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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Organ. Psychol.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Organizational Psychology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Organ. Psychol.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">2813-771X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="doi">10.3389/forgp.2025.1664677</article-id>
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<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Psychological characteristics and training influences on sustainable careers: a 12-year Australian perspective</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Handl</surname> <given-names>Fabian</given-names></name>
<xref ref-type="aff" rid="aff1"/>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
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<contrib contrib-type="author">
<name><surname>Kauffeld</surname> <given-names>Simone</given-names></name>
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<aff id="aff1"><institution>Department of Work, Organizational and Social Psychology, Institute of Psychology, Technische Universitaet Braunschweig</institution>, <city>Braunschweig</city>, <country country="de">Germany</country></aff>
<author-notes>
<corresp id="c001"><label>&#x0002A;</label>Correspondence: Fabian Handl, <email xlink:href="mailto:fabian.handl@mailbox.org">fabian.handl@mailbox.org</email></corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2025-11-20">
<day>20</day>
<month>11</month>
<year>2025</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2025</year>
</pub-date>
<volume>3</volume>
<elocation-id>1664677</elocation-id>
<history>
<date date-type="received">
<day>12</day>
<month>07</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>24</day>
<month>10</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2025 Handl and Kauffeld.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Handl and Kauffeld</copyright-holder>
<license>
<ali:license_ref start_date="2025-11-20">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. 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.</license-p>
</license>
</permissions>
<abstract>
<sec>
<title>Introduction</title>
<p>Understanding sustainable careers&#x02014;characterized by happiness, health, and productivity&#x02014;require continuous exploration of their driving factors across diverse labor markets. Building on prior integrations of Social Cognitive Career Theory and sustainable career frameworks, our study investigates key predictors within the Australian workforce. Specifically, it focuses on hope for success and future orientation as psychological factors, which were selected for their potential to trigger career-relevant mechanisms. Correspondingly, training as a contextual influence was differentiated into present- and future-oriented formats to align with this focus on temporal perspectives.</p>
</sec>
<sec>
<title>Methods</title>
<p>Using longitudinal data collected over 12 years from employed Australian workers (<italic>N</italic> = 6.033), latent change scores and multilevel modeling were employed to capture dynamic changes and between-person effects.</p>
</sec>
<sec>
<title>Results</title>
<p>Results revealed that only future-oriented training was associated with higher subsequent income, whereas all other training effects were non-significant. Psychological predictors demonstrated consistent significance and yielded aligned patterns: both hope for success and future orientation were positively associated with job satisfaction and income but negatively associated with health. This consistency underscores the complex interplay between psychological traits and career outcomes, emphasizing the unique role of health within the sustainable career paradigm.</p>
</sec>
<sec>
<title>Discussion</title>
<p>Through identifying differential effects of psychological predictors, our study extends the theoretical understanding of sustainable careers. Consequently, it offers critical insights for employees striving to build sustainable careers and for organizations seeking to match individual well-being with organizational objectives.</p>
</sec></abstract>
<kwd-group>
<kwd>sustainable careers</kwd>
<kwd>SCCT</kwd>
<kwd>Australian workforce</kwd>
<kwd>cross-cultural replication</kwd>
<kwd>future focus</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declare that no financial support was received for the research and/or publication of this article.</funding-statement>
</funding-group>
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<fig-count count="1"/>
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<equation-count count="0"/>
<ref-count count="101"/>
<page-count count="14"/>
<word-count count="11360"/>
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<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Performance and Development</meta-value>
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</front>
<body>
<sec sec-type="intro" id="s1">
<label>1</label>
<title>Introduction</title>
<p>In an ever-evolving world of work, long-term perspectives on career development are gaining increasing importance. As traditional career paths give way to more dynamic, non-linear trajectories (<xref ref-type="bibr" rid="B21">De Vos et al., 2020</xref>), the concept of sustainable careers has emerged as a crucial framework for understanding how individuals can achieve lasting professional success without compromising their well-being or health (<xref ref-type="bibr" rid="B94">Van der Heijden et al., 2020</xref>).</p>
<p>Concretely, sustainable careers shift the focus away from short-term achievements, such as promotions or salary increases, toward a more holistic and dynamic comprehension of career outcomes over time (<xref ref-type="bibr" rid="B21">De Vos et al., 2020</xref>). They are driven by the continuous interaction between the individual, their changing personal and professional context, and the passage of time (<xref ref-type="bibr" rid="B21">De Vos et al., 2020</xref>). According to the widely cited model by <xref ref-type="bibr" rid="B95">Van der Heijden and De Vos (2015)</xref>, sustainable careers can be assessed through three key indicators: productivity as an objective measure, alongside happiness and health as subjective dimensions. Importantly, these elements should be maintained in balance&#x02014;improvement in one domain should not come at the expense of another (<xref ref-type="bibr" rid="B86">Seibert et al., 2024</xref>).</p>
<p>While this broader model provides a valuable framework, its applicability in diverse national contexts remains an open question. Australia offers a particularly insightful case. In addition to rising labor market inequality (<xref ref-type="bibr" rid="B27">Esposto and Agudelo, 2019</xref>), it shows specific characteristics compared to other Western countries, such as a less knowledge-based economy (<xref ref-type="bibr" rid="B17">Charles et al., 2021</xref>) and a multicultural society with a strong focus on social inclusion (<xref ref-type="bibr" rid="B13">Bouma, 2016</xref>).</p>
<p>The wide view of career success in sustainable careers is not only theoretically significant but also practically relevant. For individuals, sustainable careers provide a framework for long-term growth, satisfaction, and resilience. For organizations, they are associated with increased productivity, employee engagement, and competitive advantage (<xref ref-type="bibr" rid="B23">Donald et al., 2024</xref>).</p>
<p>This relevance has led to recent efforts to integrate the sustainable career theory with established career models, most notably Social Cognitive Career Theory (SCCT) (Author and Author, n.d.).<xref ref-type="fn" rid="fn0003"><sup>1</sup></xref> Similar to sustainable careers, SCCT employs various individual and contextual variables to explain career outcomes, proposing cognitive-behavioral processes (<xref ref-type="bibr" rid="B55">Lent et al., 1994</xref>). SCCT aims to establish an integrated framework that addresses the limitations of traditional theories, which often treat predictor levels separately. Recent applications of SCCT have increasingly adopted longitudinal perspectives and examined career outcomes beyond early career stages (<xref ref-type="bibr" rid="B1">Akkermans et al., 2024</xref>; <xref ref-type="bibr" rid="B20">Damodar et al., 2024</xref>), yet only few studies combine longitudinal data with multidimensional indicators such as income, satisfaction, and health.</p>
<p>Meta-analytic evidence from career research confirms that numerous variables influence career success across different levels, validating this framework. Despite the long history of research and the identification of numerous predictors, significant gaps remain, for example the need to transfer and replicate findings in different cultural contexts (<xref ref-type="bibr" rid="B11">Biscoe et al., 2018</xref>), ensure causal inference (<xref ref-type="bibr" rid="B88">Spurk et al., 2019</xref>), and identify the most fitting theoretical framework (<xref ref-type="bibr" rid="B88">Spurk et al., 2019</xref>).</p>
<p>Building on these gaps, SCCT is applied to assess how sustainable career outcomes (job satisfaction, income, and health) are influenced by two predictors levels in the culturally relevant context of Australia. Employing a longitudinal design, which allows for an approximation of causality. The predictor levels reflect a strong future focus, in line with the theoretical foundations. At the contextual level, we examine the impact of training, distinguishing between present-oriented and future-oriented approaches. At the individual level, we examine two psychological characteristics with future focus: hope for success and future orientation. Previous research has demonstrated that these traits positively influence career development mechanisms (e.g. <xref ref-type="bibr" rid="B32">Ginevra et al., 2018</xref>; <xref ref-type="bibr" rid="B101">Zaleszczyk and Kot, 2019</xref>), suggesting their potential as predictors of sustainable career outcomes. Within the SCCT framework, such future-focused dispositions can be understood as distal antecedents that activate its central mechanisms: individuals who anticipate future opportunities and trust in their capacity to succeed are more likely to believe in their abilities (self-efficacy), expect positive returns from effort (outcome expectations), and pursue ambitious long-term objectives (goals). The research model and its tested hypotheses are presented in <xref ref-type="fig" rid="F1">Figure 1</xref>. To enhance interpretability, the figure also incorporates the final results by indicating positive (&#x0002B;), negative (&#x02013;), or non-significant (n.s.) associations.</p>
<fig position="float" id="F1">
<label>Figure 1</label>
<caption><p>Conceptual research model.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="forgp-03-1664677-g0001.tif">
<alt-text content-type="machine-generated">Diagram illustrating two models: a multilevel model and a latent change score model. In the multilevel model, &#x0201C;Hope for success&#x0201D; affects &#x0201C;Job satisfaction,&#x0201D; &#x0201C;Income,&#x0201D; and &#x0201C;General health&#x0201D; through hypotheses H1a (+), H1b (+), and H1c (-). &#x0201C;Future orientation&#x0201D; influences these factors with hypotheses H2a (+), H2b (+), and H2c (-). In the latent change score model, &#x0201C;Training (present-oriented)&#x0201D; impacts changes in job satisfaction, income, and general health through hypotheses H3a, H3b, and H3c (all not significant). &#x0201C;Training (future-oriented)&#x0201D; influences these changes with hypotheses H4a (not significant), H4b (+), and H4c (not significant).</alt-text>
