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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Psychol.</journal-id>
<journal-title>Frontiers in Psychology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Psychol.</abbrev-journal-title>
<issn pub-type="epub">1664-1078</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpsyg.2021.760212</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Psychology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Future Time Orientation and Learning Engagement Through the Lens of Self-Determination Theory for Freshman: Evidence From Cross-Lagged Analysis</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Peng</surname> <given-names>Michael Yao-Ping</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/828968/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Zhang</surname> <given-names>Zizai</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>School of Economics and Management, Foshan University</institution>, <addr-line>Foshan</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Hangzhou Preschool Teachers College, Zhejiang Normal University</institution>, <addr-line>Hangzhou</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Claudio Longobardi, University of Turin, Italy</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Maria Fernanda Dur&#x00F3;n-Ramos, Instituto Tecnol&#x00F3;gico de Sonora, Mexico; Chia-Lin Tsai, University of Northern Colorado, United States</p></fn>
<corresp id="c001">&#x002A;Correspondence: Zizai Zhang, <email>okoi@me.com</email></corresp>
<fn fn-type="other" id="fn004"><p>This article was submitted to Educational Psychology, a section of the journal Frontiers in Psychology</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>10</day>
<month>03</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>12</volume>
<elocation-id>760212</elocation-id>
<history>
<date date-type="received">
<day>17</day>
<month>08</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>20</day>
<month>10</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2022 Peng and Zhang.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Peng and Zhang</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract>
<p>View of future time orientation is a cognitive construct about future time. This view has its unique work of motivation and effect on academic performance. Previous studies have only explored the influence that future time orientation brings to the learning process at a single time, and most of them focus on cross-sectional studies. To further explore the cross-lagged relationship for freshmen between future time orientation and learning engagement during different periods, AMOS 23.0 was performed for cross-lagged analysis in this study to explore the influence and effect among variables of different periods. This research was based on the theory of self-determination to discover the relationship between future time and learning involvement for freshmen in enrollment and the first summer vacation. In this research, there were 1,000 valid samples in the first stage and 840 valid samples in the second stage for the conduction of descriptive statistics, pair <italic>t</italic>-test, and cross-lagged analysis. The results show that: (1) for learning engagement, freshmen at the end of the first year have a higher average score than at the beginning of the first year. (2) View of students of future time orientation can affect their learning engagement of the future through self-determination of students. At last, we provide some suggestions as references for institutional research and future research.</p>
</abstract>
<kwd-group>
<kwd>cross-lagged analysis</kwd>
<kwd>future time orientation</kwd>
<kwd>learning engagement</kwd>
<kwd>self-determination theory</kwd>
<kwd>learning motivation</kwd>
</kwd-group>
<counts>
<fig-count count="2"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="73"/>
<page-count count="11"/>
<word-count count="10054"/>
</counts>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="S1">
<title>Introduction</title>
<p>In the United States, if freshmen can adapt well to the study or campus life in the first year of college, most of them can successfully complete the 4-year study, but if they fail to adapt to college life, most of them will leave campus in the first year (<xref ref-type="bibr" rid="B15">DeBerard et al., 2004</xref>). Considering the importance of the first year, many universities have launched learning interest orientation programs to help freshmen to adapt to the study or campus life in the first year (<xref ref-type="bibr" rid="B65">Visser and Hirsch, 2014</xref>). Nevertheless, since there are differences between Eastern and Western cultures, students in Asia will indeed face the life lessons and challenges of individual separation and individualization when they are in college (<xref ref-type="bibr" rid="B71">Zhang et al., 2015</xref>; <xref ref-type="bibr" rid="B69">Wong et al., 2019</xref>). Due to the changes in the college life environment, supervision of study and life from parents and other family members is becoming less, while more freedom, independence, and autonomous space are available for them. The self-determination theory provided that the social environment does not hinder the three basic psychological needs (<xref ref-type="bibr" rid="B13">De Bilde et al., 2011</xref>; <xref ref-type="bibr" rid="B22">Guay and Bureau, 2018</xref>), which are autonomy, ability, and relationship, the individual will produce intrinsic motivation and make people achieve self-fulfillment (<xref ref-type="bibr" rid="B26">Howard et al., 2017</xref>; <xref ref-type="bibr" rid="B55">Ryan and Deci, 2017</xref>, <xref ref-type="bibr" rid="B56">2020</xref>); and in the process of self-fulfilling, there are expectations for possible life path in the future (<xref ref-type="bibr" rid="B13">De Bilde et al., 2011</xref>). However, since there are cultural differences, the theoretical verification results obtained from the self-determination theory in western society may not be the same in eastern society (<xref ref-type="bibr" rid="B71">Zhang et al., 2015</xref>; <xref ref-type="bibr" rid="B42">Lindstrom-Johnson et al., 2016</xref>). Thereby, this study is aimed to explore the future time orientation from freshmen in Asia from the perspective of self-determination.</p>
<p>According to the Expected Value Theory (<xref ref-type="bibr" rid="B67">Wigfield and Eccles, 2002</xref>; <xref ref-type="bibr" rid="B68">Wigfield et al., 2017</xref>), the expectation for success belongs to a kind of future orientation. When an individual holds a high expectation for the future, it will lead to higher persistence, learning behaviors, and higher self-motivation performance (<xref ref-type="bibr" rid="B41">Levitt et al., 2016</xref>). As for Chinese education, it starts from future time orientation, and learners usually base their learning goals on long-term future achievements (<xref ref-type="bibr" rid="B71">Zhang et al., 2015</xref>; <xref ref-type="bibr" rid="B69">Wong et al., 2019</xref>). The future time orientation concerned in this study indicates that people have positive performance in their personality and make plans for their own life (<xref ref-type="bibr" rid="B13">De Bilde et al., 2011</xref>). <xref ref-type="bibr" rid="B20">Gjesme (1983)</xref> once compared future time orientation to search light, which means that the better future time orientation of an individual is, the more it can illuminate the way forward, the further results can help the individual to expect, thus discovering the future goals and planning actions for achievements (<xref ref-type="bibr" rid="B24">Guti&#x00E9;rrez-Braojos, 2015</xref>; <xref ref-type="bibr" rid="B71">Zhang et al., 2015</xref>; <xref ref-type="bibr" rid="B69">Wong et al., 2019</xref>). Individuals with a high future time orientation tend to be more successful in career and studies (<xref ref-type="bibr" rid="B73">Zimbardo and Boyd, 2008</xref>; <xref ref-type="bibr" rid="B24">Guti&#x00E9;rrez-Braojos, 2015</xref>), which plays a guiding and incentive role in learning (<xref ref-type="bibr" rid="B39">Lens, 1986</xref>; <xref ref-type="bibr" rid="B48">Moreas and Lens, 1991</xref>; <xref ref-type="bibr" rid="B42">Lindstrom-Johnson et al., 2016</xref>). Thus, the future time orientation contributes to learning, and researchers believe that the higher future time orientation of an individual is, the more he or she can make to engage in tasks and dedicate. In other words, the stronger his or her future time orientation is, the higher commitment to learning will be.</p>
