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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.2021.785154</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>How Did You Sleep Tonight? The Relevance of Sleep Quality and Sleep&#x02013;Wake Rhythm for Procrastination at Work</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Maier</surname> <given-names>Tabea</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1302805/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>K&#x000FC;hnel</surname> <given-names>Jana</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/448768/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Zimmermann</surname> <given-names>Beatrice</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1502674/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Occupational, Economic, and Social Psychology, Faculty of Psychology, University of Vienna</institution>, <addr-line>Vienna</addr-line>, <country>Austria</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Work and Organizational Psychology, Faculty of Engineering, Computer Science and Psychology, Institute of Psychology and Education, University of Ulm</institution>, <addr-line>Ulm</addr-line>, <country>Germany</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Frode Svartdal, UiT The Arctic University of Norway, Norway</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Jacopo Antonino Vitale, Galeazzi Orthopedic Institute (IRCCS), Italy; Ilana Susie Hairston, Tel-Hai College, Israel; Piers Steel, University of Calgary, Canada</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Jana K&#x000FC;hnel <email>jana.kuehnel&#x00040;univie.ac.at</email></corresp>
<fn fn-type="other" id="fn001"><p>This article was submitted to Personality and Social Psychology, a section of the journal Frontiers in Psychology</p></fn></author-notes>
<pub-date pub-type="epub">
<day>28</day>
<month>02</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>12</volume>
<elocation-id>785154</elocation-id>
<history>
<date date-type="received">
<day>28</day>
<month>09</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>27</day>
<month>12</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2022 Maier, K&#x000FC;hnel and Zimmermann.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Maier, K&#x000FC;hnel and Zimmermann</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>Recent studies have highlighted the relevance of sleep for procrastination at work. Procrastination at work is defined as the irrational delay of the initiation or completion of work-related activities. In line with recent studies, we offer a self-regulation perspective on procrastination. We argue that procrastination is an outcome of depleted self-regulatory resources and that the restoration of self-regulatory resources during high-quality sleep at night would prevent procrastination.</p>
<sec>
<title>Aims</title>
<p>In an attempt to further develop this line of research, the current study aimed to achieve a broader understanding of the relevance of sleep and circadian rhythm for procrastination. Therefore, we explored the effect of sleep quality on procrastination for different chronotypes. We also considered the shift to daylight saving time as a phenomenon that aggravates circadian misalignment and thereby later chronotypes&#x00027; dependence on high-quality sleep. Specifically, we hypothesized that compared to employees with an earlier chronotype (morning types), employees with a later chronotype (evening types) are more dependent on good sleep at night to prevent procrastination the next day. This effect would be especially pronounced after the shift to daylight saving time.</p>
</sec>
<sec>
<title>Methods</title>
<p>For this repeated-measures study, participants were 101 full-time employees. They completed a general questionnaire and day-specific questionnaires on the Monday before and the Monday following the shift to daylight saving time.</p>
</sec>
<sec>
<title>Results</title>
<p>The multilevel analyses showed that employees procrastinated less on days following nights during which they slept better and that later chronotypes experienced more procrastination than earlier chronotypes. Our findings also supported the hypothesis that the relationship between sleep quality and procrastination is stronger for later chronotypes compared to earlier chronotypes on the Monday following the shift to daylight saving time. In other words, the lower the sleep quality of later chronotypes during the previous night, the more they procrastinated on the Monday following the shift to daylight saving time.</p>
</sec>
<sec>
<title>Discussion</title>
<p>Our findings further corroborate the existing findings on the relevance of sleep and chronotype for well-being and performance at work.</p>
</sec>
</abstract>
<kwd-group>
<kwd>procrastination</kwd>
<kwd>sleep quality</kwd>
<kwd>chronotype</kwd>
<kwd>summer time</kwd>
<kwd>shift to daylight saving time</kwd>
<kwd>self-regulation</kwd>
</kwd-group>
<counts>
<fig-count count="2"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="54"/>
<page-count count="10"/>
<word-count count="7746"/>
</counts>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>Introduction</title>
