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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.2023.1116617</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>Cultivating organizational performance through the performance measurement systems: Role of psychological empowerment and creativity</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Lu</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2138172/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Kim</surname>
<given-names>Dalgon</given-names>
</name>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Ding</surname>
<given-names>Shusheng</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="c001" ref-type="corresp"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2106062/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Business School, Ningbo University</institution>, <addr-line>Ningbo</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Business School, Gyeongsang National University</institution>, <addr-line>Jinju</addr-line>, <country>Republic of Korea</country></aff>
<author-notes>
<fn id="fn0001" fn-type="edited-by"><p>Edited by: Sajad Rezaei, University of Worcester, United Kingdom</p></fn>
<fn id="fn0002" fn-type="edited-by"><p>Reviewed by: Ay&#x015F;e G&#x00FC;nsel, Kocaeli University, T&#x00FC;rkiye; Luliya Teeratansirikool, Prince of Songkla University, Thailand</p></fn>
<corresp id="c001">&#x002A;Correspondence: Shusheng Ding, <email>dingshusheng@nbu.edu.cn</email></corresp>
<fn id="fn0003" fn-type="other"><p>This article was submitted to Organizational Psychology, a section of the journal Frontiers in Psychology</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>22</day>
<month>03</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>14</volume>
<elocation-id>1116617</elocation-id>
<history>
<date date-type="received">
<day>05</day>
<month>12</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>21</day>
<month>02</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2023 Zhang, Kim and Ding.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Zhang, Kim and Ding</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>
<p>Interactive performance measurement systems (PMSs) play a critical role in shaping individual behavior and performance. To identify the underlying mechanism of how PMSs enhance organizational performance, a proposed model was constructed to investigate psychological empowerment and employee creativity as possible mediating variables. Based on a sample of 211 managers from Chinese organizations, a partial least squares structural equation modelling (PLS-SEM) approach was used to examine the mediating effect presented in the aim. Interactive use of PMS has a positive and direct impact on psychological empowerment. Psychological empowerment positively influences creativity, which, in turn, positively influences organizational performance. The findings also show that psychological empowerment and creativity mediate the impacts of interactive use of PMS on organizational performance. Our study highlights the role of PMSs, and how to use them interactively in turbulent environments. Particularly, we demonstrate that interactive use of PMS is important for facilitating a manager&#x2019;s sense of psychological empowerment and fostering creativity, which, in turn, contributes to better performance and greater competitive advantages.</p>
</abstract>
<kwd-group>
<kwd>interactive performance measurement system use</kwd>
<kwd>psychological empowerment</kwd>
<kwd>creativity</kwd>
<kwd>organizational performance</kwd>
<kwd>structural equation modelling</kwd>
</kwd-group>
<counts>
<fig-count count="1"/>
<table-count count="6"/>
<equation-count count="0"/>
<ref-count count="77"/>
<page-count count="12"/>
<word-count count="9236"/>
</counts>
</article-meta>
</front>
<body>
<sec id="sec1" sec-type="intro">
<label>1.</label>
<title>Introduction</title>
<p>Creativity and psychological empowerment have become popular issues in today&#x2019;s turbulent and competitive business environment (<xref ref-type="bibr" rid="ref5">Amabile, 1988</xref>; <xref ref-type="bibr" rid="ref80">Zhou and George, 2001</xref>). Based on resource-based theory (RBT), creativity is an intangible resource embedded within a firm that can provide a competitive advantage (<xref ref-type="bibr" rid="ref12">Barney, 1991</xref>; <xref ref-type="bibr" rid="ref41">Im and Workman, 2004</xref>). Recent research has indicated that psychological empowerment plays a key role in facilitating individual creativity (<xref ref-type="bibr" rid="ref6">Amabile et al., 1996</xref>; <xref ref-type="bibr" rid="ref77">Zhang and Bartol, 2010</xref>; <xref ref-type="bibr" rid="ref48">Moulang, 2015</xref>) because psychological empowerment acts as an internal stimulator, which allows individuals to perceive their own ability to skillfully perform their work activities (<xref ref-type="bibr" rid="ref63">Spreitzer, 1995</xref>). This cognition of psychological empowerment contributes to an improvement in individual performance outcomes (<xref ref-type="bibr" rid="ref77">Zhang and Bartol, 2010</xref>; <xref ref-type="bibr" rid="ref26">Dust et al., 2018</xref>; <xref ref-type="bibr" rid="ref44">Malik et al., 2020</xref>). Creativity refers to the generation of novel and useful ideas (<xref ref-type="bibr" rid="ref6">Amabile et al., 1996</xref>), and psychological empowerment refers to the individual perceptions of meaning, competence, self-determination and impact (<xref ref-type="bibr" rid="ref63">Spreitzer, 1995</xref>).</p>
<p>Performance measurement systems (PMSs) play a crucial role in enhancing an individual&#x2019;s motivation. Researchers have agreed on the effect that PMS has on motivation from the perspective of individual behavior (<xref ref-type="bibr" rid="ref31">Godener and S&#x00F6;derquist, 2004</xref>; <xref ref-type="bibr" rid="ref71">Webb, 2004</xref>; <xref ref-type="bibr" rid="ref25">Decoene and Bruggeman, 2006</xref>; <xref ref-type="bibr" rid="ref34">Hall, 2008</xref>; <xref ref-type="bibr" rid="ref29">Franco-Santos et al., 2012</xref>; <xref ref-type="bibr" rid="ref10">Appuhami, 2019</xref>). These studies demonstrate that PMS as an effective communication mechanism enhances participation, dialogue and feedback, and contribute to stimulating motivation.</p>
<p>PMS is &#x201C;a cybernetic tool used in planning, reporting and monitoring, which utilises a mix of financial and non-financial metrics to quantify performance&#x201D; (<xref ref-type="bibr" rid="ref59">Simons, 1995</xref>; <xref ref-type="bibr" rid="ref38">Henri, 2006b</xref>; <xref ref-type="bibr" rid="ref18">C&#x00E4;ker and Siverbo, 2018</xref>). Moreover, PMS is used by organizations to stimulate and guide learning, innovation and creativity (<xref ref-type="bibr" rid="ref59">Simons, 1995</xref>; <xref ref-type="bibr" rid="ref36">Henri, 2004</xref>). Existing literature has categorized the purposes of PMSs into two. First, diagnostic use of PMSs is the formal information system that managers use to monitor organizational outcomes and correct deviations from preset standards of performance. Second, interactive use of PMS is a catalyst forcing the firm to monitor changing market dynamics and inspire discussions about data, assumptions and action plans (<xref ref-type="bibr" rid="ref59">Simons, 1995</xref>). Diagnostic use clearly emphasises control and efficiency, whilst interactive use focuses attention on strategic uncertainties, facilitates debate, dialogue and creative thinking and stimulates emergent strategies (<xref ref-type="bibr" rid="ref59">Simons, 1995</xref>; <xref ref-type="bibr" rid="ref38">Henri, 2006b</xref>).</p>
<p>The role of interactive PMS usage is more apparent in turbulent environments, where they are beneficial for enhancing empowerment (<xref ref-type="bibr" rid="ref46">Marginson et al., 2014</xref>) whilst supporting innovation and creativity (<xref ref-type="bibr" rid="ref37">Henri, 2006a</xref>; <xref ref-type="bibr" rid="ref49">M&#x00FC;ller-Stewens et al., 2020</xref>). Interactive PMS use enables the construction of a participative environment that values openness and constructive feedback/conversations. In this participative climate, organizational members are more likely to dissent, take on more risks, share information and propose novel ideas (<xref ref-type="bibr" rid="ref59">Simons, 1995</xref>). Conversely, the autonomy and psychological states of participants may be threatened if the quality of their effort or thinking is challenged publicly (<xref ref-type="bibr" rid="ref59">Simons, 1995</xref>).</p>
<p>We aim to explain the mechanism by which interactive PMS use affects organizational performance <italic>via</italic> the mediation effect of psychological empowerment and creativity. Our work extends previous literature on the effect that PMSs have on individual behavior by examining the implications of the relationship between PMS, individual behavior and performance. Empirical studies such as <xref ref-type="bibr" rid="ref34">Hall (2008)</xref> and <xref ref-type="bibr" rid="ref46">Marginson et al. (2014)</xref> have suggested that a diverse set of performance measures can have a positive effect on empowerment. Along those lines, <xref ref-type="bibr" rid="ref48">Moulang (2015)</xref> and <xref ref-type="bibr" rid="ref62">Spekl&#x00E9; et al. (2017)</xref> have also suggested the positive effect of interactive PMS use on creativity through psychological empowerment. When PMSs are used interactively, continual debate and communication occur throughout the organization, manager empowerment is fostered, which leads to greater manager creativity. Moreover, prior research has highlighted that the role of PMS, as it is the resultant performance measures that yield motivational benefits according to cognitive-based psychological theory (<xref ref-type="bibr" rid="ref45">Malina and Selto, 2001</xref>; <xref ref-type="bibr" rid="ref71">Webb, 2004</xref>; <xref ref-type="bibr" rid="ref34">Hall, 2008</xref>). For instance, <xref ref-type="bibr" rid="ref59">Simons (1995)</xref> argued that different uses of PMS can generate different psychological consequences. <xref ref-type="bibr" rid="ref29">Franco-Santos et al. (2012)</xref> have argued that to drive motivation, PMSs should be designed and used in a way that improves the sense of psychological empowerment. Similarly, <xref ref-type="bibr" rid="ref34">Hall (2008)</xref> concluded that PMS usage can help to improve managers&#x2019; cognition and motivation.</p>