<p>Study of students at university is affected by characteristics when entering and academic and interpersonal integration at the university, and it affects their commitment to goals and university and their external commitment (<xref ref-type="bibr" rid="B64">Tinto, 1997</xref>; <xref ref-type="bibr" rid="B57">Schaeper, 2020</xref>). <xref ref-type="bibr" rid="B3">Astin (1991)</xref> proposed the impact of the Input-Environment-Outcome model (I-E-O model for short) on educational outcomes (<xref ref-type="bibr" rid="B66">Wawrzynski et al., 2012</xref>). To improve the quality of higher education, the standard of quality measurement should be transferred from Input, which is originally emphasized, to Output, and emphasis should be attached to the learning process and performance. Elements affecting learning performance of students should be analyzed so that ways for improvement can be figured out. <xref ref-type="bibr" rid="B25">Horstmanshof and Zimitat (2007)</xref> argued that engagement has emerged as a key issue in student retention, continued participation in higher education, and examined the relationship between future time orientation and engagement. However, based on expectancy-value theory and social-cognitive theory of motivation, <xref ref-type="bibr" rid="B28">Hsieh (2014)</xref> emphasized that learning motivation leads to an increase in engagement behaviors that influence subsequent achievements. According to the discussions and theoretical views from scholars, learning motivation can be regarded as an important mediator between future time orientation and engagement.</p>
<p>In higher education, the most critical factor affecting learning of students is not only to provide students with the experience and knowledge they need while learning, but also to stimulate their positive attitude of autonomous engagement and involvement in learning (<xref ref-type="bibr" rid="B54">Pike et al., 2012</xref>; <xref ref-type="bibr" rid="B28">Hsieh, 2014</xref>; <xref ref-type="bibr" rid="B61">Su&#x00E1;rez et al., 2019</xref>). The learning performance of students is an important indicator that shows the quality of teaching at university, but also a key link in the pursuit of excellent development (<xref ref-type="bibr" rid="B5">Beno, 2004</xref>). To understand learning evaluation for freshmen, this study aims to adopt the database of student learning process established by the university for Secondary Data Analysis and explores the cross-lagged effect among the future time orientation, self-determination, and learning engagement of freshmen.</p>
</sec>
<sec id="S2">
<title>Literature Review</title>
<sec id="S2.SS1">
<title>Self-Determination Theory</title>
<p>Self-determination theory claims three basic psychological needs that influence individual motivation: competence, relatedness, and autonomy (<xref ref-type="bibr" rid="B13">De Bilde et al., 2011</xref>). According to the self-determination theory, &#x201C;autonomy&#x201D; is the most basic psychological need for each person (<xref ref-type="bibr" rid="B11">Chemolli and Gagn&#x00E9;, 2014</xref>), but the research with &#x201C;self&#x201D; as one of the construction elements for theories is bound to involve the definition of self of individual (<xref ref-type="bibr" rid="B32">Kaplan et al., 2002</xref>; <xref ref-type="bibr" rid="B13">De Bilde et al., 2011</xref>; <xref ref-type="bibr" rid="B22">Guay and Bureau, 2018</xref>). Self-determined motivation is the quality of behavioral operation of people, which refers to choosing, that is, the experience of perceptually internal control (<xref ref-type="bibr" rid="B26">Howard et al., 2017</xref>; <xref ref-type="bibr" rid="B55">Ryan and Deci, 2017</xref>, <xref ref-type="bibr" rid="B56">2020</xref>). Thus, self-determined motivation indicates that the individual has the opportunity to choose and also has the ability to choose, not external oppression or enhanced sense, which makes him or her do it, it is something that the individual decides (<xref ref-type="bibr" rid="B11">Chemolli and Gagn&#x00E9;, 2014</xref>; <xref ref-type="bibr" rid="B22">Guay and Bureau, 2018</xref>).</p>
<p>In this study, the degree of learning motivation of students measured by the self-determination theory is adopted, which was proposed by <xref ref-type="bibr" rid="B55">Ryan and Deci (2017</xref>, <xref ref-type="bibr" rid="B56">2020)</xref>, and it is divided into three dimensions of &#x201C;intrinsic motivation,&#x201D; &#x201C;extrinsic motivation,&#x201D; and &#x201C;amotivation.&#x201D; (1) Intrinsic motivation indicates that an individual engages in the activity out of interest on his or her own initiative, and the individual can get pleasure from the activity itself, which belongs to a high degree of autonomy; (2) extrinsic motivation means that external things are an inducement to make individuals engage in various activities, and this motivation exists outside the learning object and is highly interdependent with intrinsic motivation; and (3) amotivation presents that it lacks any motivation, which is associated with quite negative outcomes (<xref ref-type="bibr" rid="B11">Chemolli and Gagn&#x00E9;, 2014</xref>; <xref ref-type="bibr" rid="B26">Howard et al., 2017</xref>; <xref ref-type="bibr" rid="B68">Wigfield et al., 2017</xref>).</p>
</sec>
<sec id="S2.SS2">
<title>Future Time Orientation</title>
<p>Future time orientation is a concept that is used to understand individual behaviors. <xref ref-type="bibr" rid="B72">Zimbardo and Boyd (1999</xref>, <xref ref-type="bibr" rid="B73">2008)</xref> believed that future time orientation constitutes our unique psychological background, which has a great impact on minds, emotions, and behaviors of people (<xref ref-type="bibr" rid="B13">De Bilde et al., 2011</xref>), and plays a vital role in making individuals understand life experiences and explain behaviors (<xref ref-type="bibr" rid="B24">Guti&#x00E9;rrez-Braojos, 2015</xref>; <xref ref-type="bibr" rid="B42">Lindstrom-Johnson et al., 2016</xref>). In previous studies, future time orientation was defined as a trait with stable tendency, a cognitive structure, which is flexible and modifiable, or a unidirectional or multidirectional construction, which has attracted much attention from researchers (<xref ref-type="bibr" rid="B71">Zhang et al., 2015</xref>; <xref ref-type="bibr" rid="B42">Lindstrom-Johnson et al., 2016</xref>; <xref ref-type="bibr" rid="B69">Wong et al., 2019</xref>). For instance, <xref ref-type="bibr" rid="B14">De Volder and Lens (1982)</xref> viewed that it is a personality trait and divided it into dynamic state and cognition, while <xref ref-type="bibr" rid="B12">Daltrey and Langer (1984)</xref> argued that future time orientation is a multi-dimensional construction, such as ductility, consistency, orientation, density, and attitude/emotion (<xref ref-type="bibr" rid="B13">De Bilde et al., 2011</xref>). Afterward, <xref ref-type="bibr" rid="B51">Peetsma (2000)</xref> regarded future time orientation is a motivational concept and divided it into knowledge, evaluation, and behavioral intention.</p>
<p>Subsequent studies have suggested that people will change their view of time with age and personality course. <xref ref-type="bibr" rid="B30">Husman and Lens (1999)</xref> believed that future time orientation is the expected belief about future goals that an individual has. Future goals of students are associated with their current study, work, or academic performance, thus facilitating individuals to have the motivation to learn (<xref ref-type="bibr" rid="B40">Lens et al., 2002</xref>; <xref ref-type="bibr" rid="B71">Zhang et al., 2015</xref>). The stronger future time orientation of an individual is, the more likely he or she is to develop specific future goals, and the individual is prompted to engage in tasks, make efforts, and plans that help to achieve future goals (<xref ref-type="bibr" rid="B30">Husman and Lens, 1999</xref>; <xref ref-type="bibr" rid="B13">De Bilde et al., 2011</xref>; <xref ref-type="bibr" rid="B42">Lindstrom-Johnson et al., 2016</xref>; <xref ref-type="bibr" rid="B69">Wong et al., 2019</xref>). <xref ref-type="bibr" rid="B47">Miller and Brickman (2004)</xref> argued that future time orientation is an inducement to achieve future goals and improve willingness of individual learners to engage in autonomous learning (<xref ref-type="bibr" rid="B24">Guti&#x00E9;rrez-Braojos, 2015</xref>). Later, <xref ref-type="bibr" rid="B46">Mello and Worrell (2015)</xref> summarized future time orientation into several key aspects: first, future time orientation is cognitive, as it originates from minds, and it is also motivated because thinking of individuals about time will prompt his or her to make decisions and perform specific behaviors (<xref ref-type="bibr" rid="B51">Peetsma, 2000</xref>; <xref ref-type="bibr" rid="B59">Simons et al., 2004</xref>; <xref ref-type="bibr" rid="B69">Wong et al., 2019</xref>). Second, the measurement of future time orientation includes ductility, density, consistency, involvement, anticipation, velocity, perceptibility, and value. In other words, when an individual establishes future goals, the more he or she can consider the amount of time and specific plans, the more he or she is concerned about the value of pondering on current tasks and the future. Third, the variability of future time orientation of individuals is derived from learning and social experience in various situations (<xref ref-type="bibr" rid="B47">Miller and Brickman, 2004</xref>).</p>