</graphic>
</fig>
<p>Using this approach, our study makes several significant contributions, especially to the fields of career and training research. In career research, it further advances the integration of Social Cognitive Career Theory (SCCT) and sustainable careers. This was initiated by Author and Author (n.d.) (see text footnote <xref ref-type="fn" rid="fn0003"><sup>1</sup></xref>) by stressing their shared principles, such as the temporal dynamics of careers and the importance of individual and contextual factors. Such an approach broadens the understanding of career success beyond salary metrics, adopting a longitudinal perspective over a substantial 12-year period. After much empirical work has focused on Western European and North American samples, the study tests findings from the British context (see text footnote <xref ref-type="fn" rid="fn0003"><sup>1</sup></xref>)&#x02014;regarding training, psychological characteristics, SCCT, and sustainable careers&#x02014;in the Australian context. This context represents a different labor market environment with its own multiple structural, cultural, and institutional dimensions (<xref ref-type="bibr" rid="B34">Gregory, 2002</xref>; <xref ref-type="bibr" rid="B9">Barrett, 2018</xref>). Consequently, the derivation of generalizable knowledge into career development across diverse conditions are possible, enabling a more generalizable comprehension of career sustainability.</p>
<p>Regarding the predictor level for career success, particular attention is given to the temporal, future-oriented component in the selection of predictors, in order to align with the focus of the theories. While the psychological characteristics hope for success and future orientation are distinguished, training is differentiated between present-oriented vs. future-oriented training approaches, providing comparative insights into their respective efficacies. This directly contributes to training research, because it differentiates between the long-term impacts of training on career outcomes and compares the effectiveness of distinct types of training, contributing to a deeper understanding of how training interventions can gradually influence career trajectories.</p>
<p>Practical guidance arises from identifying central individual and contextual factors that shape sustainable careers. By shedding light on these critical predictors, this study equips employees and organizations with the knowledge needed to focus their energy and investments strategically in order to enhance career development outcomes.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Theoretical background</title>
<sec>
<label>2.1</label>
<title>Sustainable career outcomes</title>
<p>Before presenting the specific research in detail, this paper first introduces the key outcomes of sustainable careers that will be examined. In recent years, this topic has gained significant traction in career success research, as evidenced by two comprehensive reviews (<xref ref-type="bibr" rid="B21">De Vos et al., 2020</xref>; <xref ref-type="bibr" rid="B23">Donald et al., 2024</xref>). Given the variety of definitions in the literature, this paper follows the sustainable career framework proposed by <xref ref-type="bibr" rid="B21">De Vos et al. (2020)</xref> and focuses on three key outcomes: Happiness, health, and productivity.</p>
<p>As an objective indicator, productivity refers to strong performance in one&#x00027;s current job as well as high employability or career potential. In contrast, two rather subjective concepts are also considered. Happiness captures the subjective elements of feeling successful or satisfied with one&#x00027;s career, yet seen from a wider life perspective. Health reflects the dynamic fit of the career with one&#x00027;s mental and physical capacities, encompassing both physical and mental health. To fully understand these outcomes, it is essential to examine them longitudinally and in parallel.</p>
<p>Beyond short-term dynamics, a long-term perspective is crucial for career success research (<xref ref-type="bibr" rid="B86">Seibert et al., 2024</xref>). The impact of career-related experiences or events may only become apparent after a significant delay, highlighting the time-sensitive nature of this concept (<xref ref-type="bibr" rid="B21">De Vos et al., 2020</xref>).</p>
</sec>
<sec>
<label>2.2</label>
<title>Psychological characteristics</title>
<p>Personality, alongside human capital and demographics, has emerged as an important factor influencing career success. This is underlined by two meta-analyses (<xref ref-type="bibr" rid="B68">Ng et al., 2005</xref>; <xref ref-type="bibr" rid="B69">Ng and Feldman, 2014</xref>) that show that specific psychological characteristics like core self-evaluation and locus of control have a greater impact than broader personality measures like the Big Five. In recent years, more studies have underscored the importance of additional traits, including proactivity (e.g., <xref ref-type="bibr" rid="B100">Yang and Chau, 2016</xref>; <xref ref-type="bibr" rid="B93">Turban et al., 2017</xref>), emotional intelligence (e.g., <xref ref-type="bibr" rid="B60">McAndrews and Ha-Brookshire, 2020</xref>), and protean career attitudes (e.g., <xref ref-type="bibr" rid="B39">Herrmann et al., 2015</xref>; <xref ref-type="bibr" rid="B73">Redondo et al., 2021</xref>). Despite this promising progress, significant gaps persist, stressing the need for further investigation into the long-term relevance of other specific traits for career success.</p>
<sec>
<label>2.2.1</label>
<title>Hope for success</title>
<p>The construct of hope for success can be defined as &#x0201C;the degree to which an individual favors situations in which they are challenged and can test their capabilities.&#x0201D; Hope for success, alongside fear of failure, forms a core part of the wider construct of achievement motivation and is associated with approach-oriented behaviors (<xref ref-type="bibr" rid="B84">Sch&#x000FC;ler et al., 2013</xref>).</p>
<p>Concretely, the literature mentions various traits linked to individuals exhibiting high levels of hope for success, many of which are theoretically conducive to long-term career advancement. These individuals are often characterized by their ability to demonstrate responsibility, a capacity to overcome obstacles as well as perseverance in achieving their goals (<xref ref-type="bibr" rid="B101">Zaleszczyk and Kot, 2019</xref>) and adopt active problem-solving strategies to address challenges (<xref ref-type="bibr" rid="B101">Zaleszczyk and Kot, 2019</xref>).</p>
<p>Despite its theoretical relevance, the body of research dedicated to hope for success, especially its implications for long-term career outcomes, remains limited. Existing studies, however, show its associations with less detrimental health and financial management behaviors (<xref ref-type="bibr" rid="B43">Hoffmann and Risse, 2020</xref>) and wage levels in addition to increased likelihood of job promotions (<xref ref-type="bibr" rid="B74">Risse et al., 2018</xref>; <xref ref-type="bibr" rid="B75">Risse, 2020</xref>). Further, in specific groups, studies found positive effects on life satisfaction among referees (<xref ref-type="bibr" rid="B64">Minda, 2020</xref>), negative relationship with academic procrastination among students (<xref ref-type="bibr" rid="B2">Akmal et al., 2017</xref>) and its mediating role between the Big Five personality traits and achievement goal orientation in athletes (<xref ref-type="bibr" rid="B92">Tomczak et al., 2024</xref>).</p>
<p>Although hope for success was not measured at every time point in this study, psychological dispositions in adulthood are generally characterized by temporal stability (<xref ref-type="bibr" rid="B5">Alwin, 1994</xref>). This supports the assumption that less frequent measurement is sufficient to capture its potential long-term effects. Hope for success has been linked to traits such as perseverance, responsibility, and active problem-solving (<xref ref-type="bibr" rid="B101">Zaleszczyk and Kot, 2019</xref>)&#x02014;all of which are theoretically conducive to sustainable career development. These mechanisms are consistent with key assumptions of SCT, which emphasizes the role of motivational beliefs in shaping long-term vocational outcomes. Based on this theoretical and empirical foundation, we hypothesize that individuals with higher levels of hope for success will demonstrate more favorable outcomes in their career development. The following person-level hypotheses reflect this assumption:</p>
<p><italic>H1: Higher levels of &#x0201C;hope for success&#x0201D; at the given measurement point are associated with elevated overall levels of job satisfaction (H1a), income (H1b), and general health (H1c) across all measurement points</italic>.</p>
</sec>
<sec>
<label>2.2.2</label>
<title>Future orientation</title>
<p>Future orientation, a construct introduced by developmental psychologists in the 1980s (<xref ref-type="bibr" rid="B47">Johnson et al., 2014</xref>), encompasses various definitions. In our study, we define it as the &#x0201C;goal-oriented tendency to focus one&#x00027;s mind on the future and future-valued outcomes&#x0201D; (<xref ref-type="bibr" rid="B72">Praskova and Johnston, 2021</xref>). Research has shown that it plays a significant role in long-term career success because it positively influences a range of critical career mechanisms. These include setting clearer goals and demonstrating superior planning skills (<xref ref-type="bibr" rid="B72">Praskova and Johnston, 2021</xref>), exhibiting higher career adaptability (<xref ref-type="bibr" rid="B33">Ginevra et al., 2016</xref>; <xref ref-type="bibr" rid="B80">Santilli et al., 2017</xref>), and making better career choices (<xref ref-type="bibr" rid="B32">Ginevra et al., 2018</xref>). Also, the relevance of adaptability and resilience as future-oriented mechanisms for sustainable careers has been demonstrated (<xref ref-type="bibr" rid="B23">Donald et al., 2024</xref>).</p>
<p>Despite a significant gap in our understanding of the long-term career impact of future orientation (<xref ref-type="bibr" rid="B72">Praskova and Johnston, 2021</xref>), emerging evidence already points to its relevance for sustainable career outcomes. For instance, it has been associated with enhanced work performance (<xref ref-type="bibr" rid="B52">Kooij et al., 2018</xref>) and greater job satisfaction (<xref ref-type="bibr" rid="B16">Cernas-Ortiz et al., 2018</xref>). Moreover, future orientation has shown links to health-related outcomes in specific populations, such as primary care patients (<xref ref-type="bibr" rid="B40">Hirsch et al., 2015</xref>) and older adults (<xref ref-type="bibr" rid="B8">Barnett, 2014</xref>), as well as broader indicators like well-being (<xref ref-type="bibr" rid="B28">Felaco and Parola, 2022</xref>). These findings highlight its potential and underscore the need for further investigation.</p>
<p>Future orientation was assessed only twice during the study period. However, given that psychological characteristics typically show substantial stability in adulthood (<xref ref-type="bibr" rid="B5">Alwin, 1994</xref>), these limited assessments are assumed to sufficiently capture its influence over time. The literature suggests that future-oriented individuals are more likely to engage in career-promoting behaviors such as proactive goal setting, long-term planning, and career adaptability (<xref ref-type="bibr" rid="B32">Ginevra et al., 2018</xref>; <xref ref-type="bibr" rid="B72">Praskova and Johnston, 2021</xref>). Such behavioral patterns are considered central drivers of sustainable career success. This set of mechanisms aligns with the central tenets of SCCT, which emphasizes the importance of self-regulatory and future-oriented processes in career development. On this basis, we hypothesize that higher levels of future orientation will be associated with more positive career outcomes. The following person-level hypotheses reflect this expectation:</p>