<p>Whilst existing literature has focused mainly on the consequences of PMS in terms of organizational capabilities and performance (<xref ref-type="bibr" rid="ref21">Chenhall, 2005</xref>; <xref ref-type="bibr" rid="ref38">Henri, 2006b</xref>; <xref ref-type="bibr" rid="ref51">Mundy, 2010</xref>), they contain little information concerning the effect of PMSs on individual behavior, and little empirical evidence to support the association between PMS, psychological empowerment and creativity. Particularly, the studies have only investigated the impact of PMS on individual&#x2019;s behavior in terms of role ambiguity, perception of justice, trust, goal commitment and organizational citizenship behavior (<xref ref-type="bibr" rid="ref71">Webb, 2004</xref>; <xref ref-type="bibr" rid="ref17">Burney and Widener, 2007</xref>; <xref ref-type="bibr" rid="ref16">Burney et al., 2009</xref>; <xref ref-type="bibr" rid="ref29">Franco-Santos et al., 2012</xref>). Comprehension is lacking on how PMS usage influences the psychological empowerment of managers, which, in turn, improves creativity and performance. Furthermore, the present study addresses (<xref ref-type="bibr" rid="ref48">Moulang, 2015</xref>) call for further study on PMS uses by focusing on managers from different hierarchical levels. Our findings also contribute to PMS literature by utilising data collected from different cultural backgrounds (<xref ref-type="bibr" rid="ref43">Koufteros et al., 2014</xref>). As PMS is not immune to these effects, economic development and regional differences can pervasively affect firms (<xref ref-type="bibr" rid="ref43">Koufteros et al., 2014</xref>). Hence, there is a need to explore the association between interactive use of PMS, psychological empowerment, creativity and organizational performance. Specifically, four research questions are investigated: (i) Does an interactive PMS promote an improvement in psychological empowerment? (ii) Does psychological empowerment boost individual creativity? (iii) Does creativity enhance organizational performance? (iv) How does the interactive PMS affect organizational performance <italic>via</italic> psychological empowerment and creativity? Structural equation modelling was used to provide empirical evidence. Survey data were gathered from 211 managers in Chinese firms across the Beijing, Shanghai, Zhejiang and Anhui regions of China, which is one of the world&#x2019;s most successful emerging economies.</p>
</sec>
<sec id="sec2">
<label>2.</label>
<title>Theory and hypotheses</title>
<sec id="sec3">
<label>2.1.</label>
<title>Interactive performance measurement systems and psychological empowerment</title>
<p>Psychological empowerment refers to a motivational construct manifested in a set of our cognitions; meaning, competence, self-determination and impact (<xref ref-type="bibr" rid="ref63">Spreitzer, 1995</xref>). Specifically, meaning indicates the alignment between an individual&#x2019;s work role and an individual&#x2019;s ideals or standards. Competence represents one&#x2019;s own ability to achieve goals. Self-determination refers to the ability to make choices regarding the initiation and regulation of actions. Impact represents the ability to produce intended effects (<xref ref-type="bibr" rid="ref23">Deci et al., 1989</xref>; <xref ref-type="bibr" rid="ref68">Thomas and Velthouse, 1990</xref>).</p>
<p>Current research suggested that interactive PMS use positively affects psychological empowerment. <xref ref-type="bibr" rid="ref59">Simons (1995)</xref> argued that interactive controls create an empowered organization. According to <xref ref-type="bibr" rid="ref64">Spreitzer (1996)</xref>, psychological empowerment determinants comprise relevant support networks, a wide span of control, access to information and a participative work climate. These determinants can be achieved <italic>via</italic> interactive PMS use, which is supported by empirical analyses. For instance, <xref ref-type="bibr" rid="ref34">Hall (2008)</xref> suggested that a comprehensive PMS can positively affect elements of psychological empowerment. <xref ref-type="bibr" rid="ref10">Appuhami (2019)</xref> emphasized that PMSs enhance the psychological empowerment of managers by facilitating dialogue at all levels of firms. <xref ref-type="bibr" rid="ref46">Marginson et al. (2014)</xref> and <xref ref-type="bibr" rid="ref62">Spekl&#x00E9; et al. (2017)</xref> also provided evidence of the psychologically beneficial role played by interactive PMS. Interactive controls provide the formal information conduits needed to transmit learning throughout the organization and thus capture the benefits of individual initiative (<xref ref-type="bibr" rid="ref59">Simons, 1995</xref>). Using a PMS interactively stimulates the initiative to make individual contributions, and creates a work context that facilitates psychological empowerment. It can empower firms because it provides autonomy support (<xref ref-type="bibr" rid="ref62">Spekl&#x00E9; et al., 2017</xref>), which enhances the sense of psychological empowerment (<xref ref-type="bibr" rid="ref63">Spreitzer, 1995</xref>; <xref ref-type="bibr" rid="ref44">Malik et al., 2020</xref>). Thus, we propose:</p>
<disp-quote>
<p><italic>Hypothesis 1</italic>: Interactive PMS use positively influences psychological empowerment.</p>
</disp-quote>
</sec>
<sec id="sec4">
<label>2.2.</label>
<title>Psychological empowerment and creativity</title>
<p>Creativity can be defined as the production of novel and useful ideas (<xref ref-type="bibr" rid="ref75">Woodman et al., 1993</xref>; <xref ref-type="bibr" rid="ref6">Amabile et al., 1996</xref>; <xref ref-type="bibr" rid="ref8">Ambrose and Kulik, 1999</xref>). Researchers view psychological empowerment as a motivational construct and define it as intrinsic motivation manifested as a set of cognitions (<xref ref-type="bibr" rid="ref68">Thomas and Velthouse, 1990</xref>; <xref ref-type="bibr" rid="ref63">Spreitzer, 1995</xref>). Existing studies have supported the notion that intrinsic motivation is one of the most important and powerful influences on creativity (<xref ref-type="bibr" rid="ref5">Amabile, 1988</xref>; <xref ref-type="bibr" rid="ref77">Zhang and Bartol, 2010</xref>). Studies by <xref ref-type="bibr" rid="ref8">Ambrose and Kulik (1999)</xref> and <xref ref-type="bibr" rid="ref4">Amabile (1983)</xref> have emphasized how closely employee creativity is linked to the motivational process. This demonstrates that psychological empowerment is conceptually highly relevant to creativity.</p>
<p>Empirical studies have proven a positive impact of psychological empowerment on creativity. For instance, <xref ref-type="bibr" rid="ref62">Spekl&#x00E9; et al. (2017)</xref> demonstrated that psychological empowerment positively influences creativity. <xref ref-type="bibr" rid="ref48">Moulang (2015)</xref> also argued that the cognitions of psychological empowerment positively relate to creativity, claiming that individuals who feel psychologically empowered are more likely to produce creative ideas, thoughts and activities. Similarly, <xref ref-type="bibr" rid="ref77">Zhang and Bartol (2010)</xref> believed that psychological empowerment impacts creativity by positively affecting an individual&#x2019;s intrinsic motivation. Other studies have also suggested that feelings of self-efficacy and competence can boost higher creativity (<xref ref-type="bibr" rid="ref50">Mumford and Gustafson, 1988</xref>; <xref ref-type="bibr" rid="ref56">Redmond et al., 1993</xref>). Moreover, psychological empowerment has been shown to affect innovative individual behavior (<xref ref-type="bibr" rid="ref65">Spreitzer et al., 1999</xref>; <xref ref-type="bibr" rid="ref20">Chamberlin et al., 2018</xref>; <xref ref-type="bibr" rid="ref44">Malik et al., 2020</xref>). Overall, psychological empowerment as an internal stimulator increases an individual&#x2019;s orientation to work. This cognition results in new and innovative ideas, enhancing creativity. Therefore, we propose:</p>
<disp-quote>
<p><italic>Hypothesis 2</italic>: Psychological empowerment positively influences creativity.</p>
</disp-quote>
</sec>
<sec id="sec5">
<label>2.3.</label>
<title>Creativity and organizational performance</title>
<p>Based on RBT, creativity is an intangible resource, which can provide a competitive advantage (<xref ref-type="bibr" rid="ref12">Barney, 1991</xref>; <xref ref-type="bibr" rid="ref41">Im and Workman, 2004</xref>). Creativity can lead to product differentiation, which is a crucial determinant of organizational performance (<xref ref-type="bibr" rid="ref9">Andrews and Smith, 1996</xref>; <xref ref-type="bibr" rid="ref61">Song and Parry, 1997</xref>; <xref ref-type="bibr" rid="ref60">Song and Montoya-Weiss, 2001</xref>; <xref ref-type="bibr" rid="ref41">Im and Workman, 2004</xref>). However, empirical studies on the link between creativity and performance are sparse. Previous studies have suggested that individual-level creativity has an impact on job performance outcomes. For example, <xref ref-type="bibr" rid="ref32">Gong et al. (2009)</xref> claimed that employee creativity impacts supervisor-rated employee job performance. Oldham and Cummings also argued that there exists a positive correlation between employee creativity and job performance (<xref ref-type="bibr" rid="ref32">Gong et al., 2009</xref>). Additionally, scholars have also examined the relationship between team creativity and organizational performance. For instance, <xref ref-type="bibr" rid="ref67">Sung and Nam (2012)</xref> showed that team creativity was a significant predictor of team financial performance. This highlights the importance of team creativity on team performance, which was proven by <xref ref-type="bibr" rid="ref41">Im and Workman (2004)</xref>, who showed the positive effect of creativity on new product performance at the team level (i.e., relative market sales, relative profitability and meeting objectives for customer satisfaction).</p>
<p>Other researchers have also empirically examined the link between firm-level creativity and organizational performance. Specifically, <xref ref-type="bibr" rid="ref47">Mikalef and Gupta (2021)</xref> found that organizational creativity is directly associated with organizational performance. They suggested that organizational creativity contributes to organizational performance gains. <xref ref-type="bibr" rid="ref70">Von nordenflycht (2007)</xref> found that creativity results in competitive differentiation, resulting in firm-level success, whilst <xref ref-type="bibr" rid="ref72">Weinzimmer et al. (2011)</xref> highlighted the direct effect of creativity on organizational performance. Therefore, creativity as a comparative advantage can yield sustaining competitiveness and, thereby, superior financial performance (<xref ref-type="bibr" rid="ref40">Hunt and Morgan, 1995</xref>). In other words, creativity can provide competitive advantages to a firm and improve organizational performance because it is a strategic resource that is inimitable and non-substitutable (<xref ref-type="bibr" rid="ref12">Barney, 1991</xref>; <xref ref-type="bibr" rid="ref41">Im and Workman, 2004</xref>). Accordingly, we propose:</p>