<p>As for the relationship between future time orientation and learning engagement, in the past, <xref ref-type="bibr" rid="B8">Brown and Jones (2004)</xref> believed that different views of learners of time orientation would affect their degree of learning engagement and give rise to different learning outcomes (<xref ref-type="bibr" rid="B24">Guti&#x00E9;rrez-Braojos, 2015</xref>; <xref ref-type="bibr" rid="B42">Lindstrom-Johnson et al., 2016</xref>). <xref ref-type="bibr" rid="B25">Horstmanshof and Zimitat (2007)</xref> found that when college students have a better future time orientation, they have a better learning attitude or behavior, such as mastering goals, intending to spend more time reading, adopting deeper learning strategies, and seeking assistance from others when facing difficulties. Future time orientation is positively correlated with learning engagement (<xref ref-type="bibr" rid="B33">King, 1984</xref>; <xref ref-type="bibr" rid="B13">De Bilde et al., 2011</xref>). <xref ref-type="bibr" rid="B59">Simons et al. (2004)</xref> found that future goals can play a significant role in predicting academic performance of students at university, and those intrinsic future goals can lead to greater efforts, autonomous learning, persistence in learning tasks (<xref ref-type="bibr" rid="B24">Guti&#x00E9;rrez-Braojos, 2015</xref>), and contributing to more conceptual learning, better performance, and higher persistence in relevant learning activities in the future.</p>
<p><xref ref-type="bibr" rid="B4">Bembenutty and Karabenick (2003)</xref> believed that future time orientation is a belief or tendency of future goals that an individual holds, which can stimulate learning interest, motivation, and behavioral adjustment to pursue future goals (<xref ref-type="bibr" rid="B24">Guti&#x00E9;rrez-Braojos, 2015</xref>). <xref ref-type="bibr" rid="B47">Miller and Brickman (2004)</xref> put forward the self-adjusting motivation model of future orientation, believing that the motivation of future orientation is the belief system acquired by individuals in the process of socialization, which can form future goals and guide learners to do self-adjustment. High-school students of different degrees have different views when perceiving future time orientation. The higher the learning motivation of students is, the more likely they are to perceive the importance of schoolwork to their future life. <xref ref-type="bibr" rid="B24">Guti&#x00E9;rrez-Braojos (2015)</xref> studied and found that if students perceive the value of schoolwork and future development outcomes, it would affect their learning motivation.</p>
</sec>
<sec id="S2.SS3">
<title>Learning Engagement</title>
<p>Learning engagement is a vital variable in the performance of students (<xref ref-type="bibr" rid="B61">Su&#x00E1;rez et al., 2019</xref>; <xref ref-type="bibr" rid="B2">Afzali and Izadpanah, 2021</xref>). Learning engagement not merely shows learning motivation of students, but also contributes to understanding subsequent behavior and development of students (<xref ref-type="bibr" rid="B2">Afzali and Izadpanah, 2021</xref>). The efforts, persistence, concentration, and happiness of those who are highly engaged in learning will produce positive progress and good academic performance (<xref ref-type="bibr" rid="B28">Hsieh, 2014</xref>). In contrast, less learning time, abandonment, distraction, sadness, and anxiety of those who are unwilling to engage in are also highly correlated with dropout (<xref ref-type="bibr" rid="B18">Fredricks et al., 2004</xref>; <xref ref-type="bibr" rid="B61">Su&#x00E1;rez et al., 2019</xref>). Learning engagement refers to the time and energy that students devote to educational goals and activities (<xref ref-type="bibr" rid="B2">Afzali and Izadpanah, 2021</xref>). Particularly, only through interaction with others can these educational activities be meaningful. <xref ref-type="bibr" rid="B35">Kuh (2003</xref>, <xref ref-type="bibr" rid="B36">2009)</xref> defined learning engagement as the process of individual behavior, perception, and thinking in learning of students. The key indicators are the time and energy that students devote to educational goals and activities (<xref ref-type="bibr" rid="B68">Wigfield et al., 2017</xref>). In particular, only through interaction with others can these educational activities be meaningful. It follows that despite the words used are different, the meanings are much the same, and all of them emphasize the need for students to devote their mental and physical energy to their study (<xref ref-type="bibr" rid="B28">Hsieh, 2014</xref>). For students, high learning engagement of individuals is not merely conducive to their learning outcomes but also can improve the teaching effectiveness for teachers (<xref ref-type="bibr" rid="B2">Afzali and Izadpanah, 2021</xref>). Thereby, it is prominently important to pay attention to engagement of students and then consider how to help them devote more to their studies.</p>
<p>Autonomous interest and sense of ability of students in their studies are important components of their academic identity, and academic identity, learning motivation, degree of engagement, and learning accomplishments are related (<xref ref-type="bibr" rid="B1">Abes et al., 2007</xref>; <xref ref-type="bibr" rid="B62">Taylor et al., 2014</xref>; <xref ref-type="bibr" rid="B23">Guay et al., 2017</xref>; <xref ref-type="bibr" rid="B22">Guay and Bureau, 2018</xref>). Self-determination can positively affect the learning process, and its behavioral outcomes and learning outcomes are concentrated on learning performance of students (<xref ref-type="bibr" rid="B29">Hummel and Randler, 2012</xref>; <xref ref-type="bibr" rid="B28">Hsieh, 2014</xref>; <xref ref-type="bibr" rid="B55">Ryan and Deci, 2017</xref>, <xref ref-type="bibr" rid="B56">2020</xref>). When learning motivation and active learning of students can play a synergistic role and influence each other, the effect of learning engagement of students will gradually increase.</p>
<p>Self-determination is a process behavior that occurs when students achieve educational or specific goals during learning (<xref ref-type="bibr" rid="B11">Chemolli and Gagn&#x00E9;, 2014</xref>; <xref ref-type="bibr" rid="B22">Guay and Bureau, 2018</xref>), which plays a vital role in future time orientation and learning engagement (<xref ref-type="bibr" rid="B49">Ng et al., 2012</xref>; <xref ref-type="bibr" rid="B19">Gagn&#x00E9; et al., 2015</xref>). For college students with high intrinsic motivation, high future time orientation has higher autonomy than the sense of competence and belonging compared with low future time orientation. However, <xref ref-type="bibr" rid="B13">De Bilde et al. (2011)</xref> mentioned that future time orientation plays an effect on intrinsic motivation while students are learning, and students who own future time orientation can adjust their learning behavior and performance in an autonomous way (<xref ref-type="bibr" rid="B24">Guti&#x00E9;rrez-Braojos, 2015</xref>). <xref ref-type="bibr" rid="B70">Yorke and Knight (2004)</xref> found that learners of self-theory would engage in learning on their own and influence their motivation (<xref ref-type="bibr" rid="B11">Chemolli and Gagn&#x00E9;, 2014</xref>), impetus, engagement in learning, and even measure the possibility of goal achievement (<xref ref-type="bibr" rid="B55">Ryan and Deci, 2017</xref>, <xref ref-type="bibr" rid="B56">2020</xref>; <xref ref-type="bibr" rid="B22">Guay and Bureau, 2018</xref>). If the goal is impracticable or impossible to achieve, the motivation to learn will be declined, together with their engagement in learning will be kept down (<xref ref-type="bibr" rid="B58">Sheldon et al., 2017</xref>; <xref ref-type="bibr" rid="B27">Howard et al., 2020</xref>). Future time orientation can also effectively predict efforts of students in homework. Compared with students with a low future time orientation, students with a high future time orientation are more engaged in learning and more active in learning (<xref ref-type="bibr" rid="B72">Zimbardo and Boyd, 1999</xref>; <xref ref-type="bibr" rid="B51">Peetsma, 2000</xref>). Future time orientation is positively correlated with learning engagement (<xref ref-type="bibr" rid="B51">Peetsma, 2000</xref>; <xref ref-type="bibr" rid="B34">King, 2016</xref>), and future time orientation of students can indirectly affect their academic achievement and performance through self-efficacy (<xref ref-type="bibr" rid="B53">Phan, 2014</xref>). Based on the above findings, the self-determination theory has a positive correlation between future time orientation and learning engagement and predicts learning engagement through future time orientation. Researchers set out to understand the cross-lagged effect by means of data collected at different times.</p>
