td valign="top" align="center">0.673</td>
</tr>
<tr>
<td valign="top" align="left">Total effect</td>
<td valign="top" align="center">0.570&#x0002A;&#x0002A;&#x0002A;</td>
<td valign="top" align="center">&#x0003C; 0.001</td>
<td valign="top" align="center">0.493</td>
<td valign="top" align="center">0.645</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><sup>&#x0002A;&#x0002A;&#x0002A;</sup><italic>p</italic> &#x0003C; 0.001; EOI, entrepreneurial opportunity identification; PC, psychological capital; EI, entrepreneurial intention.</p>
</table-wrap-foot>
</table-wrap>
<p>As shown in <xref ref-type="table" rid="T7">Table 7</xref>, the direct effect of EOI on PC on EI was 0.765, and the 95% CI (0.695&#x02013;0.826) excluded 0; the direct effect of EOI and PC was 0.686, the 95% CI (0.501&#x02013;0.851) excluded 0; however, the direct effect of EOI on EI was 0.045, and the 95% confidence interval (&#x02212;0.120 to 0.213) included 0. This implied that in the mediating model, the effect of EOI on EI was not significant, PC played a full mediating role between EOI on entrepreneurial, the effect of mediation (0.765 <sup>&#x0002A;</sup> 0.686) was 0.525, and the 95% confidence (0.383&#x02013;0.673) interval excluded 0. Moreover, the total effect was 0.570. These findings show that the mediation effect of PC works well in our proposed model. Without PC, university student&#x00027;s sense and ability of EOI cannot exert a significant effect on their EI.</p>
</sec>
</sec>
<sec sec-type="discussion" id="s5">
<title>Discussion</title>
<sec>
<title>Main findings</title>
<p>Drawing upon the EEM and previous studies on EI, in a sample of 555 university students in China, the present study aimed to examine the role of EOI and PC in developing EI among university students.</p>
<p>First, the present study shows that university students&#x00027; EOI significantly and positively affected their EI, supporting H1. This result is similar to the previous results conducted in the field of business (e.g., Zahra et al., <xref ref-type="bibr" rid="B98">2009</xref>; Hills et al., <xref ref-type="bibr" rid="B38">2011</xref>; Mahmood et al., <xref ref-type="bibr" rid="B60">2019</xref>), indicating that the higher the level of university students&#x00027; EOI is, the higher their EI will be. That is, university students&#x00027; sense and ability of EOI is an important predictor of EI. Having a favorable attitude toward entrepreneurship does not necessarily form EI. Only when identifying a potential business opportunity, university students could show up a higher level of their EI thus engaging in starting an entrepreneurial journey.</p>
<p>As far as the nature of the entrepreneurial opportunity, there are two competing views, i.e., the discovery and the creation point of view (Edelman and Yli-Renko, <xref ref-type="bibr" rid="B24">2010</xref>; Kuckertz et al., <xref ref-type="bibr" rid="B49">2017</xref>; Niu et al., <xref ref-type="bibr" rid="B68">2022</xref>). Moreover, yet for university students, the creation point of view is more appropriate than the discovery point of view for examining university students&#x00027; ability of EOI (Munoz et al., <xref ref-type="bibr" rid="B63">2011</xref>; Chen and Tao, <xref ref-type="bibr" rid="B16">2021</xref>). Since they have no direct business experiences, no exposure to the changing market and the multiply information, so entrepreneurial opportunity is not out there, merely wait to be discovered by university students (Hansen et al., <xref ref-type="bibr" rid="B34">2011</xref>). One of the main effects resulting from entrepreneurial education, however, is to enhance the creativity of university students. Scholars have noticed that entrepreneurial education could positively and significantly affect creativity (Hu et al., <xref ref-type="bibr" rid="B42">2018</xref>; Shi et al., <xref ref-type="bibr" rid="B84">2020</xref>). According to Alshebami et al. (<xref ref-type="bibr" rid="B5">2022</xref>), for instance, lecturers&#x00027; creativity could significantly influence students&#x00027; entrepreneurial intentions. In this sense, considering the creativity-related nature of the entrepreneurial opportunity, developing the identification of opportunities is essential for entrepreneurial education programs.</p>
<p>Second, according to the H2, PC has a positive prediction of university students&#x00027; EI, that is, enhancing university students&#x00027; PC is key to improving their lower EI. This result is in line with previous research that the psychological resources appropriate for PC are linked to entrepreneurship (Baron et al., <xref ref-type="bibr" rid="B11">2016</xref>; Nolzen, <xref ref-type="bibr" rid="B69">2018</xref>; Wang et al., <xref ref-type="bibr" rid="B91">2022</xref>). This study, with inspiration from Ephrem et al. (<xref ref-type="bibr" rid="B25">2019</xref>) and Mahfud et al. (<xref ref-type="bibr" rid="B59">2020</xref>), emphasizes the importance of PC in explaining why some individuals are more willing toward entrepreneurship than others. Compared with university students&#x00027; EOI, the present study found that university students&#x00027; PC had a greater effect on their EI, and deeply understanding the psychological factors of university students is especially important when university students have perceived the feasibility of a new business.</p>