<p><italic>H2: Higher average levels of &#x0201C;future orientation&#x0201D; across the three measurement points are associated with elevated overall levels of job satisfaction (H2a), income (H2b) and general health (H2c) across all measurement points</italic>.</p>
</sec>
</sec>
<sec>
<label>2.3</label>
<title>Contextual characteristics</title>
<p>Next to individual characteristics, numerous studies have identified contextual characteristics as key predictors of career success. These are often framed in more specific subcategories in meta-analyses and reviews, e.g. organizational sponsorship (<xref ref-type="bibr" rid="B68">Ng et al., 2005</xref>) and internal and external labor markets as well as sponsorship, developmental support, and developmental networks (<xref ref-type="bibr" rid="B86">Seibert et al., 2024</xref>). The importance of those categories is emphasized by their prominent role in the respective articles, each contributing significantly to the explanation of career success (<xref ref-type="bibr" rid="B68">Ng et al., 2005</xref>; <xref ref-type="bibr" rid="B69">Ng and Feldman, 2014</xref>). Within this framework, we classify externally offered training as part of the subcategory of organizational sponsorship (<xref ref-type="bibr" rid="B68">Ng et al., 2005</xref>) and sponsorship, developmental support, and developmental networks (<xref ref-type="bibr" rid="B86">Seibert et al., 2024</xref>). This reflects the organization&#x00027;s investment in the employee&#x00027;s development and thus serves as a contextual characteristic relevant to career success.</p>
<sec>
<label>2.3.1</label>
<title>Training</title>
<p>The potential to justify these investments is significantly greater when training has the chance to generate lasting benefits for stakeholders&#x02014;such as career advancement for individuals (<xref ref-type="bibr" rid="B37">Hansson, 2008</xref>) and increased productivity for organizations (<xref ref-type="bibr" rid="B62">Menon, 2013</xref>)&#x02014;provided these outcomes can be clearly demonstrated. Central to this justification is a clear understanding of the conditions under which such investments are most likely to deliver a meaningful return.</p>
<p>Regarding the conditions, within the scope of job-related training, it is common to differentiate between various types of training to account for their diversity. For instance, training can be classified as general (easily transferable) or specific (not easily transferred to another firm) (<xref ref-type="bibr" rid="B57">Luchinskaya and Dickinson, 2019</xref>). Building on the time aspect of SCCT and sustainable careers, we distinguish between present-oriented training&#x02014;which is attended to facilitate the job start, maintain professional status or meet occupational standards&#x02014;and future oriented-training which prepares for a future job or facilitates promotion. This distinction resonates with emerging work in training research, where scholars have begun to differentiate between short-term, skill-focused programs and developmental training aimed at longer-term career advancement (<xref ref-type="bibr" rid="B61">Mehner et al., 2025</xref>).</p>
<p>Despite a substantial body of training research, several critical gaps complicate definitive conclusions. First, many studies have focused primarily on monetary outcomes, such as income effects, while non-monetary benefits like job satisfaction and health remain underexplored (<xref ref-type="bibr" rid="B76">Rueber et al., 2018</xref>; <xref ref-type="bibr" rid="B78">Sabates and Hammond, 2008</xref>). Second, there is a shortage of longitudinal studies that can assess long-term effects and reduce the risk of overestimating short-term benefits (<xref ref-type="bibr" rid="B70">Offerhaus, 2013</xref>; <xref ref-type="bibr" rid="B50">Klink, 2015</xref>). Third, there is insufficient knowledge of which types of training are particularly effective, because types are not adequately differentiated (<xref ref-type="bibr" rid="B50">Klink, 2015</xref>; <xref ref-type="bibr" rid="B89">Tabvuma et al., 2015</xref>; <xref ref-type="bibr" rid="B76">Rueber et al., 2018</xref>). These limitations are especially relevant in Australia, where empirical studies remain scarce.</p>
<p>A fundamental challenge in training research is the difficulty of drawing causal conclusions, contributing to the mixed evidence in the field. This is due to the inability to randomly assign participants to training and control groups (<xref ref-type="bibr" rid="B50">Klink, 2015</xref>), leading to unobserved heterogeneity: training participants may systematically differ in unobserved characteristics from non-participants, which can bias results, since both the training itself and unobserved factors may drive effects (<xref ref-type="bibr" rid="B70">Offerhaus, 2013</xref>; <xref ref-type="bibr" rid="B50">Klink, 2015</xref>).</p>
<p>In the following, a summary of the findings related to the three sustainable career outcomes achieved through training is presented. A substantial body of research has explored the relationship between training and wages, often using earnings as a proxy for individual productivity. This is primarily due to the limited availability of direct productivity data (<xref ref-type="bibr" rid="B59">Mazzarolo, 2016</xref>). The underlying assumption&#x02014;derived from neoclassical labor market models&#x02014;is that in competitive markets, wages reflect marginal productivity (<xref ref-type="bibr" rid="B22">Dearden et al., 2006</xref>; <xref ref-type="bibr" rid="B10">Belloni and Villosio, 2015</xref>). Several studies have found positive wage effects resulting from training participation. A frequently cited meta-analysis by <xref ref-type="bibr" rid="B36">Haelermans and Borghans (2012)</xref> reported an average wage increase of 2.6%, supporting the notion that training enhances productivity. These findings provided early empirical support for training as a worthwhile investment. However, subsequent research has shown that effect sizes tend to decline when studies account for self-selection and use longitudinal data (<xref ref-type="bibr" rid="B36">Haelermans and Borghans, 2012</xref>; <xref ref-type="bibr" rid="B87">Siarov, 2012</xref>). After the meta-analysis (<xref ref-type="bibr" rid="B36">Haelermans and Borghans, 2012</xref>), the empirical picture is still mixed. Some studies report continued positive wage effects (e.g., <xref ref-type="bibr" rid="B4">Almeida and Faria, 2014</xref>; <xref ref-type="bibr" rid="B6">Angelopoulos et al., 2017</xref>; <xref ref-type="bibr" rid="B12">Blundell et al., 2021</xref>). Others suggest limited or no significant effects once confounding variables are included (e.g., <xref ref-type="bibr" rid="B44">Icardi, 2015</xref>), also for the Australian context (<xref ref-type="bibr" rid="B19">Coelli and Tabasso, 2019</xref>). This contrasts with most international evidence and underscores the need for Australia-specific research. More robust, longitudinal studies are required to clarify whether training outcomes translate into tangible career benefits within the Australian labor market.</p>
<p>The relationship between training and job satisfaction has gained more and more attention. Some investigations have identified a positive correlation (<xref ref-type="bibr" rid="B83">Schmidt, 2004</xref>; <xref ref-type="bibr" rid="B14">Budria, 2012</xref>), whereas others have found such outcomes confined to specific sub-groups (<xref ref-type="bibr" rid="B31">Georgellis and Lange, 2007</xref>; <xref ref-type="bibr" rid="B15">Burgard and Goerlitz, 2014</xref>). The evidence concerning specific groups stays inconsistent as well: several studies report favorable effects (<xref ref-type="bibr" rid="B82">Schmidt and Langberg, 2007</xref>; <xref ref-type="bibr" rid="B56">Leppel et al., 2012</xref>; <xref ref-type="bibr" rid="B96">Visser et al., 2021</xref>), including within non-Western settings (<xref ref-type="bibr" rid="B3">Ali et al., 2017</xref>; <xref ref-type="bibr" rid="B67">Nauman et al., 2021</xref>), yet others highlight either neutral or even adverse results (<xref ref-type="bibr" rid="B42">Hoekstra, 2013</xref>; <xref ref-type="bibr" rid="B18">Chime, 2016</xref>). In the Australian context, research remains limited: While&#x02014;to the best of our knowledge&#x02014;no studies have examined the general population to date, <xref ref-type="bibr" rid="B7">Ayres and Malouff (2007)</xref> found positive effects of job training for a specific occupational group, flight attendants. The current state of research underlines the need for further exploration, since the mixed results suggest a complex relationship.</p>
<p>Regarding health, the field of adult learning, encompassing both job-related training and other forms of education like late-life degree attainment (<xref ref-type="bibr" rid="B38">Hatch et al., 2007</xref>), highlights a growing recognition of it as an essential non-monetary benefit (<xref ref-type="bibr" rid="B76">Rueber et al., 2018</xref>). Studies demonstrates a positive, though modest, relationship between participation in lifelong learning and improved health outcomes (<xref ref-type="bibr" rid="B66">Narushima et al., 2018</xref>; <xref ref-type="bibr" rid="B85">Schuller and Desjardins, 2011</xref>). These findings are significant because encouraging adults to adopt healthier behaviors is notoriously challenging, given deeply ingrained attitudes (<xref ref-type="bibr" rid="B30">Field, 2011a</xref>,<xref ref-type="bibr" rid="B29">b</xref>). Beyond behavioral change, health benefits are partly attributed to the economic advantages of lifelong learning. For instance, better job prospects and higher earnings allow individuals to maintain healthier lives (<xref ref-type="bibr" rid="B85">Schuller and Desjardins, 2011</xref>). Regardless of the modest impact, these effects underline the broader societal value of promoting adult education.</p>
<p>Although research findings are mixed, positive effects on all three outcomes are assumed. This assumption is based on the core ideas of Social Cognitive Career Theory (SCCT), which emphasizes that learning experiences (which we see as fundamental in training) play a crucial role in shaping future career development (<xref ref-type="bibr" rid="B54">Lent and Brown, 2019</xref>).</p>
<p>Despite these positive expectations, the challenge of selection bias in the context of causal inference must be taken into account. This means that exposed participants (in this case, to training) may differ from non-exposed in specific characteristics (<xref ref-type="bibr" rid="B45">Infante-Rivard and Cusson, 2018</xref>), which may themselves be associated with higher or lower outcome levels, thereby complicating causal interpretations. To address this, we do not compare training effects between individuals. Instead, we examine whether training triggers positive developments in career success within individuals over the 2 years following their participation, accounting for their overall baseline level of outcomes. Therefore, based on these expectations about within-developments, the evidence from related research, and the central ideas of SCCT, we hypothesize these effects within participants:</p>