<p>According to the above arguments, based on self-determination theory, this study aims to explore the relationships among future time orientation, learning motivation, and learning engagement in different times. Furthermore, specifically, this study has proposed four hypotheses to verify our research framework, as shown in <xref ref-type="fig" rid="F1">Figure 1</xref>: (1) H1: future time orientation has a positive impact on learning engagement; (2) H2: future time orientation has a positive impact on learning motivation; (3) H3: learning motivation has a positive impact on learning engagement; and (4) H4: there is a cross-lagged effect among future time orientation, learning motivation, and learning engagement.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>Research framework.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyg-12-760212-g001.tif"/>
</fig>
</sec>
</sec>
<sec id="S3">
<title>Methodology</title>
<sec id="S3.SS1">
<title>Sampling</title>
<p>The data for this study were collected from the database of student learning and performance at some universities in Taiwan, and the data for analysis were obtained by applying to the relevant authorities for data release. In the database, there are questionnaire contents for two stages. For the first stage, there are copies of the questionnaire completed by the freshmen when entering the university, and the testing has been conducted with the questionnaire designed by the past research scale. For the second stage, there are copies of the questionnaire for testing, completed by the freshmen after entering the university and before entering the first summer vacation. To make the research samples representative, the study takes four comprehensive universities as the research objects and limits their university size to the same level, such as the ratio of teachers to students, the number of students, and educational goals. In this study, the data of freshmen enrolled in 2020 were obtained from the database for analysis. In the first stage, 1,000 valid samples were obtained, of which male accounted for 46% and female accounted for 54%; 53% from social sciences and 47% from natural sciences; 36% were first-generation students; and 62% of the students knew their subject. In the second stage, 840 valid samples were obtained, with 45% male and 55% female; 58% from social sciences and 42% from natural sciences; 34% were first-generation students; and 72% of the students knew their subject.</p>
<p>Due to the different types of gender and disciplines, a systematic error might have arisen, bringing the external validity of study into question. Thus, several independent-samples <italic>t</italic>-tests were used to verify whether the male versus female groups and social sciences versus natural sciences groups differed significantly in terms of research dimensions. Due to the different sources of students in the four universities, ANOVA analysis was also conducted on the data to see if there were significant differences. The results indicated that the groups did not significantly differ, so it was deemed appropriate to merge the samples from different gender, disciplines, and universities.</p>
</sec>
<sec id="S3.SS2">
<title>Measures</title>
<p>Most of the scales in the questionnaire are adopting previous studies and are modified to suit the research context. In future time orientation, we used the scale proposed by <xref ref-type="bibr" rid="B30">Husman and Lens (1999)</xref>, such as &#x201C;value,&#x201D; which refers to the high-value individuals attach to their future goals and indicates the degree of emphasis that one individual attaches to the future goals; &#x201C;speed,&#x201D; which refers to the perceived short time for future goals; and &#x201C;future goals,&#x201D; which are goals for future orientation. To divide learning motivation into intrinsic motivation, extrinsic motivation, and amotivation, we adopted the scale proposed by <xref ref-type="bibr" rid="B16">Deci and Ryan (1985</xref>, <xref ref-type="bibr" rid="B17">1991)</xref> and <xref ref-type="bibr" rid="B45">McLean (2003)</xref>. Student engagement is evaluated by three scales developed by <xref ref-type="bibr" rid="B50">Pascarella et al. (2013)</xref> and <xref ref-type="bibr" rid="B9">Campbell and Cabrera (2014)</xref> on the basis of NSSE items completed in the student samples, such as higher order learning, integrative learning, and reflective learning. According to the definition and operation of <xref ref-type="bibr" rid="B37">Laird et al. (2006</xref>, <xref ref-type="bibr" rid="B38">2008)</xref> and <xref ref-type="bibr" rid="B50">Pascarella et al. (2013)</xref>, higher order learning is measured by four items; integrative learning consists of five items; and reflective learning includes two items. All items were measured with a 5-point Likert scale (1, totally disagree; 5, totally agree as shown in <xref ref-type="table" rid="T1">Table 1</xref>).</p>
<table-wrap position="float" id="T1">
<label>TABLE 1</label>
<caption><p>Scale of measure variables.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"><bold>Construct</bold></td>
<td valign="top" align="left"><bold>Variables</bold></td>
<td valign="top" align="left"><bold>Items</bold></td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Future time orientation</td>
<td valign="top" align="left">Value</td>
<td valign="top" align="left">I engage in the present activity is similar to the capacities required to engage in a future task</td>
</tr>
<tr>
<td valign="top" align="justify"/>
<td valign="top" align="justify"/>
<td valign="top" align="left">Realizing a long-term goal is worth some sacrifices today</td>
</tr>
<tr>
<td valign="top" align="justify"/>
<td valign="top" align="justify"/>
<td valign="top" align="left">It&#x2019;s the small steps one takes today which determine one&#x2019;s future security</td>
</tr>
<tr>
<td valign="top" align="justify"/>
<td valign="top" align="left">Speed</td>
<td valign="top" align="left">What will happen in the future is an important consideration in deciding what action to take</td>
</tr>
<tr>
<td valign="top" align="justify"/>
<td valign="top" align="justify"/>
<td valign="top" align="left">Possible future gains are more important than Immediate gain</td>
</tr>
<tr>
<td valign="top" align="justify"/>
<td valign="top" align="justify"/>
<td valign="top" align="left">The best choice of action is one which might pay off in the future</td>
</tr>
<tr>
<td valign="top" align="justify"/>
<td valign="top" align="left">Future goals</td>
<td valign="top" align="left">It is important to have goals for where one wants to be in five or ten years</td>
</tr>
<tr>
<td valign="top" align="justify"/>
<td valign="top" align="justify"/>
<td valign="top" align="left">What one does today really does matter much in the long run</td>
</tr>
<tr>
<td valign="top" align="justify"/>
<td valign="top" align="justify"/>
<td valign="top" align="left">One should be taking steps today to help realize future goals</td>
</tr>
<tr>
<td valign="top" align="left">Learning motivation</td>
<td valign="top" align="left">Intrinsic motivation</td>
<td valign="top" align="left">For the pleasure I experience when I feel completely absorbed in university</td>
</tr>
<tr>
<td valign="top" align="justify"/>
<td valign="top" align="justify"/>
<td valign="top" align="left">For the satisfaction I have when I try to achieve my personal goals in university</td>
</tr>
<tr>
<td valign="top" align="justify"/>
<td valign="top" align="justify"/>
<td valign="top" align="left">For the interest I have in understanding more about myself</td>
</tr>
<tr>
<td valign="top" align="justify"/>
<td valign="top" align="left">Extrinsic motivation</td>
<td valign="top" align="left">Because other people think that it&#x2019;s a good idea for me to be in university</td>
</tr>
<tr>
<td valign="top" align="justify"/>
<td valign="top" align="justify"/>
<td valign="top" align="left">Because I don&#x2019;t want to upset people close to me who want me to be in university</td>
</tr>
<tr>
<td valign="top" align="justify"/>
<td valign="top" align="justify"/>
<td valign="top" align="left">To satisfy people close to me who want me to get help for my current situation</td>
</tr>
<tr>
<td valign="top" align="justify"/>
<td valign="top" align="left">Amotivation</td>
<td valign="top" align="left">Honesty, I really don&#x2019;t understand what I can get from university</td>
</tr>
<tr>
<td valign="top" align="justify"/>
<td valign="top" align="justify"/>
<td valign="top" align="left">I wonder what I&#x2019;m doing in university; actually, I find it boring</td>
</tr>
<tr>
<td valign="top" align="justify"/>
<td valign="top" align="justify"/>
<td valign="top" align="left">I once had good reasons for going to university, however, now I wonder whether I should quit</td>
</tr>
<tr>
<td valign="top" align="left">Learning engagement</td>
<td valign="top" align="left">Higher-order learning</td>
<td valign="top" align="left">Analyzed the basic elements of an idea, experience, or theory, such as examining a particular case or situation in depth and considering its components</td>
</tr>
<tr>