<disp-quote>
<p><italic>Hypothesis 3</italic>: Creativity positively influences organizational performance.</p>
<p><italic>Hypothesis 3-1</italic>: Creativity positively influences financial performance.</p>
<p><italic>Hypothesis 3-2</italic>: Creativity positively influences non-financial performance.</p>
</disp-quote>
</sec>
<sec id="sec6">
<label>2.4.</label>
<title>The mediating role of psychological empowerment</title>
<p>Current scholars emphasized that organizational contexts&#x2014;open information sharing, participative decision-making and decentralisation&#x2014;are strongly related to psychological empowerment (<xref ref-type="bibr" rid="ref64">Spreitzer, 1996</xref>; <xref ref-type="bibr" rid="ref57">Seibert et al., 2011</xref>). These facilitating factors can be accomplished <italic>via</italic> interactive PMS. By encouraging communication and debate, interactive use of PMSs plays a role in the facilitation of intrinsic task motivation in organizational participants (<xref ref-type="bibr" rid="ref59">Simons, 1995</xref>; <xref ref-type="bibr" rid="ref34">Hall, 2008</xref>; <xref ref-type="bibr" rid="ref15">Bisbe and Malague&#x00F1;o, 2012</xref>). Moreover, researchers have proposed individual creativity as a key outcome of psychological empowerment (<xref ref-type="bibr" rid="ref56">Redmond et al., 1993</xref>; <xref ref-type="bibr" rid="ref63">Spreitzer, 1995</xref>; <xref ref-type="bibr" rid="ref79">Zhou, 2003</xref>). <xref ref-type="bibr" rid="ref68">Thomas and Velthouse (1990)</xref> also demonstrate that higher levels of creativity have been positively related to perceived choice in one&#x2019;s actions.</p>
<p>Empirical evidence of the link between interactive PMS use, psychological empowerment and creativity is still relatively lacking (<xref ref-type="bibr" rid="ref48">Moulang, 2015</xref>; <xref ref-type="bibr" rid="ref62">Spekl&#x00E9; et al., 2017</xref>). <xref ref-type="bibr" rid="ref48">Moulang (2015)</xref> argued that interactive use of PMS has a positive effect on creativity through psychological empowerment. <xref ref-type="bibr" rid="ref62">Spekl&#x00E9; et al. (2017)</xref> provided support for the theoretical position that interactive PMSs indirectly affect employee creativity <italic>via</italic> psychological empowerment. <xref ref-type="bibr" rid="ref10">Appuhami (2019)</xref> noted that creativity is indirectly influenced by interactive PMS through the competence dimension of psychological empowerment. Furthermore, other studies suggested that psychological empowerment is seen as a crucial mediating factor in the relationship between interactive PMSs and job performance (<xref ref-type="bibr" rid="ref34">Hall, 2008</xref>; <xref ref-type="bibr" rid="ref46">Marginson et al., 2014</xref>). As a result, we expect interactive PMSs to motivate dialogue and discussion, provide adequate information for generating a positive psychological experience (<xref ref-type="bibr" rid="ref59">Simons, 1995</xref>; <xref ref-type="bibr" rid="ref46">Marginson et al., 2014</xref>; <xref ref-type="bibr" rid="ref62">Spekl&#x00E9; et al., 2017</xref>), and then facilitate the creative activities within managers&#x2019; work role (<xref ref-type="bibr" rid="ref53">Otley, 1994</xref>; <xref ref-type="bibr" rid="ref48">Moulang, 2015</xref>). Therefore, we propose:</p>
<disp-quote>
<p><italic>Hypothesis 4</italic>: Psychological empowerment mediates the association between interactive PMS use and creativity.</p>
</disp-quote>
</sec>
<sec id="sec7">
<label>2.5.</label>
<title>The mediating role of creativity</title>
<p>Based on cognitive evaluation theory, creativity is associated with intrinsic motivation (<xref ref-type="bibr" rid="ref7">Amabile et al., 1990</xref>). In other words, individual&#x2019;s intrinsic motivation can yield important work outcomes, particularly on tasks requiring creativity (<xref ref-type="bibr" rid="ref30">Gagn&#x00E9; and Deci, 2005</xref>). <xref ref-type="bibr" rid="ref2">Alge et al. (2006)</xref> have also highlighted the significance of empowerment, suggesting empowered individuals have the freedom to explore novel ideas, products or processes. This has been confirmed through empirical analysis that has focused on exploring creativity as an outcome of psychological empowerment. For example, <xref ref-type="bibr" rid="ref66">Sun et al. (2012)</xref> proved that psychological empowerment has a direct effect on individual creativity. Other studies (<xref ref-type="bibr" rid="ref79">Zhou, 2003</xref>; <xref ref-type="bibr" rid="ref48">Moulang, 2015</xref>; <xref ref-type="bibr" rid="ref62">Spekl&#x00E9; et al., 2017</xref>) argued that psychological empowerment strongly influenced creativity. In other words, empowerment enables individuals to feel they can achieve their work capably and encourage self-initiation (<xref ref-type="bibr" rid="ref22">Conger and Kanungo, 1988</xref>; <xref ref-type="bibr" rid="ref68">Thomas and Velthouse, 1990</xref>), which, in turn, have positive consequences for creativity. Additionally, previous studies also showed that self-determination is an essential component of psychological empowerment, and boosts greater initiative and creativity (<xref ref-type="bibr" rid="ref24">Deci and Ryan, 1985</xref>).</p>
<p>Creativity is a distinctive and valuable resource, which is critical for firms&#x2019; survival and competitiveness (<xref ref-type="bibr" rid="ref52">Oldham and Cummings, 1996</xref>; <xref ref-type="bibr" rid="ref32">Gong et al., 2009</xref>). Previous research has mostly demonstrated the antecedents of creativity (<xref ref-type="bibr" rid="ref58">Shalley and Gilson, 2004</xref>), but few researches have investigated the consequences of creativity. For example, some empirical studies have confirmed that job satisfaction is a mediating variable between psychological empowerment and performance (<xref ref-type="bibr" rid="ref11">Ayoub et al., 2018</xref>). However, evidence of the influence of psychological empowerment on performance <italic>via</italic> creativity is still relatively scarce, even if researchers have provided evidence that individual creativity enhances innovative work behavior (<xref ref-type="bibr" rid="ref69">Volery and Tarabashkina, 2021</xref>) and performance outcomes (<xref ref-type="bibr" rid="ref72">Weinzimmer et al., 2011</xref>; <xref ref-type="bibr" rid="ref47">Mikalef and Gupta, 2021</xref>). Creativity occurs only when organizational participants are intrinsically motivated (<xref ref-type="bibr" rid="ref19">Cani&#x00EB;ls et al., 2014</xref>), which fosters performance improvement (<xref ref-type="bibr" rid="ref41">Im and Workman, 2004</xref>; <xref ref-type="bibr" rid="ref67">Sung and Nam, 2012</xref>). Hence, the link between psychological empowerment and performance is likely to be formed through creativity. Psychological states of empowerment of managers motivate them to produce more creative work (<xref ref-type="bibr" rid="ref10">Appuhami, 2019</xref>), which sequentially impacts a firm&#x2019;s ability to achieve performance. Accordingly, we propose:</p>
<disp-quote>
<p><italic>Hypothesis 5</italic>: Creativity mediates the association between psychological empowerment and organizational performance.</p>
<p><italic>Hypothesis 5-1</italic>: Creativity mediates the association between psychological empowerment and financial performance.</p>
<p><italic>Hypothesis 5-2</italic>: Creativity mediates the association between psychological empowerment and non-financial performance.</p>
</disp-quote>
</sec>
</sec>
<sec id="sec8" sec-type="methods">
<label>3.</label>
<title>Methods</title>
<sec id="sec9">
<label>3.1.</label>
<title>Participants and procedure</title>
<p>Data for this study were collected using an onsite survey and an online version of the questionnaire (wjx.cn). We targeted high-level executives who had a clear understanding of the ongoing operations and management. In November 2021, the questionnaire was distributed to Master of Business Administration (MBA) students from Ningbo University and leading accounting personnel in Ningbo city. A total of 300 managers participated in our study. After deducting six invalid questionnaires, we received 211 usable responses (70.33% response rate). In organizational sciences literature, there has been some discussion on what an appropriate response rate would be for studies of this nature (<xref ref-type="bibr" rid="ref14">Baruch and Holtom, 2008</xref>). Based on their recommendation, we conclude that the response rate of our study was also acceptable for data analysis.</p>
<p>To address common method variance (CMV) concerns, we followed ex-ante and ex-post remedies recommended by <xref ref-type="bibr" rid="ref54">Podsakoff et al. (2003)</xref>. The questionnaire was pre-tested to ensure it was designed at a level the respondents could comprehend. Participants were assured in the cover letter that all surveys were anonymous, non-commercial and that the data would only be used for academic purposes. The survey title was abstract and did not give any idea of the research questions. To avoid similarities or redundancy in the research questions, we dispersed similar research questions throughout the survey. We reminded respondents of how research can benefit them and encouraged respondents to read each question carefully. Ex-post, we adopted Harman&#x2019;s one-factor test to assess CMV. Both tests show that CMV is of no general concern in this study (<xref ref-type="bibr" rid="ref54">Podsakoff et al., 2003</xref>).</p>
<p>We examined the presence of non-response bias by comparing early and late respondents based on the return time. The mean values of each variable were compared to identify whether early respondents differed significantly from the late respondents (response after a reminder). The results of a student&#x2019;s t-test showed no significant differences between the two groups for interactive PMS use, psychological empowerment, creativity and financial/non-financial performance. Thus, no evidence for a bias was found.</p>
</sec>
<sec id="sec10">
<label>3.2.</label>
<title>Measures</title>
<sec id="sec11">
<label>3.2.1.</label>
<title>Interactive use of performance measurement systems</title>
<p>Interactive use of PMS was measured using <xref ref-type="bibr" rid="ref38">Henri (2006b)</xref> 5-item scale. Consistent with <xref ref-type="bibr" rid="ref38">Henri (2006b)</xref> suggestion, this measurement is justified by its development, based on accounting control theory. Sample items included &#x2018;Enable discussion in meetings of superiors, subordinates, and peers&#x2019; and &#x2018;Enable the firm to focus on critical success factors.&#x2019; Respondents were asked to rate these five items on a 7-point Likert-type scale (1&#x2009;=&#x2009;<italic>strongly disagree</italic>, 7&#x2009;=&#x2009;<italic>strongly agree</italic>). The Cronbach&#x2019;s &#x03B1; score for this scale was 0.909.</p>