<p><italic>H3: Engagement in present-oriented training is associated with increases in job satisfaction (H3a), income (H3b), and general health (H3c) from the year of enrollment over the following two years</italic>.</p>
<p><italic>H4: Engagement in future-oriented training is associated with increases in job satisfaction (H4a), income (H4b), and general health (H4c) from the year of enrollment over the following two years</italic>.</p>
</sec>
</sec>
</sec>
<sec id="s3">
<label>3</label>
<title>Methods</title>
<sec>
<label>3.1</label>
<title>Participants and procedures</title>
<p>To empirically assess these hypothesized relationships, this study builds on a prior analysis (see text footnote <xref ref-type="fn" rid="fn0003"><sup>1</sup></xref>) conducted using data from the UK Household Longitudinal Study (University of Essex). For this purpose, we draw on data from the Household, Income and Labour Dynamics in Australia (HILDA) survey, a nationally representative, household-based longitudinal study that began in 2001. Each year, HILDA surveys over 7,000 households and more than 17,000 individuals aged 15 and older, collecting detailed information through self-completion questionnaires and face-to-face interviews. The survey captures a wide range of variables (around 1,400), providing comprehensive insights into household and individual circumstances across Australia. For an in-depth look at the survey&#x00027;s design, refer to <xref ref-type="bibr" rid="B98">Watson (2021)</xref> and for access to user guides, technical documents, and related literature, visit <ext-link ext-link-type="uri" xlink:href="https://melbourneinstitute.unimelb.edu.au/hilda">https://melbourneinstitute.unimelb.edu.au/hilda</ext-link>. Specifically, we use data from wave 11 (2011) to wave 22 (2022).</p>
<p>Eligibility for the study sample was defined by several criteria. First, participants had to be actively employed in dependent employment, as the study focuses on organizational career contexts where employer-provided training and workplace structures play a central role. Therefore, self-employed individuals were excluded. Second, participants had to be aged 25 or older, as this is the age when most individuals have completed their first full-time education and gained initial work experience (<xref ref-type="bibr" rid="B24">Dorsett et al., 2016</xref>). Third, inclusion required attendance at a minimum of 10 out of the 12 measurement points, which ensures a stable observation of individual trajectories while still allowing flexibility for occasional nonresponse. Applying these criteria resulted in a total analytical sample of 6.033 individuals. Due to missing values in certain variables, effective sample sizes vary between analyses; precise numbers are reported in the respective tables.</p>
<p>Baseline characteristics refer to measurements from the first included wave (2011). The average age of participants was 43.91 years (SD = 11.51), with an average of 22.12 years of employment experience (SD = 11.72). Tenure with the current employer averaged 7.60 years (SD = 8.18). Participants worked 37.07 h per week on average (SD = 13.86), earning a mean gross weekly wage of AUD 1,202.99 (SD = 833.81). Furthermore, 17.9% of the sample held multiple jobs, and 28.1% were employed part-time (defined here as &#x02264; 34 h per week). The gender distribution was balanced, with 51.2% female participants. Additional characteristics regarding qualifications and workplace size are detailed in <xref ref-type="table" rid="T1">Table 1</xref>.</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Further sample characteristics.</p></caption>
<table frame="box" rules="all">
<thead>
<tr>
<th valign="top" align="left"><bold>Characteristic</bold></th>
<th valign="top" align="center"><bold>Total</bold></th>
<th valign="top" align="center"><bold>%</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" colspan="3"><bold>Highest level of qualification</bold></td>
</tr>
<tr>
<td valign="top" align="left">Postgrad&#x02014;masters or doctorate</td>
<td valign="top" align="center">406</td>
<td valign="top" align="center">6.73%</td>
</tr>
<tr>
<td valign="top" align="left">Grad diploma, grad certificate</td>
<td valign="top" align="center">498</td>
<td valign="top" align="center">8.25%</td>
</tr>
<tr>
<td valign="top" align="left">Bachelor or honors</td>
<td valign="top" align="center">1,156</td>
<td valign="top" align="center">19.16%</td>
</tr>
<tr>
<td valign="top" align="left">Adv diploma, diploma</td>
<td valign="top" align="center">657</td>
<td valign="top" align="center">10.89%</td>
</tr>
<tr>
<td valign="top" align="left">Cert III or IV</td>
<td valign="top" align="center">1,489</td>
<td valign="top" align="center">24.68%</td>
</tr>
<tr>
<td valign="top" align="left">Year 12</td>
<td valign="top" align="center">758</td>
<td valign="top" align="center">12.56%</td>
</tr>
<tr>
<td valign="top" align="left">Year 11 and below</td>
<td valign="top" align="center">1,068</td>
<td valign="top" align="center">17.70%</td>
</tr>
<tr>
<td valign="top" align="left">Undetermined</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0.02%</td>
</tr>
<tr>
<td valign="top" align="left" colspan="3"><bold>Number: employed at workplace</bold></td>
</tr>
<tr>
<td valign="top" align="left">One person (self)</td>
<td valign="top" align="center">83</td>
<td valign="top" align="center">1.38%</td>
</tr>
<tr>
<td valign="top" align="left">2&#x02013;4</td>
<td valign="top" align="center">406</td>
<td valign="top" align="center">6.73%</td>
</tr>
<tr>
<td valign="top" align="left">5&#x02013;9</td>
<td valign="top" align="center">646</td>
<td valign="top" align="center">10.71%</td>
</tr>
<tr>
<td valign="top" align="left">10&#x02013;19</td>
<td valign="top" align="center">765</td>
<td valign="top" align="center">12.68%</td>
</tr>
<tr>
<td valign="top" align="left">20&#x02013;49</td>
<td valign="top" align="center">1,076</td>
<td valign="top" align="center">17.84%</td>
</tr>
<tr>
<td valign="top" align="left">50&#x02013;99</td>
<td valign="top" align="center">770</td>
<td valign="top" align="center">12.76%</td>
</tr>
<tr>
<td valign="top" align="left">100&#x02013;199</td>
<td valign="top" align="center">656</td>
<td valign="top" align="center">10.87%</td>
</tr>
<tr>
<td valign="top" align="left">200&#x02013;499</td>
<td valign="top" align="center">615</td>
<td valign="top" align="center">10.19%</td>
</tr>
<tr>
<td valign="top" align="left">500 or more</td>
<td valign="top" align="center">964</td>
<td valign="top" align="center">15.98%</td>
</tr>
<tr>
<td valign="top" align="left">Don&#x00027;t know, but fewer than 20</td>
<td valign="top" align="center">8</td>
<td valign="top" align="center">0.13%</td>
</tr>
<tr>
<td valign="top" align="left">Don&#x00027;t know, but 20 or more</td>
<td valign="top" align="center">27</td>
<td valign="top" align="center">0.45%</td>
</tr>
<tr>
<td valign="top" align="left">Don&#x00027;t know</td>
<td valign="top" align="center">16</td>
<td valign="top" align="center">0.27%</td>
</tr>
<tr>
<td valign="top" align="left">Refused/not stated</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0.02%</td>
</tr></tbody>
</table>
</table-wrap>
</sec>
<sec>
<label>3.2</label>
<title>Measures</title>
<p>To analyze the proposed hypotheses, the following instruments were used in this study:</p>
<sec>
<label>3.2.1</label>
<title>Job satisfaction</title>
<p>Job satisfaction was measured annually using six items that assessed different aspects of job satisfaction, including total pay, job security, the nature of the work (what one does), hours worked, flexibility to balance work and non-work commitments, and overall satisfaction. Respondents rated each aspect on a scale from 0 (completely dissatisfied) to 10 (completely satisfied). Cronbach&#x00027;s &#x003B1; for the composite scale ranged from 0.78 (2012) to 0.80 (2018).</p>
</sec>
<sec>
<label>3.2.2</label>
<title>Income</title>
<p>Income was annually assessed using a derived variable that captures current weekly gross wages and salaries for all jobs before taxes. However, due to the high variance of this variable, which was too large for various analyses, it was divided by 10.</p>
</sec>
<sec>
<label>3.2.3</label>
<title>General health</title>
<p>At each measurement point, general health was assessed using a single question: &#x0201C;In general, would you say your health is&#x02026;?&#x0201D; Responses were recorded on a 4-point rating scale ranging from 1 (poor) to 5 (excellent).</p>
</sec>
<sec>
<label>3.2.4</label>
<title>Hope for success</title>
<p>Hope for success was measured once in 2012 using a subscale of the Achievement Motivation Scale. The Achievement Motivation Scale is based on the Revised Achievement Motives Scale designed and validated by <xref ref-type="bibr" rid="B53">Lang and Fries (2006)</xref>. Respondents rated their agreement with four items on a 7-point Likert scale, ranging from 1 (&#x0201C;strongly disagree&#x0201D;) to 7 (&#x0201C;strongly agree&#x0201D;). A sample item is &#x0201C;I enjoy situations that make use of my abilities.&#x0201D; Cronbach&#x00027;s &#x003B1; for this scale was 0.74.</p>
</sec>
<sec>
<label>3.2.5</label>
<title>Future orientation</title>
<p>Future orientation was assessed twice, in 2016 and 2020, using a measure originally developed by <xref ref-type="bibr" rid="B49">Kempson et al. (2013)</xref>. Respondents were asked to rate their agreement with three items on a 7-point Likert scale, with response options ranging from 1 (&#x0201C;strongly disagree&#x0201D;) to 7 (&#x0201C;strongly agree&#x0201D;). The items of the scale, originally framed as &#x0201C;Present Orientation,&#x0201D; were reversed in accordance with <xref ref-type="bibr" rid="B90">Tahir et al. (2022)</xref> to ensure alignment with the future-focused perspective of the study. An example item is &#x0201C;The future will take care of itself.&#x0201D; Cronbach&#x00027;s &#x003B1; was 0.72 in 2016 and 0.71 in 2020.</p>
</sec>
<sec>
<label>3.2.6</label>
<title>Training (present-oriented and future-oriented)</title>
<p>Initially, participants had to affirm involvement in educational or training schemes related to their employment over the last 12 months. To make sure a focus on training of moderate length, only sessions lasting between 5 and 50 hours were included, with duration determined by multiplying the number of days by the hours per day. The final measure was based on the number of distinct training spells meeting this duration criterion. Training was categorized into two types based on its objective, which was identified from the response to &#x0201C;What were the aims of any of this training?&#x0201D;. Training aimed at &#x0201C;helping you get started in your job&#x0201D; or &#x0201C;maintaining professional status and/or meeting occupational standards&#x0201D; was classified as present-oriented. Training intended &#x0201C;to prepare you for a future job or to facilitate promotion&#x0201D; was categorized as future-oriented.</p>
</sec>
</sec>
<sec>
<label>3.3</label>
<title>Analytical procedure</title>
<p>Building on our previous analysis (see text footnote <xref ref-type="fn" rid="fn0003"><sup>1</sup></xref>), we applied two advanced statistical approaches using Mplus 8.4 to address our research questions. Specifically, we used multilevel modeling (MLM) to test the effects of individual psychological characteristics (H1 and H2), and latent change score modeling (LCSM) to assess the longitudinal impact of training (H3 and H4). This approach replicates the general modeling logic of our earlier work but applies it to a different set of predictors and outcome dynamics.</p>