<td valign="top" align="justify"/>
<td valign="top" align="justify"/>
<td valign="top" align="left">Synthesized and organized ideas, information, or experiences into new, more complex interpretations and relationships</td>
</tr>
<tr>
<td valign="top" align="justify"/>
<td valign="top" align="justify"/>
<td valign="top" align="left">Made judgments about the value of information, arguments, or methods, such as examining how others gathered and interpreted data and assessing the soundness of their conclusions</td>
</tr>
<tr>
<td valign="top" align="justify"/>
<td valign="top" align="justify"/>
<td valign="top" align="left">Applied theories or concepts to practical problems or in new situations</td>
</tr>
<tr>
<td valign="top" align="justify"/>
<td valign="top" align="left">Integrative learning</td>
<td valign="top" align="left">Worked on a manuscript or project that required integrating ideas or information from various sources</td>
</tr>
<tr>
<td valign="top" align="justify"/>
<td valign="top" align="justify"/>
<td valign="top" align="left">Included diverse perspectives (different races, religions, genders, and political beliefs, etc.) in class discussions or writing assignments</td>
</tr>
<tr>
<td valign="top" align="justify"/>
<td valign="top" align="justify"/>
<td valign="top" align="left">Put together ideas or concepts from different courses when completing assignments or during class discussions</td>
</tr>
<tr>
<td valign="top" align="justify"/>
<td valign="top" align="justify"/>
<td valign="top" align="left">Discussed ideas from your readings or classes with faculty members outside of class</td>
</tr>
<tr>
<td valign="top" align="justify"/>
<td valign="top" align="justify"/>
<td valign="top" align="left">Discussed ideas from your readings or classes with others outside of class (students, family members, and coworkers, etc.)</td>
</tr>
<tr>
<td valign="top" align="justify"/>
<td valign="top" align="left">Reflective learning</td>
<td valign="top" align="left">Examined the strengths and weaknesses of your own views on a topic or issue</td>
</tr>
<tr>
<td valign="top" align="justify"/>
<td valign="top" align="justify"/>
<td valign="top" align="left">Tried to better understand someone else&#x2019;s views by imagining how an issue looks from his or her perspective</td>
</tr>
</tbody>
</table></table-wrap>
</sec>
<sec id="S3.SS3">
<title>Analysis Strategy</title>
<p>This study tested the hypotheses of the research framework and included paths via structural equation modeling. For higher order constructs (future time orientation, learning motivation, and learning engagement), we reduced the number of parameters to be estimated with the method of partial aggregation (<xref ref-type="bibr" rid="B43">Little et al., 2002</xref>). This procedure involves averaging the responses of subsets of items that measure a construct. In the measurement model, we first measured all dimensions and provided a rigorous confirmatory factor analysis (CFA) report. Then, we averaged responses of each dimension to serve as indicators for these constructs to simplify the model and enhance the model fitting, because future time orientation, learning motivation, learning engagement were multi-dimensional constructs. Structural model of cross-lagged effect and measurement model were performed using IBM-AMOS statistical program, v. 23.0 for Windows.</p>
</sec>
</sec>
<sec sec-type="results" id="S4">
<title>Results</title>
<sec id="S4.SS1">
<title>Evaluation of the Measurement Model</title>
<p>All scales used in this study were found to be reliable, with Cronbach&#x2019;s &#x03B1; ranging from 0.75 to 0.92. <xref ref-type="table" rid="T2">Table 2</xref> shows the reliability of each measurement variable. To examine validity, this study adopted CFA using AMOS 23.0 to verify the construct validity (both convergent and discriminant) of the scales. According to Hair, <xref ref-type="bibr" rid="B7">Black et al. (2010)</xref> recommended validity criteria, CFA results show standardized factor loading of higher than 0.5; average variance extracted (AVE) ranges between 0.521 and 0.841; and composite reliability (CR) ranges between 0.719 and 0.955. All three conditions for convergent validity were addressed, and correlation coefficients were all less than the square root of the AVE within one dimension, suggesting that each dimension had well-established discriminant validity.</p>
<table-wrap position="float" id="T2">
<label>TABLE 2</label>
<caption><p>Measurement properties.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="center"><bold>1</bold></td>
<td valign="top" align="center"><bold>2</bold></td>
<td valign="top" align="center"><bold>3</bold></td>
<td valign="top" align="center"><bold>4</bold></td>
<td valign="top" align="center"><bold>5</bold></td>
<td valign="top" align="center"><bold>6</bold></td>
<td valign="top" align="center"><bold>7</bold></td>
<td valign="top" align="center"><bold>8</bold></td>
<td valign="top" align="center"><bold>9</bold></td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">1. Value</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">0.64</td>
<td valign="top" align="center">0.10</td>
<td valign="top" align="center">0.50</td>
<td valign="top" align="center">0.49</td>
<td valign="top" align="center">0.22</td>
<td valign="top" align="center">0.53</td>
<td valign="top" align="center">0.35</td>
<td valign="top" align="center">0.52</td>
</tr>
<tr>
<td valign="top" align="left">2. Future goals</td>
<td valign="top" align="center">0.50</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">0.00</td>
<td valign="top" align="center">0.41</td>
<td valign="top" align="center">0.45</td>
<td valign="top" align="center">0.15</td>
<td valign="top" align="center">0.45</td>
<td valign="top" align="center">0.43</td>
<td valign="top" align="center">0.45</td>
</tr>
<tr>
<td valign="top" align="left">3. Speed</td>
<td valign="top" align="center">0.21</td>
<td valign="top" align="center">0.07</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">0.14</td>
<td valign="top" align="center">0.09</td>
<td valign="top" align="center">0.42</td>
<td valign="top" align="center">0.11</td>
<td valign="top" align="center">&#x2212;0.11</td>
<td valign="top" align="center">0.09</td>
</tr>
<tr>
<td valign="top" align="left">4. Intrinsic motivation</td>
<td valign="top" align="center">0.51</td>
<td valign="top" align="center">0.33</td>
<td valign="top" align="center">0.15</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">0.77</td>
<td valign="top" align="center">0.20</td>
<td valign="top" align="center">0.71</td>
<td valign="top" align="center">0.47</td>
<td valign="top" align="center">0.67</td>
</tr>
<tr>
<td valign="top" align="left">5. Extrinsic motivation</td>
<td valign="top" align="center">0.46</td>
<td valign="top" align="center">0.39</td>
<td valign="top" align="center">0.13</td>
<td valign="top" align="center">0.52</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">0.20</td>
<td valign="top" align="center">0.65</td>
<td valign="top" align="center">0.47</td>
<td valign="top" align="center">0.60</td>
</tr>
<tr>
<td valign="top" align="left">6. Amotivation</td>
<td valign="top" align="center">0.37</td>
<td valign="top" align="center">0.26</td>
<td valign="top" align="center">0.34</td>
<td valign="top" align="center">0.26</td>
<td valign="top" align="center">0.33</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">0.17</td>
<td valign="top" align="center">&#x2212;0.07</td>
<td valign="top" align="center">0.13</td>
</tr>
<tr>
<td valign="top" align="left">7. Higher-order</td>
<td valign="top" align="center">0.48</td>
<td valign="top" align="center">0.39</td>
<td valign="top" align="center">0.11</td>
<td valign="top" align="center">0.58</td>
<td valign="top" align="center">0.47</td>
<td valign="top" align="center">0.22</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">0.60</td>
<td valign="top" align="center">0.81</td>
</tr>
<tr>
<td valign="top" align="left">8. Integrative</td>
<td valign="top" align="center">0.33</td>
<td valign="top" align="center">0.44</td>
<td valign="top" align="center">0.04</td>
<td valign="top" align="center">0.38</td>
<td valign="top" align="center">0.38</td>
<td valign="top" align="center">0.12</td>
<td valign="top" align="center">0.51</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">0.62</td>
</tr>
<tr>
<td valign="top" align="left">9. Reflective</td>
<td valign="top" align="center">0.47</td>
<td valign="top" align="center">0.40</td>
<td valign="top" align="center">0.11</td>
<td valign="top" align="center">0.55</td>
<td valign="top" align="center">0.44</td>
<td valign="top" align="center">0.25</td>
<td valign="top" align="center">0.65</td>
<td valign="top" align="center">0.48</td>
<td valign="top" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="left">First wave <italic>M</italic></td>
<td valign="top" align="center">4.06</td>
<td valign="top" align="center">3.24</td>
<td valign="top" align="center">3.51</td>
<td valign="top" align="center">4.08</td>
<td valign="top" align="center">3.97</td>