</sec>
<sec id="sec12">
<label>3.2.2.</label>
<title>Psychological empowerment</title>
<p>Psychological empowerment was assessed using <xref ref-type="bibr" rid="ref63">Spreitzer (1995)</xref> 12-item scale. This instrument is a four-dimensional measure. According to <xref ref-type="bibr" rid="ref34">Hall (2008)</xref>, it is more appropriate to identify each empowerment dimension with three items. Sample items included &#x2018;The work I do is meaningful to me&#x2019; and &#x2018;My impact on what happens in my work area is large.&#x2019; Respondents were required to evaluate these 12 items on a 7-point Likert-type scale (1&#x2009;=&#x2009;<italic>strongly disagree</italic>, 7&#x2009;=&#x2009;<italic>strongly agree</italic>). The Cronbach&#x2019;s &#x03B1; score for this scale was 0.917.</p>
</sec>
<sec id="sec13">
<label>3.2.3.</label>
<title>Creativity</title>
<p>Creativity was assessed using <xref ref-type="bibr" rid="ref80">Zhou and George (2001)</xref> 13-item scale. According to their suggestion and recent literature on creativity, this instrument is more appropriate to measure creativity at the individual level. Sample items included &#x2018;I research new technologies, processes, techniques, and/or product ideas&#x2019; and &#x2018;I come up with creative solutions to problems.&#x2019; Respondents were asked to rate these 13 items on a 7-point Likert-type scale (1&#x2009;=&#x2009;<italic>strongly disagree</italic>, 7&#x2009;=&#x2009;<italic>strongly agree</italic>). The Cronbach&#x2019;s &#x03B1; score for this scale was 0.961.</p>
</sec>
<sec id="sec14">
<label>3.2.4.</label>
<title>Organizational performance</title>
<p>Organizational performance refers to the degree of goal attainment along several dimensions relative to competitive enterprises, both financial and non-financial. We measured organizational performance using an 8-item scale adopted from <xref ref-type="bibr" rid="ref100">Abernethy and Brownell (1999)</xref> and <xref ref-type="bibr" rid="ref42">Ittner et al. (2003)</xref>. Respondents were required to evaluate these eight items on a 7-point Likert-type scale (1&#x2009;=&#x2009;<italic>strongly disagree</italic>, 7&#x2009;=&#x2009;<italic>strongly agree</italic>). Four indicators were selected from a financial perspective: (i) sales growth rate; (ii) operating profits rate; (iii) annual profits and (iv) return on assets (ROA). The Cronbach&#x2019;s &#x03B1; for this scale was 0.927. Four indicators were selected from a non-financial perspective: (i) market share; (ii) customer satisfaction; (iii) employee satisfaction and (iv) new product or service development success. The Cronbach&#x2019;s &#x03B1; for this scale was 0.817.</p>
</sec>
<sec id="sec15">
<label>3.2.5.</label>
<title>Control variables</title>
<p>One-way ANOVA was performed to check significance difference across outcome variable. As per the results, at financial performance level, the authors found insignificance difference across gender (<italic>F</italic>&#x2009;=&#x2009;2.64; <italic>p</italic>&#x2009;&#x003E;&#x2009;0.05), age (<italic>F</italic>&#x2009;=&#x2009;1.92; <italic>p</italic>&#x2009;&#x003E;&#x2009;0.05), position (<italic>F</italic>&#x2009;=&#x2009;0.44; <italic>p</italic>&#x2009;&#x003E;&#x2009;0.05) and significance difference across education (<italic>F</italic>&#x2009;=&#x2009;4.06; <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05), employee size (<italic>F</italic>&#x2009;=&#x2009;6.70; <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05) and ownership (<italic>F</italic>&#x2009;=&#x2009;3.95; <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05). At non-financial performance level, we found insignificance difference across gender (<italic>F</italic>&#x2009;=&#x2009;3.11; <italic>p</italic>&#x2009;&#x003E;&#x2009;0.05), age (<italic>F</italic>&#x2009;=&#x2009;0.81; <italic>p</italic>&#x2009;&#x003E;&#x2009;0.05), education (<italic>F</italic>&#x2009;=&#x2009;2.58; <italic>p</italic>&#x2009;&#x003E;&#x2009;0.05), position (<italic>F</italic>&#x2009;=&#x2009;1.62; <italic>p</italic>&#x2009;&#x003E;&#x2009;0.05), employee size (<italic>F</italic>&#x2009;=&#x2009;0.82; <italic>p</italic>&#x2009;&#x003E;&#x2009;0.05) and ownership (<italic>F</italic>&#x2009;=&#x2009;0.65; <italic>p</italic>&#x2009;&#x003E;&#x2009;0.05). Hence, we include education, employee size and ownership as controls on the model to test the hypotheses.</p>
</sec>
<sec id="sec16">
<label>3.2.6.</label>
<title>Analytical strategy</title>
<p>The statistical software SAS9.4 and SmartPLS3.0 were used for data analysis. First, SAS9.4 was used for descriptive statistics. Then, SmartPLS3.0 was used to evaluate structural equation modelling. A PLS model is usually analyzed in two stages: (1) the assessment of the measurement model and (2) the assessment of the structural model. The Fornell-Larcker criterion, which stipulates that the square root of the average variance extract (AVE) of each latent construct should be higher than the correlation amongst the variables. As for the cross-loadings, all indicators loaded highest on their own scales. These two main measures mean that discriminant validity has been established (<xref ref-type="bibr" rid="ref28">Fornell and Larcker, 1981</xref>). Furthermore, PLS-structural equation modelling path coefficients were estimated to test the hypothesized relationships.</p>
</sec>
</sec>
</sec>
<sec id="sec17" sec-type="results">
<label>4.</label>
<title>Results</title>
<sec id="sec18">
<label>4.1.</label>
<title>Demographics</title>
<p>This study included 211 managers (47.87% men and 52.13% women). Of the total, 20.85% of the respondents had a postgraduate degree, 73.94% had a bachelor degree and 5.21% had finished high school only. For age, 48.34% were under 30&#x2009;years old, 35.07% were 31&#x2013;35&#x2009;years old, 13.75% were 36&#x2013;40&#x2009;years old and 2.84% were aged higher than 41&#x2009;years. In the case of position, 6.64% were Chief Executive Officers (CEO)/general managers, 4.26% were senior vice-presidents, 35.55% were department managers and 53.55% were team managers. Furthermore, 24.64% of them worked for employers with fewer than 100 employees whilst 34.60% worked for employers with more than 2000 employees. Most of the companies belonged to private enterprises (46.45%). Moreover, the majority (86.73%) of the firms were from Zhejiang Province (see <xref rid="tab1" ref-type="table">Table 1</xref>).</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption><p>Demographics.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Characteristic</th>
<th align="left" valign="top">Classification</th>
<th align="center" valign="top">Frequency</th>
<th align="center" valign="top">Percentage (%)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Gender</td>
<td align="left" valign="middle">Male</td>
<td align="center" valign="middle">101</td>
<td align="center" valign="middle">47.87</td>
</tr>
<tr>
<td/>
<td align="left" valign="middle">Female</td>
<td align="center" valign="middle">110</td>
<td align="center" valign="middle">52.13</td>
</tr>
<tr>
<td align="left" valign="middle">Age</td>
<td align="left" valign="middle">Under 30&#x2009;years</td>
<td align="center" valign="top">102</td>
<td align="center" valign="top">48.34</td>
</tr>
<tr>
<td/>
<td align="left" valign="middle">Between 31 and 35 years</td>
<td align="center" valign="top">74</td>
<td align="center" valign="top">35.07</td>
</tr>
<tr>
<td/>
<td align="left" valign="middle">Between 36 and 40 years</td>
<td align="center" valign="top">29</td>
<td align="center" valign="top">13.75</td>
</tr>
<tr>
<td/>
<td align="left" valign="middle">More than (and equal to) 41&#x2009;years</td>
<td align="center" valign="top">6</td>
<td align="center" valign="top">2.84</td>
</tr>
<tr>
<td align="left" valign="middle">Education</td>
<td align="left" valign="middle">High school degree</td>
<td align="center" valign="top">11</td>
<td align="center" valign="top">5.21</td>
</tr>
<tr>
<td/>
<td align="left" valign="middle">Bachelor degree</td>
<td align="center" valign="top">156</td>
<td align="center" valign="top">73.94</td>
</tr>
<tr>
<td/>
<td align="left" valign="middle">Postgraduate degree</td>
<td align="center" valign="top">44</td>
<td align="center" valign="top">20.85</td>
</tr>
<tr>
<td align="left" valign="middle">Position</td>
<td align="left" valign="middle">Team manager</td>
<td align="center" valign="top">113</td>
<td align="center" valign="top">53.55</td>
</tr>
<tr>
<td/>
<td align="left" valign="middle">Department manager</td>
<td align="center" valign="top">75</td>
<td align="center" valign="top">35.55</td>
</tr>
<tr>
<td/>
<td align="left" valign="middle">Senior Vice-presidents</td>
<td align="center" valign="top">9</td>
<td align="center" valign="top">4.26</td>
</tr>
<tr>
<td/>
<td align="left" valign="middle">CEO/General manager</td>
<td align="center" valign="top">14</td>
<td align="center" valign="top">6.64</td>
</tr>
<tr>
<td align="left" valign="middle">Employee size</td>
<td align="left" valign="middle">Fewer than 100</td>
<td align="center" valign="top">52</td>
<td align="center" valign="top">24.64</td>
</tr>
<tr>
<td/>
<td align="left" valign="middle">Between 101 and 500</td>
<td align="center" valign="top">58</td>
<td align="center" valign="top">27.49</td>
</tr>
<tr>
<td/>
<td align="left" valign="middle">Between 501 and 2000</td>
<td align="center" valign="top">28</td>
<td align="center" valign="top">13.27</td>
</tr>
<tr>
<td/>
<td align="left" valign="middle">Between 2001 and 5,000</td>
<td align="center" valign="top">14</td>
<td align="center" valign="top">6.64</td>
</tr>
<tr>
<td/>
<td align="left" valign="middle">More than (and equal to) 5,001</td>
<td align="center" valign="top">59</td>
<td align="center" valign="top">27.96</td>
</tr>
<tr>
<td align="left" valign="middle">Ownership</td>
<td align="left" valign="middle">Public</td>
<td align="center" valign="top">58</td>
<td align="center" valign="top">27.49</td>
</tr>
<tr>
<td/>
<td align="left" valign="middle">Private</td>
<td align="center" valign="top">98</td>
<td align="center" valign="top">46.45</td>
</tr>
<tr>
<td/>
<td align="left" valign="middle">Foreign-funded</td>
<td align="center" valign="top">16</td>
<td align="center" valign="top">7.58</td>
</tr>
<tr>
<td/>
<td align="left" valign="middle">Joint ventures</td>
<td align="center" valign="top">17</td>
<td align="center" valign="top">8.05</td>
</tr>
<tr>
<td/>
<td align="left" valign="middle">Other</td>
<td align="center" valign="top">22</td>
<td align="center" valign="top">10.43</td>
</tr>
<tr>
<td align="left" valign="middle">Location of the company</td>
<td align="left" valign="middle">Beijing</td>
<td align="center" valign="top">8</td>