<p>Prior to model estimation, we conducted diagnostic checks to ensure the data fulfilled key assumptions for longitudinal modeling. Specifically, we calculated intraclass correlation coefficients (ICC1) for each outcome variable to confirm sufficient within-person variability, thereby justifying the use of MLM and change modeling over time.</p>
<p>To investigate whether stable individual traits&#x02014;hope for success and future orientation&#x02014;were systematically linked to long-term levels of job satisfaction, health, and income (H1 and H2), we employed multilevel modeling (MLM) with time-invariant covariates. Model structure followed principles described in <xref ref-type="bibr" rid="B65">Muth&#x000E9;n and Muth&#x000E9;n (1998&#x02013;2017</xref>, pp. 315), and estimates reflect between-person variation across individuals. By modeling between-person variance, we could assess whether individuals with higher levels of these psychological traits consistently reported more favorable outcomes.</p>
<p>For assessing the influence of training on individual development over time, we used latent change score modeling (LCSM), which is a structural equation modeling (SEM) technique (<xref ref-type="bibr" rid="B35">Gucciardi et al., 2020</xref>; <xref ref-type="bibr" rid="B51">Klopack and Wickrama, 2020</xref>). In line with our earlier modeling strategy (see text footnote <xref ref-type="fn" rid="fn0003"><sup>1</sup></xref>), we implemented univariate models in which training participation at a given wave served as the predictor for subsequent changes in outcome variables over waves. Following prior methodological recommendations (<xref ref-type="bibr" rid="B35">Gucciardi et al., 2020</xref>; <xref ref-type="bibr" rid="B51">Klopack and Wickrama, 2020</xref>), we incorporated autoregressive paths to account for prior levels of the dependent variable and constrained coefficients across time points to extract generalizable training effects. To better capture developmental trajectories, our models focused on change between t and t&#x0002B;2, which balances avoiding transient short-term effects while not extending so far that effects become obscured by other influences. Because income was divided by 10 to reduce variance, coefficients can be interpreted as effects on weekly income in tens of AUD (i.e., multiplying by 10 yields the effect in raw AUD).</p>
<p>All models used full information maximum likelihood estimation (FIML), which leverages all available data and has been shown to outperform other methods in terms of bias reduction, accuracy and statistical power (<xref ref-type="bibr" rid="B26">Enders and Bandalos, 2001</xref>; <xref ref-type="bibr" rid="B81">Schafer and Graham, 2002</xref>).</p>
</sec>
</sec>
<sec sec-type="results" id="s4">
<label>4</label>
<title>Results</title>
<sec>
<label>4.1</label>
<title>Descriptive results</title>
<p><xref ref-type="table" rid="T2">Table 2</xref> displays the means and standard deviations for the variables examined in this study. Further, <xref ref-type="table" rid="T3">Table 3</xref> summarizes the intraclass correlations (ICCs) and multilevel correlations (both the within-person and between-person correlations) across all study measures. The ICC(1) values &#x02212;0.50 for job satisfaction, 0.66 for income, and 0.63 for health&#x02014;indicate a moderate level of temporal stability. At the same time, they suggest sufficient within-person variability, which justifies the use of multilevel modeling and latent change score approaches in subsequent analyses.</p>
<table-wrap position="float" id="T2">
<label>Table 2</label>
<caption><p>Means and standard deviations.</p></caption>
<table frame="box" rules="all">
<thead>
<tr>
<th valign="top" align="left"><bold>Scale</bold></th>
<th valign="top" align="center"><bold>Time</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>Scale</bold></th>
<th valign="top" align="center"><bold>Time</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>Scale</bold></th>
<th valign="top" align="center"><bold>Time</bold></th>
<th valign="top" align="center"><bold>M</bold></th>
<th valign="top" align="center"><bold>SD</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Hope for success</td>
<td valign="top" align="center">t2</td>
<td valign="top" align="center">5.35</td>
<td valign="top" align="center">0.97</td>
<td valign="top" align="center">Training (future-oriented)</td>
<td valign="top" align="center">t8</td>
<td valign="top" align="center">0.06</td>
<td valign="top" align="center">0.23</td>
<td valign="top" align="center">Income</td>
<td valign="top" align="center">t6</td>
<td valign="top" align="center">117.78</td>
<td valign="top" align="center">110.86</td>
</tr>
<tr>
<td valign="top" align="left">Future orientation</td>
<td valign="top" align="center">t6</td>
<td valign="top" align="center">4.91</td>
<td valign="top" align="center">1.30</td>
<td valign="top" align="center">Training (future-oriented)</td>
<td valign="top" align="center">t9</td>
<td valign="top" align="center">0.05</td>
<td valign="top" align="center">0.23</td>
<td valign="top" align="center">Income</td>
<td valign="top" align="center">t7</td>
<td valign="top" align="center">119.45</td>
<td valign="top" align="center">110.62</td>
</tr>
<tr>
<td valign="top" align="left">Future orientation</td>
<td valign="top" align="center">t10</td>
<td valign="top" align="center">4.90</td>
<td valign="top" align="center">1.30</td>
<td valign="top" align="center">Training (future-oriented)</td>
<td valign="top" align="center">t10</td>
<td valign="top" align="center">0.05</td>
<td valign="top" align="center">0.21</td>
<td valign="top" align="center">Income</td>
<td valign="top" align="center">t8</td>
<td valign="top" align="center">120.44</td>
<td valign="top" align="center">114.68</td>
</tr>
<tr>
<td valign="top" align="left">Training (present-oriented)</td>
<td valign="top" align="center">t1</td>
<td valign="top" align="center">0.18</td>
<td valign="top" align="center">0.38</td>
<td valign="top" align="center">Job satisfaction</td>
<td valign="top" align="center">t1</td>
<td valign="top" align="center">7.54</td>
<td valign="top" align="center">1.38</td>
<td valign="top" align="center">Income</td>
<td valign="top" align="center">t9</td>
<td valign="top" align="center">123.94</td>
<td valign="top" align="center">122.97</td>
</tr>
<tr>
<td valign="top" align="left">Training (present-oriented)</td>
<td valign="top" align="center">t2</td>
<td valign="top" align="center">0.17</td>
<td valign="top" align="center">0.37</td>
<td valign="top" align="center">Job satisfaction</td>
<td valign="top" align="center">t2</td>
<td valign="top" align="center">7.54</td>
<td valign="top" align="center">1.30</td>
<td valign="top" align="center">Income</td>
<td valign="top" align="center">t10</td>
<td valign="top" align="center">119.10</td>
<td valign="top" align="center">118.21</td>
</tr>
<tr>
<td valign="top" align="left">Training (present-oriented)</td>
<td valign="top" align="center">t3</td>
<td valign="top" align="center">0.18</td>
<td valign="top" align="center">0.38</td>
<td valign="top" align="center">Job satisfaction</td>
<td valign="top" align="center">t3</td>
<td valign="top" align="center">7.49</td>
<td valign="top" align="center">1.34</td>
<td valign="top" align="center">Income</td>
<td valign="top" align="center">t11</td>
<td valign="top" align="center">122.90</td>
<td valign="top" align="center">126.15</td>
</tr>
<tr>
<td valign="top" align="left">Training (present-oriented)</td>
<td valign="top" align="center">t4</td>
<td valign="top" align="center">0.18</td>
<td valign="top" align="center">0.38</td>
<td valign="top" align="center">Job satisfaction</td>
<td valign="top" align="center">t4</td>
<td valign="top" align="center">7.50</td>
<td valign="top" align="center">1.33</td>
<td valign="top" align="center">Income</td>
<td valign="top" align="center">t12</td>
<td valign="top" align="center">126.42</td>
<td valign="top" align="center">134.52</td>
</tr>
<tr>
<td valign="top" align="left">Training (present-oriented)</td>
<td valign="top" align="center">t5</td>
<td valign="top" align="center">0.18</td>
<td valign="top" align="center">0.38</td>
<td valign="top" align="center">Job satisfaction</td>
<td valign="top" align="center">t5</td>
<td valign="top" align="center">7.50</td>
<td valign="top" align="center">1.33</td>
<td valign="top" align="center">Health</td>
<td valign="top" align="center">t1</td>
<td valign="top" align="center">2.46</td>
<td valign="top" align="center">0.86</td>
</tr>
<tr>
<td valign="top" align="left">Training (present-oriented)</td>
<td valign="top" align="center">t6</td>
<td valign="top" align="center">0.17</td>
<td valign="top" align="center">0.38</td>
<td valign="top" align="center">Job satisfaction</td>
<td valign="top" align="center">t6</td>
<td valign="top" align="center">7.52</td>
<td valign="top" align="center">1.30</td>
<td valign="top" align="center">Health</td>
<td valign="top" align="center">t2</td>
<td valign="top" align="center">2.47</td>
<td valign="top" align="center">0.85</td>
</tr>
<tr>
<td valign="top" align="left">Training (present-oriented)</td>
<td valign="top" align="center">t7</td>
<td valign="top" align="center">0.18</td>
<td valign="top" align="center">0.38</td>
<td valign="top" align="center">Job satisfaction</td>
<td valign="top" align="center">t7</td>
<td valign="top" align="center">7.54</td>
<td valign="top" align="center">1.31</td>
<td valign="top" align="center">Health</td>
<td valign="top" align="center">t3</td>
<td valign="top" align="center">2.48</td>
<td valign="top" align="center">0.88</td>
</tr>
<tr>
<td valign="top" align="left">Training (present-oriented)</td>
<td valign="top" align="center">t8</td>
<td valign="top" align="center">0.18</td>
<td valign="top" align="center">0.38</td>
<td valign="top" align="center">Job satisfaction</td>
<td valign="top" align="center">t8</td>
<td valign="top" align="center">7.58</td>
<td valign="top" align="center">1.31</td>
<td valign="top" align="center">Health</td>
<td valign="top" align="center">t4</td>
<td valign="top" align="center">2.54</td>
<td valign="top" align="center">0.87</td>
</tr>
<tr>
<td valign="top" align="left">Training (present-oriented)</td>
<td valign="top" align="center">t9</td>
<td valign="top" align="center">0.17</td>
<td valign="top" align="center">0.38</td>
<td valign="top" align="center">Job satisfaction</td>
<td valign="top" align="center">t9</td>
<td valign="top" align="center">7.62</td>
<td valign="top" align="center">1.28</td>
<td valign="top" align="center">Health</td>
<td valign="top" align="center">t5</td>
<td valign="top" align="center">2.57</td>
<td valign="top" align="center">0.88</td>
</tr>
<tr>
<td valign="top" align="left">Training (present-oriented)</td>
<td valign="top" align="center">t10</td>
<td valign="top" align="center">0.17</td>
<td valign="top" align="center">0.38</td>
<td valign="top" align="center">Job satisfaction</td>
<td valign="top" align="center">t10</td>
<td valign="top" align="center">7.75</td>
<td valign="top" align="center">1.23</td>
<td valign="top" align="center">Health</td>
<td valign="top" align="center">t6</td>
<td valign="top" align="center">2.56</td>
<td valign="top" align="center">0.88</td>
</tr>
<tr>
<td valign="top" align="left">Training (future-oriented)</td>
<td valign="top" align="center">t1</td>
<td valign="top" align="center">0.07</td>
<td valign="top" align="center">0.25</td>
<td valign="top" align="center">Job satisfaction</td>
<td valign="top" align="center">t11</td>
<td valign="top" align="center">7.79</td>
<td valign="top" align="center">1.23</td>
<td valign="top" align="center">Health</td>