<td valign="top" align="center">4.20</td>
<td valign="top" align="center">3.70</td>
<td valign="top" align="center">3.34</td>
<td valign="top" align="center">3.67</td>
</tr>
<tr>
<td valign="top" align="left">First wave <italic>SD</italic></td>
<td valign="top" align="center">0.74</td>
<td valign="top" align="center">0.95</td>
<td valign="top" align="center">0.89</td>
<td valign="top" align="center">0.69</td>
<td valign="top" align="center">0.73</td>
<td valign="top" align="center">0.84</td>
<td valign="top" align="center">0.71</td>
<td valign="top" align="center">0.71</td>
<td valign="top" align="center">0.78</td>
</tr>
<tr>
<td valign="top" align="left">Second wave <italic>M</italic></td>
<td valign="top" align="center">3.79</td>
<td valign="top" align="center">3.46</td>
<td valign="top" align="center">3.43</td>
<td valign="top" align="center">4.03</td>
<td valign="top" align="center">3.91</td>
<td valign="top" align="center">3.61</td>
<td valign="top" align="center">3.86</td>
<td valign="top" align="center">3.44</td>
<td valign="top" align="center">3.80</td>
</tr>
<tr>
<td valign="top" align="left">Second <italic>SD</italic></td>
<td valign="top" align="center">0.77</td>
<td valign="top" align="center">0.89</td>
<td valign="top" align="center">0.91</td>
<td valign="top" align="center">0.74</td>
<td valign="top" align="center">0.74</td>
<td valign="top" align="center">1.02</td>
<td valign="top" align="center">0.70</td>
<td valign="top" align="center">0.75</td>
<td valign="top" align="center">0.73</td>
</tr>
<tr>
<td valign="top" align="left">Cronbach&#x2019;s &#x03B1;</td>
<td valign="top" align="center">0.87</td>
<td valign="top" align="center">0.92</td>
<td valign="top" align="center">0.75</td>
<td valign="top" align="center">0.79</td>
<td valign="top" align="center">0.75</td>
<td valign="top" align="center">0.84</td>
<td valign="top" align="center">0.84</td>
<td valign="top" align="center">0.87</td>
<td valign="top" align="center">0.85</td>
</tr>
<tr>
<td valign="top" align="left">AVE</td>
<td valign="top" align="center">0.58</td>
<td valign="top" align="center">0.62</td>
<td valign="top" align="center">0.55</td>
<td valign="top" align="center">0.61</td>
<td valign="top" align="center">0.62</td>
<td valign="top" align="center">0.66</td>
<td valign="top" align="center">0.64</td>
<td valign="top" align="center">0.67</td>
<td valign="top" align="center">0.62</td>
</tr>
<tr>
<td valign="top" align="left">CR</td>
<td valign="top" align="center">0.84</td>
<td valign="top" align="center">0.89</td>
<td valign="top" align="center">0.88</td>
<td valign="top" align="center">0.84</td>
<td valign="top" align="center">0.86</td>
<td valign="top" align="center">0.91</td>
<td valign="top" align="center">0.89</td>
<td valign="top" align="center">0.93</td>
<td valign="top" align="center">0.87</td>
</tr>
</tbody>
</table></table-wrap>
</sec>
<sec id="S4.SS2">
<title>Tests for Differences</title>
<p>Before conducting a structural model analysis of the cross-growth effect, this study first examined whether there were differences in all measure variables between T1 and T2 to properly and rigorously perform the cross-lagged effect between T1 and T2. The study aims to explore the changes in the learning state of freshmen after their first year of study, and the paired-sample <italic>t</italic>-test has been adopted for analysis, as shown in <xref ref-type="table" rid="T3">Table 3</xref>. As for future purpose (t = &#x2212; 4.26, <italic>p</italic> &#x003C; 0.001), higher order learning (t = &#x2212; 3.56, <italic>p</italic> &#x003C; 0.001), integrative learning (t = &#x2212; 1.98, <italic>p</italic> &#x003C; 0.05), and reflective learning (t = &#x2212; 2.66, <italic>p</italic> &#x003C; 0.01), the scores of post-test average are higher than those of pre-test average and have reached the significant difference level respectively. Second, Speed (t = 3.17, <italic>p</italic> &#x003C; 0.01) of future time orientation and amotivation (t = 16.82, <italic>p</italic> &#x003C; 0.001) of learning motivation are concepts, which are negatively constructed. Notwithstanding that the average score is decreased, students actually have perceived the speed at which time passes faster and have greater confidence in current learning. In regard to the decline in amotivation, it shows that students do not feel that going to university is just a waste of time. University is a palace for all-around development, where they can dig the treasure of knowledge and abundant life experience and become freshmen involved in successful learning.</p>
<table-wrap position="float" id="T3">
<label>TABLE 3</label>
<caption><p>Paired-sample <italic>t</italic>-test of measure variables.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"><bold>Measure variables</bold></td>
<td valign="top" align="center"><bold>Time</bold></td>
<td valign="top" align="center"><bold><italic>M</italic></bold></td>
<td valign="top" align="center"><bold><italic>SD</italic></bold></td>
<td valign="top" align="center" colspan="2"><bold>95% CI</bold><hr/></td>
<td valign="top" align="center"><bold><italic>t</italic></bold></td>
<td valign="top" align="center"><bold><italic>Compare</italic></bold></td>
</tr>
<tr>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center"><bold>LL</bold></td>
<td valign="top" align="center"><bold>UL</bold></td>
<td/>
<td/>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Value</td>
<td valign="top" align="center">T1</td>
<td valign="top" align="center">4.06</td>
<td valign="top" align="center">0.74</td>
<td valign="top" align="center">0.26</td>
<td valign="top" align="center">0.40</td>
<td valign="top" align="center">9.79<xref ref-type="table-fn" rid="tfn1">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">T1 &#x003E; T2</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">T2</td>
<td valign="top" align="center">3.79</td>
<td valign="top" align="center">0.77</td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Future goals</td>
<td valign="top" align="center">T1</td>
<td valign="top" align="center">3.24</td>
<td valign="top" align="center">0.95</td>
<td valign="top" align="center">&#x2212;0.24</td>
<td valign="top" align="center">&#x2212;0.09</td>
<td valign="top" align="center">&#x2212;4.26<xref ref-type="table-fn" rid="tfn1">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">T2 &#x003E; T1</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">T2</td>
<td valign="top" align="center">3.46</td>
<td valign="top" align="center">0.89</td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Speed</td>
<td valign="top" align="center">T1</td>
<td valign="top" align="center">3.51</td>
<td valign="top" align="center">0.89</td>
<td valign="top" align="center">0.05</td>
<td valign="top" align="center">0.22</td>
<td valign="top" align="center">3.17<xref ref-type="table-fn" rid="tfn1">&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">T1 &#x003E; T2</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">T2</td>
<td valign="top" align="center">3.43</td>
<td valign="top" align="center">0.91</td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Intrinsic motivation</td>
<td valign="top" align="center">T1</td>
<td valign="top" align="center">4.08</td>
<td valign="top" align="center">0.69</td>
<td valign="top" align="center">0.02</td>
<td valign="top" align="center">0.14</td>
<td valign="top" align="center">2.53<xref ref-type="table-fn" rid="tfn1">&#x002A;</xref></td>
<td valign="top" align="center">T1 &#x003E; T2</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">T2</td>
<td valign="top" align="center">4.03</td>
<td valign="top" align="center">0.74</td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Extrinsic motivation</td>
<td valign="top" align="center">T1</td>
<td valign="top" align="center">3.97</td>
<td valign="top" align="center">0.73</td>
<td valign="top" align="center">0.06</td>
<td valign="top" align="center">0.19</td>
<td valign="top" align="center">3.83<xref ref-type="table-fn" rid="tfn1">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">T1 &#x003E; T2</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">T2</td>
<td valign="top" align="center">3.91</td>
<td valign="top" align="center">0.74</td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Amotivation</td>
<td valign="top" align="center">T1</td>
<td valign="top" align="center">4.20</td>
<td valign="top" align="center">0.84</td>
<td valign="top" align="center">0.63</td>
<td valign="top" align="center">0.80</td>
<td valign="top" align="center">16.82<xref ref-type="table-fn" rid="tfn1">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">T1 &#x003E; T2</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">T2</td>
<td valign="top" align="center">3.61</td>
<td valign="top" align="center">1.02</td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Higher-order</td>
<td valign="top" align="center">T1</td>
<td valign="top" align="center">3.70</td>
<td valign="top" align="center">0.71</td>
<td valign="top" align="center">&#x2212;0.17</td>