<td align="center" valign="top">3.79</td>
</tr>
<tr>
<td/>
<td align="left" valign="middle">Shanghai</td>
<td align="center" valign="top">8</td>
<td align="center" valign="top">3.79</td>
</tr>
<tr>
<td/>
<td align="left" valign="middle">Zhejiang (Province)</td>
<td align="center" valign="top">183</td>
<td align="center" valign="top">86.73</td>
</tr>
<tr>
<td/>
<td align="left" valign="middle">Anhui (Province)</td>
<td align="center" valign="top">12</td>
<td align="center" valign="top">5.69</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec19">
<label>4.2.</label>
<title>The measurement model</title>
<p>Additionally, all item-factor loadings were greater than 0.5, with values ranging 0.593&#x2013;0.926 (see <xref rid="tab2" ref-type="table">Table 2</xref>), suggesting that the constructs exhibit satisfactory convergent validity (<xref ref-type="bibr" rid="ref39">Hulland, 1999</xref>; <xref ref-type="bibr" rid="ref34">Hall, 2008</xref>). All composite reliability values exceed the threshold of 0.7 and all AVE values exceed the threshold of 0.5. Further, all Cronbach&#x2019;s alpha values were above the threshold of 0.6 (see <xref rid="tab3" ref-type="table">Table 3</xref>), indicating good internal consistency (<xref ref-type="bibr" rid="ref28">Fornell and Larcker, 1981</xref>). Moreover, PLS correlations and squared AVEs showed that the measurement model displayed good discriminant validity (see <xref rid="tab4" ref-type="table">Table 4</xref>). Thus, statistical results of validity and reliability are adequate.</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption><p>Factor loadings from the PLS measurement model.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="center" valign="middle">Interactive use of PMS</th>
<th align="center" valign="middle">Psychological empowerment</th>
<th align="center" valign="middle">Creativity</th>
<th align="center" valign="middle">Financial performance</th>
<th align="center" valign="middle">Non-financial performance</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">pms1</td>
<td align="center" valign="middle"><bold>0.839</bold></td>
<td align="center" valign="middle">0.141</td>
<td align="center" valign="middle">0.336</td>
<td align="center" valign="middle">0.293</td>
<td align="center" valign="middle">0.317</td>
</tr>
<tr>
<td align="left" valign="top">pms2</td>
<td align="center" valign="middle"><bold>0.859</bold></td>
<td align="center" valign="middle">0.170</td>
<td align="center" valign="middle">0.333</td>
<td align="center" valign="middle">0.282</td>
<td align="center" valign="middle">0.361</td>
</tr>
<tr>
<td align="left" valign="top">pms3</td>
<td align="center" valign="middle"><bold>0.867</bold></td>
<td align="center" valign="middle">0.172</td>
<td align="center" valign="middle">0.307</td>
<td align="center" valign="middle">0.358</td>
<td align="center" valign="middle">0.381</td>
</tr>
<tr>
<td align="left" valign="top">pms4</td>
<td align="center" valign="middle"><bold>0.858</bold></td>
<td align="center" valign="middle">0.208</td>
<td align="center" valign="middle">0.287</td>
<td align="center" valign="middle">0.210</td>
<td align="center" valign="middle">0.229</td>
</tr>
<tr>
<td align="left" valign="top">pms5</td>
<td align="center" valign="middle"><bold>0.857</bold></td>
<td align="center" valign="middle">0.151</td>
<td align="center" valign="middle">0.346</td>
<td align="center" valign="middle">0.265</td>
<td align="center" valign="middle">0.352</td>
</tr>
<tr>
<td align="left" valign="top">emp1</td>
<td align="center" valign="middle">0.152</td>
<td align="center" valign="middle"><bold>0.768</bold></td>
<td align="center" valign="middle">0.530</td>
<td align="center" valign="middle">0.234</td>
<td align="center" valign="middle">0.359</td>
</tr>
<tr>
<td align="left" valign="top">emp2</td>
<td align="center" valign="middle">0.136</td>
<td align="center" valign="middle"><bold>0.776</bold></td>
<td align="center" valign="middle">0.522</td>
<td align="center" valign="middle">0.238</td>
<td align="center" valign="middle">0.377</td>
</tr>
<tr>
<td align="left" valign="top">emp3</td>
<td align="center" valign="middle">0.174</td>
<td align="center" valign="middle"><bold>0.736</bold></td>
<td align="center" valign="middle">0.505</td>
<td align="center" valign="middle">0.307</td>
<td align="center" valign="middle">0.350</td>
</tr>
<tr>
<td align="left" valign="top">emp4</td>
<td align="center" valign="middle">0.176</td>
<td align="center" valign="middle"><bold>0.635</bold></td>
<td align="center" valign="middle">0.283</td>
<td align="center" valign="middle">0.161</td>
<td align="center" valign="middle">0.228</td>
</tr>
<tr>
<td align="left" valign="top">emp5</td>
<td align="center" valign="middle">0.191</td>
<td align="center" valign="middle"><bold>0.676</bold></td>
<td align="center" valign="middle">0.312</td>
<td align="center" valign="middle">0.102</td>
<td align="center" valign="middle">0.239</td>
</tr>
<tr>
<td align="left" valign="top">emp6</td>
<td align="center" valign="middle">0.168</td>
<td align="center" valign="middle"><bold>0.593</bold></td>
<td align="center" valign="middle">0.277</td>
<td align="center" valign="middle">0.180</td>
<td align="center" valign="middle">0.211</td>
</tr>
<tr>
<td align="left" valign="top">emp7</td>
<td align="center" valign="middle">0.254</td>
<td align="center" valign="middle"><bold>0.692</bold></td>
<td align="center" valign="middle">0.304</td>
<td align="center" valign="middle">0.255</td>
<td align="center" valign="middle">0.219</td>
</tr>
<tr>
<td align="left" valign="top">emp8</td>
<td align="center" valign="middle">0.094</td>
<td align="center" valign="middle"><bold>0.773</bold></td>
<td align="center" valign="middle">0.373</td>
<td align="center" valign="middle">0.180</td>
<td align="center" valign="middle">0.267</td>
</tr>
<tr>
<td align="left" valign="top">emp9</td>
<td align="center" valign="middle">0.069</td>
<td align="center" valign="middle"><bold>0.790</bold></td>
<td align="center" valign="middle">0.367</td>
<td align="center" valign="middle">0.192</td>
<td align="center" valign="middle">0.284</td>
</tr>
<tr>
<td align="left" valign="top">emp10</td>
<td align="center" valign="middle">0.103</td>
<td align="center" valign="middle"><bold>0.757</bold></td>
<td align="center" valign="middle">0.339</td>
<td align="center" valign="middle">0.191</td>
<td align="center" valign="middle">0.235</td>
</tr>
<tr>
<td align="left" valign="top">emp11</td>
<td align="center" valign="middle">0.127</td>
<td align="center" valign="middle"><bold>0.706</bold></td>
<td align="center" valign="middle">0.377</td>
<td align="center" valign="middle">0.229</td>
<td align="center" valign="middle">0.310</td>
</tr>
<tr>
<td align="left" valign="middle">emp12</td>
<td align="center" valign="middle">0.105</td>
<td align="center" valign="middle"><bold>0.750</bold></td>
<td align="center" valign="middle">0.378</td>
<td align="center" valign="middle">0.285</td>
<td align="center" valign="middle">0.304</td>
</tr>
<tr>
<td align="left" valign="middle">ce1</td>
<td align="center" valign="middle">0.292</td>
<td align="center" valign="middle">0.552</td>
<td align="center" valign="middle"><bold>0.818</bold></td>
<td align="center" valign="middle">0.393</td>
<td align="center" valign="middle">0.488</td>
</tr>
<tr>
<td align="left" valign="middle">ce2</td>
<td align="center" valign="middle">0.281</td>
<td align="center" valign="middle">0.513</td>
<td align="center" valign="middle"><bold>0.851</bold></td>
<td align="center" valign="middle">0.387</td>
<td align="center" valign="middle">0.522</td>
</tr>
<tr>
<td align="left" valign="middle">ce3</td>
<td align="center" valign="middle">0.373</td>
<td align="center" valign="middle">0.501</td>
<td align="center" valign="middle"><bold>0.784</bold></td>
<td align="center" valign="middle">0.348</td>
<td align="center" valign="middle">0.459</td>
</tr>
<tr>
<td align="left" valign="middle">ce4</td>
<td align="center" valign="middle">0.333</td>
<td align="center" valign="middle">0.457</td>
<td align="center" valign="middle"><bold>0.813</bold></td>
<td align="center" valign="middle">0.361</td>
<td align="center" valign="middle">0.500</td>
</tr>
<tr>
<td align="left" valign="middle">ce5</td>
<td align="center" valign="middle">0.230</td>
<td align="center" valign="middle">0.490</td>
<td align="center" valign="middle"><bold>0.818</bold></td>
<td align="center" valign="middle">0.343</td>
<td align="center" valign="middle">0.445</td>
</tr>
<tr>
<td align="left" valign="middle">ce6</td>
<td align="center" valign="middle">0.316</td>
<td align="center" valign="middle">0.368</td>
<td align="center" valign="middle"><bold>0.748</bold></td>
<td align="center" valign="middle">0.230</td>
<td align="center" valign="middle">0.413</td>
</tr>
<tr>
<td align="left" valign="middle">ce7</td>
<td align="center" valign="middle">0.264</td>
<td align="center" valign="middle">0.508</td>
<td align="center" valign="middle"><bold>0.737</bold></td>
<td align="center" valign="middle">0.298</td>
<td align="center" valign="middle">0.503</td>
</tr>
<tr>
<td align="left" valign="middle">ce8</td>
<td align="center" valign="middle">0.314</td>
<td align="center" valign="middle">0.439</td>
<td align="center" valign="middle"><bold>0.861</bold></td>
<td align="center" valign="middle">0.396</td>
<td align="center" valign="middle">0.587</td>
</tr>
<tr>
<td align="left" valign="middle">ce9</td>
<td align="center" valign="middle">0.374</td>
<td align="center" valign="middle">0.412</td>
<td align="center" valign="middle"><bold>0.808</bold></td>
<td align="center" valign="middle">0.382</td>
<td align="center" valign="middle">0.590</td>
</tr>
<tr>
<td align="left" valign="middle">ce10</td>
<td align="center" valign="middle">0.297</td>
<td align="center" valign="middle">0.441</td>
<td align="center" valign="middle"><bold>0.873</bold></td>
<td align="center" valign="middle">0.405</td>
<td align="center" valign="middle">0.633</td>
</tr>
<tr>
<td align="left" valign="middle">ce11</td>
<td align="center" valign="middle">0.311</td>
<td align="center" valign="middle">0.378</td>
<td align="center" valign="middle"><bold>0.884</bold></td>
<td align="center" valign="middle">0.389</td>
<td align="center" valign="middle">0.584</td>
</tr>
<tr>
<td align="left" valign="middle">ce12</td>
<td align="center" valign="middle">0.309</td>
<td align="center" valign="middle">0.396</td>
<td align="center" valign="middle"><bold>0.865</bold></td>
<td align="center" valign="middle">0.435</td>
<td align="center" valign="middle">0.608</td>
</tr>
<tr>
<td align="left" valign="middle">ce13</td>
<td align="center" valign="middle">0.323</td>
<td align="center" valign="middle">0.420</td>
<td align="center" valign="middle"><bold>0.883</bold></td>
<td align="center" valign="middle">0.386</td>
<td align="center" valign="middle">0.603</td>
</tr>
<tr>
<td align="left" valign="middle">fin1</td>