<p>In the present study, PC was regarded as a conceptual superstructure, separately from each component (Luthans et al., <xref ref-type="bibr" rid="B56">2007a</xref>). Increasing the PC of university students will help them define their personal career goals, develop their self-belief to achieve those goals, and overcome the fear of entrepreneurship (Baluku et al., <xref ref-type="bibr" rid="B8">2016</xref>). Those students with higher PC, i.e., have the skills to have faith in their skills and insights, to identify business opportunities where others see disorder, to focus on different ways to achieve their goals, and to get back up from a fall and adversity, are more engaged in courageous behaviors than students who do not.</p>
<p>Third, according to the H3, this research further discovered that PC positively mediates the relationship between EOI and EI. The finding is in line with previous studies on the TPB (Karimi and Makreet, <xref ref-type="bibr" rid="B45">2020</xref>), which supported the mediating role of psychological factors in the relationship between EOI and EI. Consistent with those studies, this study further reinforces that EI requires not only strong desirability and personal feasibility, shown in a sense and ability toward entrepreneurial opportunity, but also needs to strengthen psychological resources. Moreover, our study shows that PC mediates the full effect of EOI on EI. University students&#x00027; lower sense and ability of EOI need to be counterbalanced with higher levels of psychological investment, that is, EOI alone cannot influence the intention of university students&#x00027; EI.</p>
<p>The full mediating effect of PC on EI was also reported by some recent studies. For example, recently, in a sample of 215 polytechnic students in Indonesia, Mahfud et al. (<xref ref-type="bibr" rid="B59">2020</xref>) found that entrepreneurial attitude orientation, social capital, and PC could collaboratively influence the polytechnic students&#x00027; EI, and PC was found to fully mediate the impact of social capital on EI. Similarly, a study targeted 752 female students, and Chang et al. (<xref ref-type="bibr" rid="B14">2022</xref>) indicated that an entrepreneurial mindset had a mediation effect between entrepreneurial competency and EI; in particular, without an entrepreneurial mindset, entrepreneurial competency alone cannot significantly exert effects on EI. As with other research, this finding from the present study was not conclusive; to understand this issue, more research should be added up.</p>
</sec>
<sec>
<title>Theoretical contributions and practical implications</title>
<p>The present result may provide some theoretical contributions to the literature. First, although previous research in the field of business has confirmed that EOI has a significant and positive impact on entrepreneurship intention, the influence of EOI on entrepreneurship intention and its underlying mechanism remains unclear. The present study explored the mediating mechanism of EOI on EI in the field of education, indicating that PC plays an important mediating role in university students&#x00027; entrepreneurial intent. The result could enrich previous understanding about the relationship between EOI and EI in the field of business, adding further empirical evidence to entrepreneurship literature. Second, the present study followed Li&#x000F1;&#x000E1;n and Fayolle (<xref ref-type="bibr" rid="B53">2015</xref>) previous suggestions, according to them, researching EI should transfer from traditional models, which mainly focus on the independent and direct explanatory variables, to an approach of indirect factors. In this vein, the present study highlighted the key indirect role of PC. Especially, PC has a full mediating role in the relationship between EOI and EI. This study result could add further empirical evidence to the &#x0201C;core structure&#x0201D; of PC in the field of education, i.e., collective PC has a stronger effect than that of each of its components (Luthans et al., <xref ref-type="bibr" rid="B56">2007a</xref>). Compared with university students&#x00027; sense and ability of EOI, the development of university students&#x00027; PC is more important to cultivate their EI.</p>