<td valign="top" align="center">&#x2212;0.05</td>
<td valign="top" align="center">&#x2212;3.56<xref ref-type="table-fn" rid="tfn1">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">T2 &#x003E; T1</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">T2</td>
<td valign="top" align="center">3.86</td>
<td valign="top" align="center">0.7</td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Integrative</td>
<td valign="top" align="center">T1</td>
<td valign="top" align="center">3.34</td>
<td valign="top" align="center">0.71</td>
<td valign="top" align="center">&#x2212;0.13</td>
<td valign="top" align="center">0.00</td>
<td valign="top" align="center">&#x2212;1.98<xref ref-type="table-fn" rid="tfn1">&#x002A;</xref></td>
<td valign="top" align="center">T2 &#x003E; T1</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">T2</td>
<td valign="top" align="center">3.44</td>
<td valign="top" align="center">0.75</td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Reflective</td>
<td valign="top" align="center">T1</td>
<td valign="top" align="center">3.67</td>
<td valign="top" align="center">0.78</td>
<td valign="top" align="center">&#x2212;0.15</td>
<td valign="top" align="center">&#x2212;0.02</td>
<td valign="top" align="center">&#x2212;2.66<xref ref-type="table-fn" rid="tfn1">&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">T2 &#x003E; T1</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">T2</td>
<td valign="top" align="center">3.80</td>
<td valign="top" align="center">0.73</td>
<td/>
<td/>
<td/>
<td/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="tfn1"><p><italic>&#x002A;<italic>p</italic> &#x003C; 0.05; &#x002A;&#x002A;<italic>p</italic> &#x003C; 0.01; &#x002A;&#x002A;&#x002A;<italic>p</italic> &#x003C; 0.001.</italic></p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="S4.SS3">
<title>A Cross-Lagged Effect Test</title>
<p>In this study, a cross-lagged effect was detected using SEM in the model via AMOS 23.0. The findings of this study are shown in <xref ref-type="fig" rid="F2">Figure 2</xref>. First, future time orientation T1 (&#x03B2; = 0.27, <italic>p</italic> &#x003C; 0.001) and T2 (&#x03B2; = 0.26, <italic>p</italic> &#x003C; 0.001) were positively and significantly related to learning engagement T1 and T2, supporting H1. The standardized path coefficients of future time orientation T1 to learning motivation T1 (&#x03B2; = 0.31, <italic>p</italic> &#x003C; 0.001) and future time orientation T2 to learning motivation T2 (&#x03B2; = 0.43, <italic>p</italic> &#x003C; 0.001) are positive and significant. H2 is supported. Furthermore, standardized path coefficients of learning motivation T1 to learning engagement T1 (&#x03B2; = 0.23, <italic>p</italic> &#x003C; 0.001) and learning motivation T2 to learning engagement T2 (&#x03B2; = 0.35, <italic>p</italic> &#x003C; 0.001) are also positive and significant, which is supporting H3.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>Cross-lagged effect test. &#x002A;&#x002A;&#x002A;<italic>p</italic> &#x003C; 0.001.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyg-12-760212-g002.tif"/>
</fig>
<p>To know the cross-lagged effect of future time orientation, self-determination, and learning engagement, we first analyzed the hypothetical model. In this study, AMOS 23.0 was adopted for structural model analysis. In regard to the inner adaptation of the model, as shown in <xref ref-type="fig" rid="F2">Figure 2</xref>, the path coefficients defined by the model have all reached a significant level. In terms of the autoregression effect, the path coefficient of future time orientation T1 to future time orientation T2 is 0.44 (<italic>p</italic> &#x003C; 0.001), the standardized path coefficient of learning motivation T1 to learning motivation 2 is 0.30 (<italic>p</italic> &#x003C; 0.001), and the standardized path coefficient of learning engagement T1 to learning engagement T2 is 0.39 (<italic>p</italic> &#x003C; 0.001). It follows that the three constructs established in this study are provided with cross-time stability, and the behavioral outcomes of the former wave contribute to predicting the subsequent behaviors. In addition to the autoregression effect, the standardized path coefficient of cross-lagged effect for the future time orientation T1 to learning motivation T2 is 0.17 (<italic>p</italic> &#x003C; 0.001), and learning motivation T1 to learning engagement T2 is 0.12 (<italic>p</italic> &#x003C; 0.01), and they have reached a significant level, showing the cross-lagged effect which occurs among future time orientation, learning motivation, and learning engagement of students. Meanwhile, it has also been proved that future time orientation of freshmen could affect their learning engagement by learning motivation, which is supporting H4.</p>
</sec>
</sec>
<sec sec-type="conclusion" id="S5">
<title>Conclusion</title>
<sec id="S5.SS1">
<title>Discussion</title>
<p>The research findings show that self-determination theory refers to a process behavior for achieving educational or specific goals while students are learning (<xref ref-type="bibr" rid="B11">Chemolli and Gagn&#x00E9;, 2014</xref>), which plays a vital role in future time orientation and learning engagement (<xref ref-type="bibr" rid="B62">Taylor et al., 2014</xref>). Future time orientation can also effectively predict efforts of students in homework. Compared to students with a low future time orientation, students with a high future time orientation are more engaged in learning and perform more actively in learning (<xref ref-type="bibr" rid="B51">Peetsma, 2000</xref>; <xref ref-type="bibr" rid="B13">De Bilde et al., 2011</xref>; <xref ref-type="bibr" rid="B65">Visser and Hirsch, 2014</xref>; <xref ref-type="bibr" rid="B24">Guti&#x00E9;rrez-Braojos, 2015</xref>). <xref ref-type="bibr" rid="B59">Simons et al. (2004)</xref> indicated that future goals can play an important role in predicting academic performance of students at university (<xref ref-type="bibr" rid="B42">Lindstrom-Johnson et al., 2016</xref>), and those intrinsic future goals can lead to greater efforts, autonomous learning, and persistence in learning tasks and give rise to more conceptual learning, better performance, and higher persistence in relevant learning activities in the future (<xref ref-type="bibr" rid="B13">De Bilde et al., 2011</xref>; <xref ref-type="bibr" rid="B22">Guay and Bureau, 2018</xref>). Self-determination plays a positive effect on the learning process, of which the behavioral outcomes and learning outcomes are concentrated on learning performance of students (<xref ref-type="bibr" rid="B29">Hummel and Randler, 2012</xref>; <xref ref-type="bibr" rid="B11">Chemolli and Gagn&#x00E9;, 2014</xref>; <xref ref-type="bibr" rid="B24">Guti&#x00E9;rrez-Braojos, 2015</xref>; <xref ref-type="bibr" rid="B26">Howard et al., 2017</xref>, <xref ref-type="bibr" rid="B27">2020</xref>). When people are more intrinsically motivated to engage in a certain activity, they are more likely to be engaged in learning and they can engage in the activity for a longer time (<xref ref-type="bibr" rid="B55">Ryan and Deci, 2017</xref>, <xref ref-type="bibr" rid="B56">2020</xref>).</p>
<p>The findings indicate that there is a partially and significantly positive correlation among the elements of future time orientation, self-determination, and learning engagement of students. When students own a high future time orientation or high learning motivation, they are provided with higher learning engagement (<xref ref-type="bibr" rid="B28">Hsieh, 2014</xref>; <xref ref-type="bibr" rid="B42">Lindstrom-Johnson et al., 2016</xref>). This is similar to the results from previous studies, <xref ref-type="bibr" rid="B72">Zimbardo and Boyd (1999)</xref>, <xref ref-type="bibr" rid="B51">Peetsma (2000)</xref>, <xref ref-type="bibr" rid="B31">Husman and Shell (2008)</xref>, and <xref ref-type="bibr" rid="B13">De Bilde et al. (2011)</xref> believed that future time orientation or learning motivation is positively correlated with learning engagement. When learners can perceive that what they have learned at university provides value for their future life or they are in need of school knowledge, they will be more engaged in learning (<xref ref-type="bibr" rid="B65">Visser and Hirsch, 2014</xref>; <xref ref-type="bibr" rid="B24">Guti&#x00E9;rrez-Braojos, 2015</xref>). Thus, the higher degree of future time orientation students owns, the more they can establish their own future goals (<xref ref-type="bibr" rid="B13">De Bilde et al., 2011</xref>) and reflect on the advantages and disadvantages of their existing behaviors to prepare for future goals, thus inducing their learning engagement behavior.</p>