<td align="center" valign="middle">0.342</td>
<td align="center" valign="middle">0.310</td>
<td align="center" valign="middle">0.466</td>
<td align="center" valign="middle"><bold>0.865</bold></td>
<td align="center" valign="middle">0.675</td>
</tr>
<tr>
<td align="left" valign="middle">fin2</td>
<td align="center" valign="middle">0.278</td>
<td align="center" valign="middle">0.255</td>
<td align="center" valign="middle">0.349</td>
<td align="center" valign="middle"><bold>0.919</bold></td>
<td align="center" valign="middle">0.578</td>
</tr>
<tr>
<td align="left" valign="middle">fin3</td>
<td align="center" valign="middle">0.237</td>
<td align="center" valign="middle">0.250</td>
<td align="center" valign="middle">0.365</td>
<td align="center" valign="middle"><bold>0.911</bold></td>
<td align="center" valign="middle">0.554</td>
</tr>
<tr>
<td align="left" valign="middle">fin4</td>
<td align="center" valign="middle">0.302</td>
<td align="center" valign="middle">0.263</td>
<td align="center" valign="middle">0.409</td>
<td align="center" valign="middle"><bold>0.926</bold></td>
<td align="center" valign="middle">0.615</td>
</tr>
<tr>
<td align="left" valign="middle">nfin1</td>
<td align="center" valign="middle">0.394</td>
<td align="center" valign="middle">0.292</td>
<td align="center" valign="middle">0.425</td>
<td align="center" valign="middle">0.601</td>
<td align="center" valign="middle"><bold>0.712</bold></td>
</tr>
<tr>
<td align="left" valign="middle">nfin2</td>
<td align="center" valign="middle">0.341</td>
<td align="center" valign="middle">0.345</td>
<td align="center" valign="middle">0.523</td>
<td align="center" valign="middle">0.614</td>
<td align="center" valign="middle"><bold>0.826</bold></td>
</tr>
<tr>
<td align="left" valign="middle">nfin3</td>
<td align="center" valign="middle">0.272</td>
<td align="center" valign="middle">0.366</td>
<td align="center" valign="middle">0.609</td>
<td align="center" valign="middle">0.414</td>
<td align="center" valign="middle"><bold>0.851</bold></td>
</tr>
<tr>
<td align="left" valign="middle">nfin4</td>
<td align="center" valign="middle">0.235</td>
<td align="center" valign="middle">0.280</td>
<td align="center" valign="middle">0.507</td>
<td align="center" valign="middle">0.590</td>
<td align="center" valign="middle"><bold>0.818</bold></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>The data in bold are the loading of an item. For validity of the discriminant, the loading should be stronger than their cross-loadings on other constructs. pms, interactive use of PMS; emp, psychological empowerment; ce, creativity; fin, financial performance; nfin, non-financial performance.</p>
</table-wrap-foot>
</table-wrap>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption><p>Validity and reliability statistics.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="middle">Constructs</th>
<th align="center" valign="middle">Average variance extracted</th>
<th align="center" valign="middle">Composite reliability</th>
<th align="center" valign="middle"><italic>R</italic><sup>2</sup></th>
<th align="center" valign="middle">Cronbach&#x2019;s alpha</th>
<th align="center" valign="middle">Communality</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Interactive use of PMS</td>
<td align="center" valign="middle">0.732</td>
<td align="center" valign="middle">0.932</td>
<td align="center" valign="middle">-</td>
<td align="center" valign="middle">0.909</td>
<td align="center" valign="middle">0.732</td>
</tr>
<tr>
<td align="left" valign="middle">Psychological empowerment</td>
<td align="center" valign="middle">0.523</td>
<td align="center" valign="middle">0.929</td>
<td align="center" valign="middle">0.040</td>
<td align="center" valign="middle">0.917</td>
<td align="center" valign="middle">0.523</td>
</tr>
<tr>
<td align="left" valign="middle">Creativity</td>
<td align="center" valign="middle">0.685</td>
<td align="center" valign="middle">0.966</td>
<td align="center" valign="middle">0.298</td>
<td align="center" valign="middle">0.961</td>
<td align="center" valign="middle">0.685</td>
</tr>
<tr>
<td align="left" valign="middle">Financial performance</td>
<td align="center" valign="middle">0.820</td>
<td align="center" valign="middle">0.948</td>
<td align="center" valign="middle">0.199</td>
<td align="center" valign="middle">0.927</td>
<td align="center" valign="middle">0.820</td>
</tr>
<tr>
<td align="left" valign="middle">Non-financial performance</td>
<td align="center" valign="middle">0.646</td>
<td align="center" valign="middle">0.879</td>
<td align="center" valign="middle">0.421</td>
<td align="center" valign="middle">0.817</td>
<td align="center" valign="middle">0.646</td>
</tr>
<tr>
<td align="left" valign="middle">Global of fit of suggested model</td>
<td align="center" valign="middle" colspan="5">0.362</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap position="float" id="tab4">
<label>Table 4</label>
<caption><p>Discriminant validity (Fornell-Larcker criterion).</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Constructs</th>
<th align="center" valign="top">1</th>
<th align="center" valign="top">2</th>
<th align="center" valign="top">3</th>
<th align="center" valign="top">4</th>
<th align="center" valign="top">5</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">1. Interactive use of PMS</td>
<td align="center" valign="middle"><bold>0.856</bold></td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">2. Psychological empowerment</td>
<td align="center" valign="middle">0.200</td>
<td align="center" valign="middle"><bold>0.723</bold></td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">3. Creativity</td>
<td align="center" valign="middle">0.373</td>
<td align="center" valign="middle">0.546</td>
<td align="center" valign="middle"><bold>0.828</bold></td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">4. Financial performance</td>
<td align="center" valign="middle">0.325</td>
<td align="center" valign="middle">0.301</td>
<td align="center" valign="middle">0.446</td>
<td align="center" valign="middle"><bold>0.906</bold></td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">5. Non-financial performance</td>
<td align="center" valign="middle">0.378</td>
<td align="center" valign="middle">0.401</td>
<td align="center" valign="middle">0.649</td>
<td align="center" valign="middle">0.676</td>
<td align="center" valign="middle"><bold>0.804</bold></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Diagonal elements represent the square root of the average variance extracted (AVE).</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec20">
<label>4.3.</label>
<title>The structural model</title>
<p>We conducted a mediating analysis to examine the mechanism of how interactive PMS use affects performance <italic>via</italic> psychological empowerment and creativity. Bootstrapping method recommended by <xref ref-type="bibr" rid="ref27">Edwards and Lambert (2007)</xref> was employed to test this mediation effect. PLS-path coefficient was used to test the hypotheses. Following the suggestion of <xref ref-type="bibr" rid="ref73">Wetzels et al. (2009)</xref>, we evaluated structural model fit using their calculation of goodness of fit. They derived the goodness-of-fit criteria as small: 0.1, medium: 0.25 and large: 0.36. Goodness of fit is defined as the geometric mean of the average communality and average R-square (for endogenous constructs). In <xref rid="tab3" ref-type="table">Table 3</xref>, the global fit of the complete model was presented. As shown in <xref rid="tab3" ref-type="table">Table 3</xref>, global fit was 0.362, indicating that the structural model has a good model fit.</p>
<p><xref rid="tab5" ref-type="table">Table 5</xref> presents the results of the PLS structural model. <xref rid="fig1" ref-type="fig">Figure 1</xref> represents the final structural model. As expected, the interactive use of PMS was positively and significantly associated with psychological empowerment (&#x00DF;&#x2009;=&#x2009;0.158, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05). As such, hypothesis 1 (H1) was supported. Hypothesis 2 (H2) predicted a positive relationship between psychological empowerment and creativity. As expected, the association between psychological empowerment and creativity was positive and significant (&#x00DF;&#x2009;=&#x2009;0.566, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01). Therefore hypothesis 2 was supported. The result of bootstrapping also showed that creativity has a positive and significant effect on financial performance (&#x00DF;&#x2009;=&#x2009;0.417, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01) and non-financial performance (&#x00DF;&#x2009;=&#x2009;0.542, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01). Therefore hypothesis 3 was supported.</p>
<table-wrap position="float" id="tab5">
<label>Table 5</label>
<caption><p>Results of the PLS structural model.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Description of Paths</th>
<th align="center" valign="top">Path coefficient</th>
<th align="center" valign="top"><italic>t</italic>-value</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Interactive use of PMS&#x2009;&#x2192;&#x2009;Psychological empowerment</td>
<td align="center" valign="middle">0.158</td>
<td align="center" valign="middle">2.182<sup>&#x002A;&#x002A;</sup></td>
</tr>
<tr>
<td align="left" valign="middle">Psychological empowerment &#x2192; Creativity</td>
<td align="center" valign="middle">0.566</td>
<td align="center" valign="middle">8.962<sup>&#x002A;&#x002A;&#x002A;</sup></td>
</tr>
<tr>
<td align="left" valign="middle">Creativity &#x2192; Financial performance</td>
<td align="center" valign="middle">0.417</td>
<td align="center" valign="middle">5.179<sup>&#x002A;&#x002A;&#x002A;</sup></td>
</tr>
<tr>
<td align="left" valign="middle">Creativity &#x2192; Non-financial performance</td>
<td align="center" valign="middle">0.542</td>
<td align="center" valign="middle">9.429<sup>&#x002A;&#x002A;&#x002A;</sup></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>&#x002A;&#x002A;&#x002A;<italic>p</italic>&#x2009;&#x003C;&#x2009;0.01, &#x002A;&#x002A;<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05.</p>
</table-wrap-foot>
</table-wrap>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption><p>Final structural model. Paths of the control variables are omitted for clarity. Significant relationships are in bold. &#x002A;&#x002A;&#x002A;<italic>p</italic>&#x2009;&#x003C;&#x2009;0.01, &#x002A;&#x002A;<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05.</p></caption>
<graphic xlink:href="fpsyg-14-1116617-g001.tif"/>
</fig>