<td valign="top" align="center">t7</td>
<td valign="top" align="center">2.58</td>
<td valign="top" align="center">0.90</td>
</tr>
<tr>
<td valign="top" align="left">Training (future-oriented)</td>
<td valign="top" align="center">t2</td>
<td valign="top" align="center">0.06</td>
<td valign="top" align="center">0.23</td>
<td valign="top" align="center">Job satisfaction</td>
<td valign="top" align="center">t12</td>
<td valign="top" align="center">7.81</td>
<td valign="top" align="center">1.22</td>
<td valign="top" align="center">Health</td>
<td valign="top" align="center">t8</td>
<td valign="top" align="center">2.61</td>
<td valign="top" align="center">0.89</td>
</tr>
<tr>
<td valign="top" align="left">Training (future-oriented)</td>
<td valign="top" align="center">t3</td>
<td valign="top" align="center">0.06</td>
<td valign="top" align="center">0.24</td>
<td valign="top" align="center">Income</td>
<td valign="top" align="center">t1</td>
<td valign="top" align="center">120.30</td>
<td valign="top" align="center">83.38</td>
<td valign="top" align="center">Health</td>
<td valign="top" align="center">t9</td>
<td valign="top" align="center">2.64</td>
<td valign="top" align="center">0.90</td>
</tr>
<tr>
<td valign="top" align="left">Training (future-oriented)</td>
<td valign="top" align="center">t4</td>
<td valign="top" align="center">0.06</td>
<td valign="top" align="center">0.25</td>
<td valign="top" align="center">Income</td>
<td valign="top" align="center">t2</td>
<td valign="top" align="center">118.58</td>
<td valign="top" align="center">89.50</td>
<td valign="top" align="center">Health</td>
<td valign="top" align="center">t10</td>
<td valign="top" align="center">2.58</td>
<td valign="top" align="center">0.88</td>
</tr>
<tr>
<td valign="top" align="left">Training (future-oriented)</td>
<td valign="top" align="center">t5</td>
<td valign="top" align="center">0.05</td>
<td valign="top" align="center">0.23</td>
<td valign="top" align="center">Income</td>
<td valign="top" align="center">t3</td>
<td valign="top" align="center">117.46</td>
<td valign="top" align="center">91.82</td>
<td valign="top" align="center">Health</td>
<td valign="top" align="center">t11</td>
<td valign="top" align="center">2.61</td>
<td valign="top" align="center">0.90</td>
</tr>
<tr>
<td valign="top" align="left">Training (future-oriented)</td>
<td valign="top" align="center">t6</td>
<td valign="top" align="center">0.05</td>
<td valign="top" align="center">0.22</td>
<td valign="top" align="center">Income</td>
<td valign="top" align="center">t4</td>
<td valign="top" align="center">117.76</td>
<td valign="top" align="center">99.30</td>
<td valign="top" align="center">Health</td>
<td valign="top" align="center">t12</td>
<td valign="top" align="center">2.68</td>
<td valign="top" align="center">0.89</td>
</tr>
<tr>
<td valign="top" align="left">Training (future-oriented)</td>
<td valign="top" align="center">t7</td>
<td valign="top" align="center">0.05</td>
<td valign="top" align="center">0.22</td>
<td valign="top" align="center">Income</td>
<td valign="top" align="center">t5</td>
<td valign="top" align="center">117.93</td>
<td valign="top" align="center">103.31</td>
<td/>
<td/>
<td/>
<td/>
</tr></tbody>
</table>
</table-wrap>
<table-wrap position="float" id="T3">
<label>Table 3</label>
<caption><p>Multilevel correlations and ICC (between-person-level and within-person-level).</p></caption>
<table frame="box" rules="all">
<thead>
<tr>
<th valign="top" align="left"><bold>Variable</bold></th>
<th valign="top" align="center"><bold>Scale</bold></th>
<th valign="top" align="center"><bold>Time</bold></th>
<th valign="top" align="center"><bold>ICC</bold></th>
<th valign="top" align="center"><bold>1</bold></th>
<th valign="top" align="center"><bold>2</bold></th>
<th valign="top" align="center"><bold>3</bold></th>
<th valign="top" align="center"><bold>4</bold></th>
<th valign="top" align="center"><bold>5</bold></th>
<th valign="top" align="center"><bold>6</bold></th>
<th valign="top" align="center"><bold>7</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">1</td>
<td valign="top" align="center">Hope for success</td>
<td valign="top" align="center">t2</td>
<td valign="top" align="center">-</td>
<td valign="top" align="center">-</td>
<td valign="top" align="center">0.20<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.04</td>
<td valign="top" align="center">0.15<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.26<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.22<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">&#x02212;0.27<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
</tr>
<tr>
<td valign="top" align="left">2</td>
<td valign="top" align="center">Future orientation</td>
<td valign="top" align="center">t6, t10</td>
<td valign="top" align="center">-</td>
<td valign="top" align="center">0.00</td>
<td valign="top" align="center">-</td>
<td valign="top" align="center">0.07<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.08<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.07<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.19<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">&#x02212;0.17<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
</tr>
<tr>
<td valign="top" align="left">3</td>
<td valign="top" align="center">Training (present-oriented)</td>
<td valign="top" align="center">t1&#x02013;t10</td>
<td valign="top" align="center">-</td>
<td valign="top" align="center">&#x02212;0.01</td>
<td valign="top" align="center">0.00</td>
<td valign="top" align="center">-</td>
<td valign="top" align="center">0.53<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.03</td>
<td valign="top" align="center">0.08<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">&#x02212;0.05<sup>&#x0002A;&#x0002A;</sup></td>
</tr>
<tr>
<td valign="top" align="left">4</td>
<td valign="top" align="center">Training (future-oriented)</td>
<td valign="top" align="center">t1&#x02013;t10</td>
<td valign="top" align="center">-</td>
<td valign="top" align="center">0.02</td>
<td valign="top" align="center">&#x02212;0.01</td>
<td valign="top" align="center">0.30<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">-</td>
<td valign="top" align="center">0.00</td>
<td valign="top" align="center">0.16<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">&#x02212;0.10<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
</tr>
<tr>
<td valign="top" align="left">5</td>
<td valign="top" align="center">Job satisfaction</td>
<td valign="top" align="center">t1&#x02013;t12</td>
<td valign="top" align="center">0.50</td>
<td valign="top" align="center">0.09<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.01</td>
<td valign="top" align="center">0.02<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.02<sup>&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">-</td>
<td valign="top" align="center">0.04<sup>&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">&#x02212;0.28<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
</tr>
<tr>
<td valign="top" align="left">6</td>
<td valign="top" align="center">Income</td>
<td valign="top" align="center">t1&#x02013;t12</td>
<td valign="top" align="center">0.66</td>
<td valign="top" align="center">0.04<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.01</td>
<td valign="top" align="center">0.03<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.00</td>
<td valign="top" align="center">0.06<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">-</td>
<td valign="top" align="center">&#x02212;0.23<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
</tr>
<tr>
<td valign="top" align="left">7</td>
<td valign="top" align="center">Health</td>
<td valign="top" align="center">t1&#x02013;t12</td>
<td valign="top" align="center">0.63</td>
<td valign="top" align="center">&#x02212;0.09<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.01</td>
<td valign="top" align="center">&#x02212;0.01<sup>&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">&#x02212;0.01</td>
<td valign="top" align="center">&#x02212;0.06<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">&#x02212;0.03<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">-</td>
</tr></tbody>
</table>
<table-wrap-foot>
<p>Between-person-correlations are reported above the diagonal and within-person-correlations are reported below the diagonal. <sup>&#x0002A;</sup><italic>p</italic> &#x0003C; 0.05, <sup>&#x0002A;&#x0002A;</sup><italic>p</italic> &#x0003C; 0.01, <sup>&#x0002A;&#x0002A;&#x0002A;</sup><italic>p</italic> &#x0003C; 0.001.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec>
<label>4.2</label>
<title>Multilevel models</title>
<p>Building on these descriptive insights, we next applied multilevel models to explore the between-person effects of psychological characteristics. In our initial model centered on hope for success, the results largely met our expectations: Participants who exhibited higher levels of hope for success tended to report greater satisfaction (&#x003B2; = 0.173, <italic>p</italic> &#x0003C; 0.001) and higher income levels over time (&#x003B2; = 11.648, <italic>p</italic> &#x0003C; 0.001), supporting hypotheses H1a and H1b. Contrary to hypothesis H1c, however, we found a significant association between hope for success and lower overall health levels (&#x003B2; = &#x02212;0.120, <italic>p</italic> &#x0003C; 0.001).</p>
<p>In the subsequent model focusing on future orientation, the results aligned with the patterns observed in the hope for success model: Higher levels of future orientation were associated with increased job satisfaction (&#x003B2; = 0.035, <italic>p</italic> &#x0003C; 0.001) and income (&#x003B2; = 10.848, <italic>p</italic> &#x0003C; 0.01) over time, supporting hypotheses H2a and H2b. Nevertheless, similar to the findings for hope for success, higher future orientation was linked to lower overall health levels (&#x003B2; = &#x02212;0.075, <italic>p</italic> &#x0003C; 0.001), running counter to hypothesis H2c. A detailed overview of these multilevel modeling results is provided in <xref ref-type="table" rid="T4">Table 4</xref>.</p>
<table-wrap position="float" id="T4">
<label>Table 4</label>
<caption><p>Results of the multilevel main effect model.</p></caption>
<table frame="box" rules="all">
<thead>
<tr>
<th valign="top" align="left" rowspan="2"><bold>Predictor</bold></th>
<th valign="top" align="center" colspan="2"><bold>Job satisfaction</bold></th>
<th valign="top" align="center" colspan="2"><bold>Income</bold></th>
<th valign="top" align="center" colspan="2"><bold>Health</bold></th>
</tr>
<tr>
<th valign="top" align="center"><bold>Est</bold>.</th>
<th valign="top" align="center"><bold>S.E</bold>.</th>
<th valign="top" align="center"><bold>Est</bold>.</th>
<th valign="top" align="center"><bold>S.E</bold>.</th>
<th valign="top" align="center"><bold>Est</bold>.</th>
<th valign="top" align="center"><bold>S.E</bold>.</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" colspan="7"><bold>Person-level effects</bold></td>
</tr>
<tr>
<td valign="top" align="left">Hope for success</td>
<td valign="top" align="center">0.173<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.015</td>
<td valign="top" align="center">11.648<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">1.164</td>
<td valign="top" align="center">&#x02212;0.120<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.010</td>
</tr>
<tr>
<td valign="top" align="left">Future orientation</td>
<td valign="top" align="center">0.035<sup>&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.012</td>
<td valign="top" align="center">10.848<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">1.035</td>