<p>Furthermore, there is a cross-lagged effect among future time orientation, self-determination, and learning engagement of students, and it can be proved that future time orientation of students can affect their future learning engagement via self-determination. Students with a future time orientation can consider future task outcomes beforehand, which influences their motivation for future goals (<xref ref-type="bibr" rid="B62">Taylor et al., 2014</xref>), and then engage in learning activities that are beneficial to the future (<xref ref-type="bibr" rid="B10">Carstensen, 2006</xref>). As <xref ref-type="bibr" rid="B47">Miller and Brickman (2004)</xref> believed that the importance and value of future time orientation lie in its guidance to make learners do self-adjustment with the incentive of achieving future goals (<xref ref-type="bibr" rid="B13">De Bilde et al., 2011</xref>). People with a future time orientation view time as a kind of resource have enough time to imagine their desired outcomes, ponder on alternative strategies, and gather a wide range of information (<xref ref-type="bibr" rid="B52">Pennington and Roese, 2003</xref>). That is, self-determination positively affects the learning process, and behavioral outcomes and learning outcomes are concentrated on learning performance of students (<xref ref-type="bibr" rid="B29">Hummel and Randler, 2012</xref>). <xref ref-type="bibr" rid="B60">Skinner et al. (2008)</xref> argued that engagement is an integral part of the motivation architecture and that the two influence each other. In an activity, an individual has motivation but is not necessarily actively engaged. For engagement, motivation is a necessary but not sufficient condition. Thus, the degree of learning engagement can be applied to know whether an individual has learning motivation.</p>
<p>Besides, it is found in the study that the cross-lagged effects of future time orientation T1 to learning motivation T2 and learning motivation T1 to learning engagement T2 are not as intense as other cross-lagged paths, but the effects are still positive and significant. The reason maybe that the perception degree of future time orientation and learning motivation for freshmen in T1 may require more time to adapt to the learning environment, and there maybe a process effect formed among the three dimensions, which make the coefficients of the two paths significant but not as strong as the effect found in each time point. Despite the mediating effect of learning motivation has not been examined, it can be found from the structural model that the indirect effects in T1 and T2 are, respectively, 0.0713 and 0.1505, indicating that there are partial mediating effects on learning motivation in T1 and T2. Our study also contributes to the research gap in the application of self-determination and expectancy-value theory to learning motivation (<xref ref-type="bibr" rid="B25">Horstmanshof and Zimitat, 2007</xref>; <xref ref-type="bibr" rid="B28">Hsieh, 2014</xref>). These findings indicated that freshmen who reported a greater sense of future time orientation having experienced, a higher degree of intrinsic motivation; specific future goals for achieving; a high level of learning engagement.</p>
</sec>
<sec id="S5.SS2">
<title>Implications</title>
<p>The study shows that only through self-determination can the future time orientation be enough to influence the learning engagement of freshmen. In regard to the viewpoint of Chinese education, Chinese education starts from future time orientation, and learners usually base their learning goals on long-term future achievements. However, for the sake of achievements, the state of learning motivation for individuals during the process will affect subsequent achievements and performance of students and constant engagement in campus activities. Freshmen are suggested to blend in the future time orientation before entering the sophomore year, and it is suggested to know how students view the future, discuss the future with freshmen, strengthen learning motivation, and maintain and stimulate the inner thinking process of student behavior to achieve a specific goal, which will affect the performance of learning engagement, but also gain more campus experience to achieve future goals.</p>
<p>The findings state that students with high learning motivation will increase their degree of learning engagement. This study suggests that when universities take student learning performance as a direction for school running, the important aspects of effective learning should be taken into consideration, and it is necessary to know how to stimulate learning motivation of students (<xref ref-type="bibr" rid="B63">Tella, 2007</xref>). When traditional writing, reading, and literacy may fail to meet the demand of some native generation students, teachers should know congenital traits of students, change teaching patterns, and trigger students to engage in learning activities, maintain learning activities, and improve their intrinsic motivation via multiple orientations.</p>
<p>It is found that despite future time orientation and learning motivation of freshmen are waning, their learning engagement increases along with the promotion of various programs. Universities have the responsibility to create a more supportive system, such as reducing barriers to higher education institutions to assist students in engaging in effective learning activities (<xref ref-type="bibr" rid="B21">Greene et al., 2008</xref>). In addition to promoting the current programs, semi-structured interviews for partial students are available. Based on the view centering on learning of students, students&#x2019; understanding of the existing campus tutoring mechanism needs to be figured out, and in terms of activities for promotion, whether there are innovative activities corresponding to students that are beneficial to funds injection from universities and make relevant quality indices effective needs to be resolved.</p>
</sec>
<sec id="S5.SS3">
<title>Research Limitations and Directions for Future Studies</title>
<p>The research results contribute to the literature on SDT and student learning engagement; nevertheless, some limitations still exist and represent further research directions. First, climacteric of teenagers is a significant topic for exploring time orientation (<xref ref-type="bibr" rid="B6">Bitti et al., 2015</xref>), which is a process from adolescence to adulthood. The future composition changes and develops with age (<xref ref-type="bibr" rid="B44">McInerney, 2004</xref>). In this study, survey data of the second wave collected from a number of freshmen were taken as the basis for analysis. Since there is an issue of sample loss, the learning process data of these students are constantly collected for subsequent research, and investigations of the learning process at different periods are conducted respectively before the sophomore and junior summer vacation and before the graduation of senior year so that changes in the passing time and the situation of learning engagement can be figured out. Besides, a variety of learning norm data are established to provide immediate feedback for subsequent questionnaire takers and even cross-level analysis.</p>
<p>Second, although the research framework was constructed with reference to SDT in this study, and important learning theories can be derived from the research results, other motivation theories, such as social cognitive career theory, self-efficacy theory, and emotion cognition theory, still apply to explain how to trigger cross-lagged learning in freshmen. Thus, it is suggested that future research can utilize different theoretical models to identify relevant psychological dimensions influencing learning engagement of students.</p>
<p>Third, due to restrictions of time and space, only few universities were sampled in this study, with 840 valid questionnaires in total. Future research could explore and compare other groups, in addition to expanding the number of samples and improving the research representativeness, to provide additional insights relevant to future time orientation literature and higher education.</p>
</sec>
</sec>
<sec sec-type="data-availability" id="S6">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="S7">
<title>Ethics Statement</title>
<p>The studies involving human participants were reviewed and approved by University of Taipei. The patients/participants provided their written informed consent to participate in this study.</p>
</sec>
<sec id="S8">
<title>Author Contributions</title>
<p>MP and ZZ contributed to the ideas of educational research, collection of data, and empirical analysis. MP contributed to the data analysis, design of research methods, and tables. ZZ participated in developing a research design, writing, and interpreting the analysis. All authors contributed to the literature review and conclusions.</p>
</sec>
<sec sec-type="COI-statement" id="conf1">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="S9">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
<back>
<sec sec-type="funding-information" id="S10">
<title>Funding</title>
<p>This study was supported by a grant EHA180481 from the youth project of the ministry of education of the 13th five-year plan for education and science in 2018.</p>
</sec>
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