<p>Hypothesis 4 proposed that psychological empowerment mediates the association between the interactive use of PMS and creativity. <xref rid="fig1" ref-type="fig">Figure 1</xref> shows that interactive use of PMS and psychological empowerment have a positive significant relationship, and psychological empowerment and creativity also have a positive and significant relationship. This means that psychological empowerment plays a significant mediating role between interactive use of PMS and creativity. It is difficult to increase creativity with only interactive use of PMS, and creativity can be expected to increase through psychological empowerment. Therefore, hypothesis 4 was supported.</p>
<p>Hypothesis 5 proposed that creativity mediates the association between psychological empowerment and performance. In this paper, performance is divided into two categories: financial and non-financial performance. <xref rid="fig1" ref-type="fig">Figure 1</xref> shows that psychological empowerment has a positive and significant relationship with creativity. Creativity also shows a positive and significant relationship with both financial and non-financial performance. These results reveal that creativity plays a significant mediating role between psychological empowerment and performance. Psychological empowerment plays an important role in creativity in improving performance. Thus hypotheses 5, 5&#x2013;1 and 5&#x2013;2 were supported.</p>
</sec>
<sec id="sec21">
<label>4.4.</label>
<title>Tests for mediation</title>
<p>In existing literature, no unanimous answer exists on whether the relationship between independent and dependent variables must be significant, excluding the potential mediator (<xref ref-type="bibr" rid="ref78">Zhao et al., 2010</xref>). The only requirement for mediation is that the indirect effect must be significant. If it is significant, the mediator absorbs some of the direct effect (<xref ref-type="bibr" rid="ref3">Ali and Park, 2016</xref>). This study uses the non-parametric bootstrapping method to assess the significance of the mediation effect. Variance accounted for (VAF) is applied to calculate the indirect effect size in relation to the total effect (i.e., direct effect + indirect effect; <xref ref-type="bibr" rid="ref3">Ali and Park, 2016</xref>). <xref rid="tab6" ref-type="table">Table 6</xref> shows that psychological empowerment as a mediator partially mediates the relationship between interactive use of PMS and creativity. Noticeably, the direct relationship between psychological empowerment and performance is not significant but their indirect effect is significant (&#x00DF;&#x2009;=&#x2009;0.236&#x002A;&#x002A;&#x002A;, <italic>t</italic> =&#x2009;4.474; &#x00DF;&#x2009;=&#x2009;0.307&#x002A;&#x002A;&#x002A;, <italic>t</italic> =&#x2009;6.370), leading to the conclusion that an indirect mediation between psychological empowerment and performance through creativity exists.</p>
<table-wrap position="float" id="tab6">
<label>Table 6</label>
<caption><p>Test of mediation by bootstrapping approach.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Effect of</th>
<th align="center" valign="top">Direct effect (<italic>t</italic>-value)</th>
<th align="center" valign="top">Indirect effect (<italic>t</italic>-value)</th>
<th align="center" valign="top">Total effect</th>
<th align="center" valign="top">VAF (%)</th>
<th align="left" valign="top">Interpretation</th>
<th align="left" valign="top">Conclusion</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">pms&#x2009;&#x2192;&#x2009;emp&#x2009;&#x2192;&#x2009;ce</td>
<td align="center" valign="middle">0.263<sup>&#x002A;&#x002A;&#x002A;</sup> (4.671)</td>
<td align="center" valign="middle">0.089<sup>&#x002A;&#x002A;</sup> (2.056)</td>
<td align="center" valign="middle">0.352</td>
<td align="center" valign="middle">25.28</td>
<td align="left" valign="middle">Partial mediation</td>
<td align="left" valign="middle">H4 supported</td>
</tr>
<tr>
<td align="left" valign="middle">emp&#x2009;&#x2192;&#x2009;ce&#x2009;&#x2192;&#x2009;fin</td>
<td align="center" valign="middle">0.103 (1.174)</td>
<td align="center" valign="middle">0.236<sup>&#x002A;&#x002A;&#x002A;</sup> (4.474)</td>
<td align="center" valign="middle">0.340</td>
<td align="center" valign="middle">69.41</td>
<td align="left" valign="middle">Indirect mediation</td>
<td align="left" valign="middle">H5-1 supported</td>
</tr>
<tr>
<td align="left" valign="middle">emp&#x2009;&#x2192;&#x2009;ce&#x2009;&#x2192;&#x2009;nfin</td>
<td align="center" valign="middle">0.070 (1.142)</td>
<td align="center" valign="middle">0.307<sup>&#x002A;&#x002A;&#x002A;</sup> (6.370)</td>
<td align="center" valign="middle">0.376</td>
<td align="center" valign="middle">81.65</td>
<td align="left" valign="middle">Indirect mediation</td>
<td align="left" valign="middle">H5-2 supported</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>&#x002A;&#x002A;&#x002A;<italic>p</italic>&#x2009;&#x003C;&#x2009;0.01, &#x002A;&#x002A;<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05. VAF, variance accounted for. The VAF&#x2009;&#x003E;&#x2009;80% indicates full mediation, 20%&#x2009;&#x2264;&#x2009;VAF&#x2009;&#x2265;&#x2009;80% shows partial mediation whilst VAF&#x2009;&#x003C;&#x2009;20% assumes no mediation (<xref ref-type="bibr" rid="ref3">Ali and Park, 2016</xref>). pms, interactive use of PMS; emp, psychological empowerment; ce, creativity; fin, financial performance; nfin, non-financial performance.</p>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec id="sec22" sec-type="discussions">
<label>5.</label>
<title>Discussion</title>
<p>The study enhances our understanding of how the interactive use of PMS affects organizational performance. Based on data from 211 questionnaires collected from managers in Chinese firms, we empirically tested psychological empowerment and creativity as mediators of the influence of interactive PMS use on organizational performance. The results show positive significant association between interactive PMS use and psychological empowerment, psychological empowerment and creativity, as well as creativity and organizational performance. Additionally, the results show that interactive PMS benefits creativity <italic>via</italic> psychological empowerment. Furthermore, creativity mediated the association between psychological empowerment and organizational performance.</p>
<p>Results (H1) demonstrate that interactive PMSs capture the benefits of individual initiative. The interactive use of PMSs provides adequate performance information, stimulates dialogue and learning to build responsive organizations and thus improves psychological empowerment. Performance information generated by interactive PMS is interpreted and discussed in face-to-face meetings (<xref ref-type="bibr" rid="ref59">Simons, 1995</xref>) which ultimately empowering managers psychologically. This has been acknowledged by <xref ref-type="bibr" rid="ref34">Hall (2008)</xref>. Specifically, the information provided and shared by interactive PMS use is necessary for managers to develop the psychological experience of empowerment. These findings are also complementary to the empirical research conducted by <xref ref-type="bibr" rid="ref46">Marginson et al. (2014)</xref> that support the interactive use of PMS as crucial to increasing psychological empowerment.</p>
<p>Furthermore, results (H2) also indicate that psychological empowerment is an important factor for achieving creativity. Psychological empowerment is defined as &#x2018;a motivational construct manifested in four cognitions: meaning, competence, self-determination, and impact&#x2019; (<xref ref-type="bibr" rid="ref63">Spreitzer, 1995</xref>). In a work context, the perception of psychological empowerment has great potential to boost individual creativity because it increases concentration, self-efficacy and initiative. Consistent with <xref ref-type="bibr" rid="ref48">Moulang (2015)</xref> and <xref ref-type="bibr" rid="ref62">Spekl&#x00E9; et al. (2017)</xref>, these findings also show that a more psychological experience of empowerment fosters high levels of individual creativity. Additionally, results (H3) indicate a significant effect of creativity on organizational performance. Our findings demonstrate that individual creativity, which is a primary capability within the firm, leads to increased competitive advantage and enhanced performance. Consistent with <xref ref-type="bibr" rid="ref41">Im and Workman (2004)</xref>, the results also indicate that creativity is an important determinant of an enterprise&#x2019;s performance. Additionally, this finding also extends the work of <xref ref-type="bibr" rid="ref32">Gong et al. (2009)</xref> by empirically testing the effect of individual-level creativity on financial/non-financial performance gains.</p>
<p>Results (H4) indicate that psychological empowerment does serve as a mediator between interactive PMS use and creativity. Since interactive PMSs provide adequate performance information, they also create a responsive climate that fosters psychological empowerment (<xref ref-type="bibr" rid="ref59">Simons, 1995</xref>), and thus enhances individual creativity. Using a control system interactively can activate an individual&#x2019;s cognition and motivation, and lead to the proposal of novel ideas. This finding is in accordance with <xref ref-type="bibr" rid="ref48">Moulang (2015)</xref>, who showed that interactive PMS can benefit individual creativity by improving psychological empowerment. Furthermore, this result also complements the studies conducted by <xref ref-type="bibr" rid="ref29">Franco-Santos et al. (2012)</xref>, who calls for research to focus on the consequences of PMS on an individual&#x2019;s behavior. Hence, this evidence suggests that managers&#x2019; psychological empowerment and creativity are improved through the usage of interactive PMS.</p>
<p>Results (H5) demonstrate that psychological empowerment positively affects organizational performance by enhancing creativity. To facilitate creativity and improve organizational performance gains, a high level of psychological empowerment should be fostered within the firm. We have concluded that managers&#x2019; creativity is a critical factor of improving organizational performance. Our finding is consistent with the arguments developed by <xref ref-type="bibr" rid="ref19">Cani&#x00EB;ls et al. (2014)</xref>, who claim that psychological empowerment cognitions help individuals to satisfy innate desires to create, which, in turn, improves a firm&#x2019;s performance gains (<xref ref-type="bibr" rid="ref72">Weinzimmer et al., 2011</xref>; <xref ref-type="bibr" rid="ref67">Sung and Nam, 2012</xref>). Therefore, perceptions of psychological empowerment help reinforce a sense of self-determination, competence and dexterity, which, in turn, boost individual creativity and ultimately contribute to organizational performance.</p>
<sec id="sec23">
<label>5.1.</label>
<title>Theoretical contributions and practical implications</title>