<p>Some practical suggestions could also be inferred from the present study. It is recommended that entrepreneurial courses and training programs carried out by educators should concentrate on cultivating cognitive factors; among which, educators and practitioners should pay regard to the role of EOI and PC collaboratively. On the one hand, educators should design strategies to increase university students&#x00027; sense and ability of EOI, which can be addressed by experience-based learning processes, such as hands-on activities, simulation case studies, and business competition (Wang and Ortiz, <xref ref-type="bibr" rid="B93">2022</xref>). On the other hand, having the necessary skills of EOI to initiate entrepreneurial activities alone is not necessarily leading to university students&#x00027; entrepreneurial behaviors; educators need to equip students with positive psychological resources, such as PC, which can be developed and taught. Various measures could be adopted by educators to improve students&#x00027; levels of PC, such as local case studies and face-to-face discussions with successful entrepreneurs (Su et al., <xref ref-type="bibr" rid="B88">2020</xref>; Xie et al., <xref ref-type="bibr" rid="B96">2022</xref>). The training and learning process of PC could positively affect students&#x00027; EI by increasing their level of creativity, information processing ability, and intellectual fluency, which, in turn, enhances the chances to act upon identified business opportunities (Ephrem et al., <xref ref-type="bibr" rid="B25">2019</xref>). PC can be developed for university students, the most potential group of entrepreneurs.</p>
</sec>
<sec>
<title>Limitations and future research</title>
<p>Some limitations must be noted in the present study, which could be carried out in future studies. First, following previous studies, data used in this study were collected only from one university in China with a cross-sectional design; thus, a general conclusion cannot be made. Especially, although EI may be the predictor of entrepreneurship, it is not the behavior itself (Neneh, <xref ref-type="bibr" rid="B66">2019</xref>), and the level of EI may change over time. To generalize the conclusion, future studies would use longitudinal data to track the intention-behavior process. Such studies could look closer at which factors impact the transformation of intention into actions (Li et al., <xref ref-type="bibr" rid="B51">2020</xref>).</p>
<p>Another limitation is that PC was collected among university students, and the measure of which was used by a general version of PC, not entrepreneurial PC <italic>per se</italic>. University students might have different PC compared with other groups, such as nascent entrepreneurs (Bockorny and Youssef-Morgan, <xref ref-type="bibr" rid="B13">2019</xref>; Chen and Tao, <xref ref-type="bibr" rid="B16">2021</xref>). In this vein, future studies should collect data from young entrepreneurs with the entrepreneurial PC scale, to compare the PC of entrepreneurs to that of would-be entrepreneurs.</p>
<p>Finally, in this study, only PC was used as the mediator of EOI to draw inferences on EI, there are other cognitive variables that could act as a mediator. Thus, more cognitive factors (e.g., locus of control, behavioral attitude, and subjective social norms) and psychological resources (e.g., autonomy, entrepreneurial competence, and positive emotions) can be used in future studies (Baluku et al., <xref ref-type="bibr" rid="B9">2018</xref>; Chen et al., <xref ref-type="bibr" rid="B15">2021</xref>; Lv et al., <xref ref-type="bibr" rid="B58">2021</xref>).</p>
</sec>
</sec>
<sec sec-type="conclusions" id="s6">
<title>Conclusion</title>
<p>Based on the entrepreneurial event model (EEM), the present study tried to propose a mediating model for understanding the role of PC in the relationship between EOI and EI among university students from the positive psychology perspective. The results concluded that university students&#x00027; sense and ability of EOI had a positive and significant effect on their EI. In particular, the mediating role of PC between university students&#x00027; EOI and their entrepreneurship intentions was found. Enhancing the PC of university students could increase their capacity to use entrepreneurship opportunities and develop higher intentions for entrepreneurial initiatives. The present study could shed light on new instructions to examine the interaction between the cognitive and psychological components of entrepreneurship. Considering the importance of the entrepreneurial opportunity to sustainable entrepreneurship, more mechanisms between EOI and EI should be carried out in future studies.</p>
</sec>
<sec sec-type="data-availability" id="s7">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding authors.</p>
</sec>
<sec sec-type="ethics-statement" id="s8">
<title>Ethics statement</title>
<p>Written informed consent was obtained from the individual(s), and minor(s)&#x00027; legal guardian/next of kin, for the publication of any potentially identifiable images or data included in this article.</p>
</sec>
<sec sec-type="author-contributions" id="s9">
<title>Author contributions</title>
<p>HZ and HC designed the study, revised the manuscript, collected, and analyzed the data. HZ provided the original manuscript. Both authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<sec sec-type="COI-statement" id="conf1">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s10">
<title>Publisher&#x00027;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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