<td valign="top" align="center">&#x02212;0.075<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.009</td>
</tr></tbody>
</table>
<table-wrap-foot>
<p><italic>n</italic> = 64,584 observations nested in 5,382 participants. Unstandardized results are presented.</p>
<p><sup>&#x0002A;</sup><italic>p</italic> &#x0003C; 0.05, <sup>&#x0002A;&#x0002A;</sup><italic>p</italic> &#x0003C; 0.01, <sup>&#x0002A;&#x0002A;&#x0002A;</sup><italic>p</italic> &#x0003C; 0.001.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec>
<label>4.3</label>
<title>Latent change score models</title>
<p>First, we examined the models for present-oriented training, as shown in <xref ref-type="table" rid="T5">Table 5</xref>. The level of present-oriented training at one wave&#x02014;constrained equal across waves&#x02014;does not significantly predict subsequent latent changes in job satisfaction (&#x003B2; = &#x02212;0.003, SE = 0.007, <italic>p</italic> = 0.601), income (&#x003B2; = 0.079, SE = 0.535, <italic>p</italic> = 0.882), or health (&#x003B2; = &#x02212;0.003, SE = 0.004, <italic>p</italic> = 0.421) between this wave and two waves later. These findings do not support hypotheses H3a, H3b, or H3c.</p>
<table-wrap position="float" id="T5">
<label>Table 5</label>
<caption><p>Results of the latent change score model (predictors of latent change scores from t<sub>x</sub> to t<sub>x&#x0002B;2</sub>).</p></caption>
<table frame="box" rules="all">
<thead>
<tr>
<th valign="top" align="left" rowspan="2"><bold>Predictor</bold></th>
<th valign="top" align="center" colspan="2"><bold>Job satisfaction</bold></th>
<th valign="top" align="center" colspan="2"><bold>Income</bold></th>
<th valign="top" align="center" colspan="2"><bold>Health</bold></th>
</tr>
<tr>
<th valign="top" align="center"><bold>Est</bold>.</th>
<th valign="top" align="center"><bold>S.E</bold>.</th>
<th valign="top" align="center"><bold>Est</bold>.</th>
<th valign="top" align="center"><bold>S.E</bold>.</th>
<th valign="top" align="center"><bold>Est</bold>.</th>
<th valign="top" align="center"><bold>S.E</bold>.</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Training (present-oriented)</td>
<td valign="top" align="center">&#x02212;0.003</td>
<td valign="top" align="center">0.007</td>
<td valign="top" align="center">0.079</td>
<td valign="top" align="center">0.535</td>
<td valign="top" align="center">&#x02212;0.003</td>
<td valign="top" align="center">0.004</td>
</tr>
<tr>
<td valign="top" align="left">Training (future-oriented)</td>
<td valign="top" align="center">&#x02212;0.013</td>
<td valign="top" align="center">0.013</td>
<td valign="top" align="center">5.532<sup>&#x0002A;&#x0002A;&#x0002A;</sup></td>
<td valign="top" align="center">0.968</td>
<td valign="top" align="center">0.005</td>
<td valign="top" align="center">0.008</td>
</tr></tbody>
</table>
<table-wrap-foot>
<p>Unstandardized results are presented.</p>
<p><italic>n</italic> ranged between 3,242 and 3,243.</p>
<p><sup>&#x0002A;</sup><italic>p</italic> &#x0003C; 0.05, <sup>&#x0002A;&#x0002A;</sup><italic>p</italic> &#x0003C; 0.01, <sup>&#x0002A;&#x0002A;&#x0002A;</sup><italic>p</italic> &#x0003C; 0.001.</p>
</table-wrap-foot>
</table-wrap>
<p>Next, we analyzed the models for future-oriented training, also shown in <xref ref-type="table" rid="T5">Table 5</xref>. The level of future-oriented training at one wave&#x02014;constrained equal across waves&#x02014;significantly predicts a subsequent increase in income between this wave and two waves later (&#x003B2; = 5.532, SE = 0.968, <italic>p</italic> &#x0003C; 0.001). In original units, this equals about 55 AUD additional weekly income growth over the two-year interval. However, no significant effects were found for job satisfaction (&#x003B2; = &#x02212;0.013, SE = 0.013, <italic>p</italic> = 0.312) or health (&#x003B2; = 0.005, SE = 0.008, <italic>p</italic> = 0.527). These results support H4b, but not H4a or H4c. For ease of interpretation, <xref ref-type="fig" rid="F1">Figure 1</xref> summarizes the final pattern of significant and non-significant effects, using &#x0002B;/&#x02013;/n.s. signs to indicate the direction of results.</p>
</sec>
</sec>
<sec sec-type="discussion" id="s5">
<label>5</label>
<title>Discussion</title>
<p>Overall, our study explored the complex interplay between psychological traits and contextual influences in shaping sustainable careers within the Australian workforce. Through analyzing hope for success and future orientation as key psychological factors, together with present- and future-oriented training, we sought to understand how these elements collectively contribute to career sustainability over time. We used longitudinal data collected over 12 years. To analyze the data, we applied latent change scores to examine dynamic shifts within participants. In addition, multilevel modeling helped us capture broader patterns of variation across the sample. These methods provided a nuanced view of how individual and contextual variables influence long-term career outcomes in the Australian labor market.</p>
<p>As anticipated, future-oriented training significantly contributes to positive salary development, supporting prior studies that emphasize the importance of training for income progression (e.g., <xref ref-type="bibr" rid="B99">White and Knight, 2018</xref>). Although the distinction between training purposes has long been overlooked (<xref ref-type="bibr" rid="B50">Klink, 2015</xref>; <xref ref-type="bibr" rid="B89">Tabvuma et al., 2015</xref>), recent research (see text footnote <xref ref-type="fn" rid="fn0003"><sup>1</sup></xref>) has begun to demonstrate its relevance&#x02014;an idea further reinforced by the present study.</p>
<p>However, contrary to expectations, the positive effects of future-oriented training did not extend to outcomes like job satisfaction and health. Similarly, present-oriented training did not yield significant effects across any of the three outcomes. This may be due to trade-offs: Employees who secure higher-paying positions may face increased responsibility and stress (<xref ref-type="bibr" rid="B48">Johnston and Lee, 2013</xref>), which could detract from their satisfaction and health. For present-oriented training, its attention on immediate job performance rather than fostering enduring development likely contributed to its lack of impact.</p>
<p>Consistent with our hypotheses, both psychological constructs (hope for success and future orientation) showed positive effects on job satisfaction and income. These findings expand previous research on the relevance of both constructs (e.g., <xref ref-type="bibr" rid="B32">Ginevra et al., 2018</xref>; <xref ref-type="bibr" rid="B101">Zaleszczyk and Kot, 2019</xref>) by illustrating how they can predict sustainable, long-term career outcomes.</p>
<p>In contrast, both constructs showed unexpected negative associations with health. While a future-focused outlook and striving for challenging situations are often regarded as resources, they may also create trade-offs: individuals high in these orientations might be more susceptible to sustained effort and increased workload demands. Research on work intensification has shown that rising work demands and responsibilities are consistently associated with stress and deteriorating health outcomes (<xref ref-type="bibr" rid="B58">Mauno et al., 2022</xref>). This perspective aligns with Conservation of Resources Theory, which highlights how resource depletion undermines well-being (<xref ref-type="bibr" rid="B41">Hobfoll et al., 2018</xref>). Overcommitment may represent a further, though less consistently documented, pathway, as recent studies link it to burnout symptoms and psychosomatic complaints (<xref ref-type="bibr" rid="B91">Thielmann et al., 2024</xref>).</p>
<sec>
<label>5.1</label>
<title>Theoretical implications</title>
<p>These results yield several theoretical implications, which we discuss in the following. First, the understanding of sustainable careers through emphasizing their multidimensional nature (<xref ref-type="bibr" rid="B23">Donald et al., 2024</xref>) is enriched. Findings reveal that individual predictors show differential associations with career outcomes: Some predictors are linked to improvements in one dimension (e.g., happiness) while relating to declines in another (e.g., health). Especially noteworthy is the explicit emphasis on health as an essential component of career sustainability, particularly in comparison to previous research, this study is able to illuminate the specific role of health more clearly. Results demonstrate its unique position, often showing effects distinct from or even contrary to those related to happiness and productivity. Therefore, the importance of treating health as a central part of sustainable career theory, which is provided in the framework (<xref ref-type="bibr" rid="B23">Donald et al., 2024</xref>), is underscored. Further, the necessity of identifying potential trade-offs among career dimensions is stressed, advocating for a more comprehensive approach to career interventions that balances potentially competing outcomes.</p>
<p>Moreover, our study enhances the SCCT framework by extending its cultural and temporal applicability, offering valuable new insights. On the one hand, the application of SCCT within the Australian labor market underlines its cross-cultural relevance. It offers empirical validation in a not frequently analyzed context in career research with specific characteristics like less knowledge-based work (<xref ref-type="bibr" rid="B17">Charles et al., 2021</xref>) and a taste for hyper-masculine work compared to other Western countries (<xref ref-type="bibr" rid="B17">Charles et al., 2021</xref>). On the other hand, the comprehension of SCCT&#x00027;s capacity to account for long-term career effects is strengthened by the longitudinal design. This design is analyzed using latent change scores (<xref ref-type="bibr" rid="B51">Klopack and Wickrama, 2020</xref>; see text footnote <xref ref-type="fn" rid="fn0003"><sup>1</sup></xref>), which, with change intervals of 2 years, allow for a long-term perspective. In doing so, it is illustrated how predictors drive changes in career outcomes over such time spans, underlining the significance of temporal dynamics within the SCCT framework (<xref ref-type="bibr" rid="B97">Wang et al., 2022</xref>).</p>
<p>In addition to the separate contributions to the two career theories, their computability for integration&#x02014;already initiated within one cultural context (see text footnote <xref ref-type="fn" rid="fn0003"><sup>1</sup></xref>) and representing a theoretical advancement in career research&#x02014;was further demonstrated. In another cultural context, the compatibility between the two approaches was shown through the dimensions of sustainable careers&#x02014;happiness, health, and productivity (<xref ref-type="bibr" rid="B21">De Vos et al., 2020</xref>; <xref ref-type="bibr" rid="B23">Donald et al., 2024</xref>)&#x02014;which can be effectively predicted using SCCT. This highlights not only the measurability of these dimensions within the SCCT framework but also their principal relevance across cultures.</p>
<p>Lastly, this study sheds light on the role of psychological characteristics in shaping sustainable careers. Psychological traits that contain future-oriented components, which emphasize individual agency and are therefore also highlighted in the SCCT (<xref ref-type="bibr" rid="B54">Lent and Brown, 2019</xref>), were shown to have significant impacts on career outcomes. Both hope for success and future orientation were positively associated with happiness and income, and negatively associated with health, echoing the trade-offs observed among sustainable career dimensions. The following findings not only underline the nuanced and sometimes paradoxical effects of psychological traits but also reaffirm that the SCCT considers individual characteristics as a central component in understanding career processes.</p>