<p>This study contributes to the literature exploring the relationship between PMS and performance (e.g., <xref ref-type="bibr" rid="ref38">Henri, 2006b</xref>; <xref ref-type="bibr" rid="ref35">Harrison et al., 2022</xref>) by analysing the role of psychological empowerment and creativity. The findings suggest that both psychological empowerment and creativity help explain the association between interactive PMS and organizational performance. We have identified the role of interactive PMS use in the relationships between psychological empowerment, creativity and performance, thereby improving the scholarly understanding of the theoretical value of PMS in relation to individual&#x2019;s behavior and performance consequences. The findings show that interactive PMS use, psychological empowerment and creativity jointly influence organizational performance. More specifically, the interactive use of PMS cultivates organizational performance by not only strengthening the perceptions of psychological empowerment but also individual-level creativity. Interactive PMS use affects organizational routines by influencing the way managers behave. To remain competitive, organizations and managers should shape a bottom-up process, and facilitate the communication of organization participants, whilst monitoring the impact of interactive controls on individual&#x2019;s behavior and performance outcomes.</p>
<p>Second, this study expands on the literature testing PMS and psychological empowerment according to cognitive-based psychology theory. The findings confirm Franco-Santos et al.&#x2019;s (2012) results that interactive PMS can positively influence the behavior of managers. These results suggest that psychological empowerment is boosted when managers use PMS interactively at different levels of firms. Our findings support prior research (<xref ref-type="bibr" rid="ref29">Franco-Santos et al., 2012</xref>; <xref ref-type="bibr" rid="ref1">Akroyd and Kober, 2020</xref>), which holds the view that the design and use of PMS are crucial for managers&#x2019; behavior and organizational outcomes. Additionally, our research addresses <xref ref-type="bibr" rid="ref48">Moulang&#x2019;s (2015)</xref> call for further study to refine and validate the creativity instrument. This study differs from the work of <xref ref-type="bibr" rid="ref48">Moulang (2015)</xref> in which the creativity measurement is derived from three different studies. We also use <xref ref-type="bibr" rid="ref80">Zhou and George (2001)</xref> scale to measure creativity. The findings show that the instrument is a reliable and valid measurement of the creativity construct.</p>
<p>Furthermore, this study contributes to PMS literature by exploring relationships using a Chinese sample. Most researchers have examined the effects of PMS using companies located in Western countries. However, prior research (e.g., <xref ref-type="bibr" rid="ref43">Koufteros et al., 2014</xref>; <xref ref-type="bibr" rid="ref33">Guenther and Heinicke, 2019</xref>) suggests that empirical data can be applied to a different geographical area. Expanding upon prior research, we also included organizational outcomes in the research model. Our findings demonstrating that the extent of interactive PMS use is indirectly associated with organizational performance through empowerment and creativity expand upon <xref ref-type="bibr" rid="ref10">Appuhami (2019)</xref> and <xref ref-type="bibr" rid="ref34">Hall (2008)</xref> empirical findings. Finally, these findings expand upon the work of <xref ref-type="bibr" rid="ref35">Harrison et al. (2022)</xref>, which is based on survey data from senior managers in organizations. Compared with earlier theoretical and empirical work (e.g., <xref ref-type="bibr" rid="ref34">Hall, 2008</xref>; <xref ref-type="bibr" rid="ref35">Harrison et al., 2022</xref>), we simultaneously broadened the nature of the sample, indicating that interactive use of PMSs is beneficial for psychological empowerment at all levels of managers. Consequently, the study highlights the importance of interactive PMS use in achieving higher levels of individual behavior. It also suggests that managers should collect and generate adequate performance information through interactive controls to improve the motivation of organization members.</p>
<p>In practical terms, our results suggest that managers should engage in an interactive dialogue with their subordinates and peers, to meet their needs and provide constructive feedback, so that organization participants feel empowered and valued. The sense of managers&#x2019; psychological empowerment is positively affected through interactive control systems. Interactive PMSs create a responsive firm that cultivates the sense of an individual&#x2019;s psychological empowerment. Our study highlights that interactive control systems play a critical role in shaping a participative climate (<xref ref-type="bibr" rid="ref59">Simons, 1995</xref>) and that such systems improve the cognitions of self-efficacy through providing performance information, facilitating organization members&#x2019; trust and enhancing their ego involvement. Therefore, to strengthen organization participants&#x2019; psychological empowerment in the workplace, managers should schedule face-to-face meetings regularly, stimulate conversation and share their thoughts, to help them better understand the meaning of what they do.</p>
<p>Our results have also shown that interactive PMS use has a significant influence on creativity <italic>via</italic> psychological empowerment. Our findings suggest that the interactive use of PMSs can monitor changing external environments, stimulate dialogue throughout the organization, encourage individuals to seek, generate and test new ideas, and thus gain a competitive advantage. Additionally, creativity is also an impact factor that influences organizational performance. This also suggests that creativity is a distinctive resource within the firm that can effectively improve performance. To create a higher performance firm, organizations should not only look at utilising the multiplicity and variety of information contained in the PMS but also at facilitating and triggering individuals&#x2019; intrinsic task motivation and creativity. In sum, we suggest that managers should invest in building an interactive PMS to provide a comprehensive performance information platform that facilitates intrinsic motivation encouraging individuals to develop novel and useful ideas. This will further contribute to an overall improvement in financial and non-financial performance.</p>
</sec>
<sec id="sec24">
<label>5.2.</label>
<title>Limitations and future research</title>
<p>The findings have several limitations. First, the study&#x2019;s generalizability is slightly limited in the sense that data were collected only from companies in an economically advanced region of China. Future studies could collect data from other areas of China or elsewhere to improve the applicability of our results. Second, our findings suffer from the limitations of cross-sectional design. Thus, case studies or longitudinal data could be further used to conduct a formal test of causality. Survey Data collected from small-size organizations were also included, which may affect the causal relationship. Additionally, the subjective bias inherent in questionnaire research is also a limitation of the study. Third, whilst our measurement scale for psychological empowerment is based on a holistic view, psychological empowerment does comprise four components (<xref ref-type="bibr" rid="ref63">Spreitzer, 1995</xref>), so the link between other aspects of psychological empowerment, interactive PMSs and creativity should be classified further in future research. Finally, contextual variables such as environmental uncertainty should be further included to develop a more comprehensive theoretical model.</p>
<p>Despite these limitations, the current study has several strengths. First, existing studies have focused only on strategic business unit (SBU) managers. However, our conclusions were derived from all managerial levels. Second, more specifically, this study investigates the role of interactive PMS use to extend the current PMS research. Particularly, we examined a wider range of effects that PMS has on individual behavior by testing the linkage between PMSs, psychological empowerment and creativity. Third, we have broadened the theoretical base of investigating creativity as a mediator between psychological empowerment and organizational performance.</p>
</sec>
</sec>
<sec id="sec25" sec-type="conclusions">
<label>6.</label>
<title>Conclusion</title>
<p>The aim of this study was to determine whether and how PMS use affects performance by testing the mediation effects of psychological empowerment and creativity. To examine our hypotheses, we conducted empirical study with 211 managers from Chinese firms. Our results revealed that (1) the interactive use of PMS enhances organization participants&#x2019; psychological empowerment; (2) psychological empowerment positively influences creativity; (3) higher levels of creativity improve organizational performance; (4) the relationship between interactive PMS use and creativity is mediated by psychological empowerment and (5) creativity has a mediating effect between psychological empowerment and organizational performance.</p>
</sec>
<sec id="sec26" sec-type="data-availability">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="sec27">
<title>Ethics statement</title>
<p>The studies involving human participants were reviewed and approved by the Institutional Review Board of Business School, Ningbo University. The patients/participants provided their written informed consent to participate in this study.</p>
</sec>
<sec id="sec28">
<title>Author contributions</title>
<p>LZ and DK designed and performed the research. LZ collected and analyzed the data. SD and LZ wrote the manuscript. All authors read and approved the final manuscript.</p>
</sec>
<sec id="sec29" sec-type="funding-information">
<title>Funding</title>
<p>This study was supported by the Academy of Longyuan Construction Financial Research Grant (Grant Number: LYZDB2004) and Ningbo University High-level Humanities and Social Sciences Cultivation Project (Grant Number: XPYQ22002).</p>
</sec>
<sec id="conf1" sec-type="COI-statement">
<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 id="sec100" sec-type="disclaimer">
<title>Publisher&#x2019;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>
</body>
<back>
<ack>
<p>The authors are indebted to the editor, and associated editor(s) of Frontiers in Psychology, and anonymous referees for their contributions during the revision process of Frontiers in Psychology for our paper.</p>
</ack>
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