<p>In sum, our study extends the theoretical frontiers of SCCT and sustainable career frameworks by illustrating their integration, emphasizing health within sustainable careers, expanding SCCT&#x00027;s temporal and cultural applicability, and underscoring the complex role of psychological traits.</p>
</sec>
<sec>
<label>5.2</label>
<title>Practical implications</title>
<p>In addition to these theoretical insights, our findings also yield actionable implications for individuals and organizations seeking to promote sustainable career development. For employees, future-oriented training has the potential to boost income. However, it does not appear to increase other career outcomes such as satisfaction or health, which underlines the need for employees to carefully choose training to match their career goals. For organizations, investing in future-oriented training (compared to present-oriented training) for their workforce is recommended, since such initiatives may correspond to higher employee income over time. Nonetheless, training should not be viewed as a one-size-fits-all solution. Organizations must carefully select training that aligns with employees&#x00027; needs and the company&#x00027;s strategic goals to avoid inefficient use of resources.</p>
<p>Next to training, psychological characteristics also take a central function in career development. For individuals, fostering a future-oriented mindset, coupled with optimism, is associated with higher career satisfaction and income. This involves reflecting on personal values and long-term goals and managing possible trade-offs, like health challenges, that might arise from this perspective. Individuals are encouraged to take proactive steps in balancing career aspirations with self-care to mitigate negative effects on well-being. Organizations, meanwhile should actively support a future-focused perspective among their workforce, for example through leadership practices that emphasize hope for success and future orientation. Those principles could be embedded into different formats, e.g., daily management strategies, coaching sessions, and training. However, organizations must also keep attentive to potential negative health outcomes associated with the mentioned strategies, ensuring that health and well-being are integral to career development strategies.</p>
<p>Lastly, the framework of sustainable careers emphasizes that career development often involves goal conflicts&#x02014;such as between income and health. Improving one outcome may coincide with unintended negative effects in another. Individuals must therefore consider which dimensions align with their long-term values, as gains in one area do not automatically enhance others. If health problems arise despite success in other domains, this may also negatively impact the organization (<xref ref-type="bibr" rid="B79">Sadia, 2016</xref>). Recognizing and addressing such tensions is essential to ensure that career progression is not only successful but also sustainable for both individuals and employers.</p>
<p>In summary, career development strategies that emphasize targeted training, psychological growth, and sustainability require a nuanced approach. Individuals and organizations must work collaboratively to identify priorities, address trade-offs, and foster continual well-being.</p>
</sec>
<sec>
<label>5.3</label>
<title>Limitations and future research</title>
<p>Several limitations of this research must be acknowledged. First, the non-experimental design of our dataset inherently restricts the capacity to infer strong causal claims. Although the use of latent change score (LCS) modeling helps approximate causality by accounting for baseline variations (<xref ref-type="bibr" rid="B63">Meyer and Richter, 2024</xref>), the inability to randomize key predictors, particularly psychological traits, remains a significant limitation. In the context of training interventions, randomization is theoretically more feasible, since researchers could assign participants to either a training group or a control group to evaluate the effects. However, adopting such an approach introduces additional complexities: individuals would no longer decide to participate voluntarily, which could significantly affect their engagement and outcomes. Furthermore, ethical considerations make it impractical to require adults to attend training against their will. These constraints highlight the challenges of achieving true experimental conditions in real-world settings, especially when investigating the subtle impacts of training on career outcomes.</p>
<p>Second, the generalizability of our results is constrained by the study&#x00027;s focus on the Australian labor market. Although Australia represents a typical Western society showing parallels to other labor markets (<xref ref-type="bibr" rid="B34">Gregory, 2002</xref>), its unique features and cultural context may limit the applicability of our results to other regions. Future research should replicate these findings in diverse cultural and economic settings to enhance the external validity of the conclusions. Such cross-contextual comparisons would strengthen the theoretical understanding of sustainable careers and confirm the robustness of observed patterns.</p>
<p>Third, the measurement of psychological characteristics and health outcomes involved certain constraints. Psychological traits were assessed infrequently (hope for success once in 2012; future orientation twice in 2016 and 2020). Although adult dispositions are generally regarded as relatively stable over time (<xref ref-type="bibr" rid="B5">Alwin, 1994</xref>), this measurement frequency limits the ability to capture within-person changes or the potential impact of major life events (e.g., job changes, personal crises). Future studies with more frequent assessments could better address such dynamics using advanced multilevel techniques (<xref ref-type="bibr" rid="B77">Rush et al., 2019</xref>). In addition, general health was measured with a single self-report item. While single-item indicators of global health have demonstrated predictive power in large-scale studies (<xref ref-type="bibr" rid="B25">Dram&#x000E9; et al., 2023</xref>), they inevitably provide less nuance than multidimensional health measures. Taken together, these measurement choices strengthen feasibility and comparability but reduce the granularity of inferences.</p>
<p>Finally, panel attrition posed challenges across the 12-year period, since some participants dropped out of the study. Although modern missing data techniques mitigated potential biases, systematic attrition could still influence the results (<xref ref-type="bibr" rid="B46">Jankowsky and Schroeders, 2022</xref>), like participants with lower career success being less likely to continue. Future research could explore strategies to minimize attrition, for example offering incentives or personalized mailings and materials, to maintain a representative sample over extended periods (<xref ref-type="bibr" rid="B71">Park et al., 2019</xref>).</p>
</sec>
<sec>
<label>5.4</label>
<title>Conclusion</title>
<p>Our study highlights the multifaceted nature of sustainable careers by demonstrating the distinct effects of psychological traits and contextual factors. Both hope for success and future orientation emerged as critical predictors, influencing all career dimensions in the same direction. Specifically, both were positively associated with income and job satisfaction and negatively associated with health. Similarly, the analysis revealed that only future-oriented training was associated with higher subsequent income, whereas other training analyses showed no effect. Our findings underscore the importance of aligning career strategies to individual and organizational priorities, balancing the pursuit of financial and satisfaction-related goals while safeguarding health.</p>
</sec>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s6">
<title>Data availability statement</title>
<p>Publicly available datasets were analyzed in this study. This data can be found here: <ext-link ext-link-type="uri" xlink:href="https://melbourneinstitute.unimelb.edu.au/hilda/for-data-users">https://melbourneinstitute.unimelb.edu.au/hilda/for-data-users</ext-link>.</p>
</sec>
<sec sec-type="ethics-statement" id="s7">
<title>Ethics statement</title>
<p>The studies involving humans were approved by Human Research Ethics Committee (The University of Melbourne). The studies were conducted in accordance with the local legislation and institutional requirements. Written informed consent for participation was not required from the participants or the participants&#x00027; legal guardians/next of kin in accordance with the national legislation and institutional requirements.</p>
</sec>
<sec sec-type="author-contributions" id="s8">
<title>Author contributions</title>
<p>FH: Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Resources, Software, Validation, Visualization, Writing &#x02013; original draft, Writing &#x02013; review &#x00026; editing. SK: Conceptualization, Funding acquisition, Supervision, Writing &#x02013; review &#x00026; editing.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>The author gratefully acknowledges the efforts of all those involved in the design and collection of the HILDA data. The findings and views reported in this paper, however, are those of the author[s] and should not be attributed to the Australian Government, DSS, or any of DSS&#x00027; contractors or partners. We acknowledge the support by the Open Access Publication Funds of the Technische Universitaet Braunschweig.</p></ack>
<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="ai-statement" id="s10">
<title>Generative AI statement</title>
<p>The author(s) declare that Gen AI was used in the creation of this manuscript. During the preparation of this work, the author(s) used ChatGPT-4o to improve grammar and clarity of the English language. After using this tool, the author(s) reviewed and edited the content as needed and take full responsibility for the content of the published article.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec sec-type="disclaimer" id="s11">
<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>
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<fn-group>
<fn fn-type="custom" custom-type="edited-by" id="fn0001">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2387346/overview">Bianca Ifeoma Chigbu</ext-link>, Walter Sisulu University, South Africa</p>
</fn>
<fn fn-type="custom" custom-type="reviewed-by" id="fn0002">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2526672/overview">Afnan Rahman</ext-link>, HBS Medical and Dental College, Pakistan</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2986502/overview">Azizi Ab Malek</ext-link>, Ministry of Health, Malaysia</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3141270/overview">Edil Wijaya Nur</ext-link>, SMAN 2 Makassar, Indonesia</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3215105/overview">Yuniadi Mayowan</ext-link>, Brawijaya University Hospital, Indonesia</p>
</fn>
</fn-group>
<fn-group>
<fn id="fn0003"><label>1</label><p>Author and Author (n.d.). Details Omitted for Double-Blind Review. Manuscript under review.</p></fn>
</fn-group>
</back>
</article>