<p>&#x0201C;Never put off till tomorrow what you can do the day after tomorrow.&#x0201D; This quote by Mark Twain addresses the phenomenon of procrastination. Procrastination is defined as the tendency to delay the initiation or the completion of activities (Lay, <xref ref-type="bibr" rid="B32">1986</xref>; Howell et al., <xref ref-type="bibr" rid="B18">2006</xref>; Steel, <xref ref-type="bibr" rid="B45">2007</xref>). According to Steel (<xref ref-type="bibr" rid="B45">2007</xref>), procrastination reflects an intention&#x02013;behavior gap. Specifically, people &#x0201C;intend&#x02026; to do something, but put&#x02026; it off despite expecting that it will yield negative consequences&#x0201D; (K&#x000FC;hnel et al., <xref ref-type="bibr" rid="B30">2018b</xref>). Procrastination carries the risk of detrimental consequences at work, including strain and poor performance (Steel, <xref ref-type="bibr" rid="B45">2007</xref>; Kim and Seo, <xref ref-type="bibr" rid="B23">2015</xref>), failure to meet deadlines (van Eerde, <xref ref-type="bibr" rid="B48">2003</xref>), risking the success of projects (Gersick, <xref ref-type="bibr" rid="B15">1989</xref>), problems in social relationships (K&#x000FC;chler et al., <xref ref-type="bibr" rid="B24">2019</xref>), and lost productivity (Stead et al., <xref ref-type="bibr" rid="B44">2010</xref>; Beutel et al., <xref ref-type="bibr" rid="B8">2016</xref>).</p>
<p>From the theoretical perspective of self-regulation, procrastination is considered an indicator of failed self-regulation (Ferrari, <xref ref-type="bibr" rid="B14">2001</xref>; K&#x000FC;hnel et al., <xref ref-type="bibr" rid="B26">2016</xref>; van Eerde, <xref ref-type="bibr" rid="B49">2016</xref>). Self-regulation covers the autonomous regulation of goal-directed behavior, which includes adapting thoughts, feelings, desires and actions to personally relevant goals (Ridder and Wit, <xref ref-type="bibr" rid="B38">2006</xref>; Vohs and Baumeister, <xref ref-type="bibr" rid="B52">2011</xref>; K&#x000FC;hnel et al., <xref ref-type="bibr" rid="B26">2016</xref>). Self-regulatory resources are necessary for individuals to regulate and initiate action at work. When an individual has low self-regulatory resources, focus on work tasks is difficult to maintain, and the individual will be more likely to choose pleasurable alternatives. In other words, when self-regulatory resources are low, the individual&#x00027;s action initiation is impeded and procrastination occurs (Tice and Baumeister, <xref ref-type="bibr" rid="B46">1997</xref>). Therefore, restoring self-regulatory resources during non-work periods is a prerequisite for an individual&#x00027;s ability to initiate action at work (Kaz&#x000E9;n et al., <xref ref-type="bibr" rid="B22">2008</xref>; K&#x000FC;hnel and Sonnentag, <xref ref-type="bibr" rid="B28">2011</xref>).</p>
<p>An important non-work period during which self-regulatory resources can be restored is sleep. Recent studies have shed light on the relevance of day-specific sleep quality and people&#x00027;s preferred sleep&#x02013;wake rhythm (chronotype) for procrastination at work. In line with Baumeister et al.&#x00027;s (<xref ref-type="bibr" rid="B7">2000</xref>) work, K&#x000FC;hnel et al. (<xref ref-type="bibr" rid="B26">2016</xref>) showed that high-quality sleep at night restores self-regulatory resources, thereby preventing procrastination the next day. The research into procrastination at work, as well as its relationship with sleep at night, has recently begun to gain attention. To gain further insights into this relationship and contribute to this stream of research, this study aimed to achieve a broad understanding of the relevance of sleep and circadian rhythm for procrastination. This led to three specific aims. First, we sought to replicate the negative relationship between sleep quality and procrastination. Second, we aimed to clarify the role of individually-preferred sleep&#x02013;wake rhythms in the relationship between sleep and procrastination, and thereby answer the question of whether some people are more dependent on good-quality sleep than others. Third, we focused on the shift to daylight saving time (DST) as a potential promoter of procrastination. The shift to DST is a phenomenon that should aggravate circadian misalignment, and thereby, later chronotypes&#x00027; dependence on high&#x02013;quality sleep (Marcus and Schuler, <xref ref-type="bibr" rid="B33">2004</xref>). <xref ref-type="fig" rid="F1">Figure 1</xref> demonstrates the conceptual model for this study and summarizes the hypotheses we derived from the theoretical perspective of self-regulation.</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p>Conceptual model of the current study. Within-person variance (Level-1 variance) captures the variation in variables from day to day within persons and between-person variance (Level-2 variance) captures the variation in variables between persons.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyg-12-785154-g0001.tif"/>
</fig>
<sec>
<title>Sleep Quality and Procrastination</title>
<p>All activities that require self-regulation draw on a resource that is not infinite (Baumeister et al., <xref ref-type="bibr" rid="B6">1998</xref>). When one&#x00027;s self-regulatory resources are depleted (Marcus and Schuler, <xref ref-type="bibr" rid="B33">2004</xref>), it becomes more difficult to resist dysfunctional or impulsive actions, and procrastination may occur. Recovery, meanwhile, which is characterized by replenishment of the resources necessary for self-regulation (Binnewies et al., <xref ref-type="bibr" rid="B9">2009</xref>), should counteract the occurrence of procrastination. Sleep is a recovery process that ensures restoration of resources that are necessary for self-regulatory functioning the next day (e.g., Baumeister et al., <xref ref-type="bibr" rid="B7">2000</xref>; Barber et al., <xref ref-type="bibr" rid="B4">2010</xref>). Barnes et al.&#x00027;s (<xref ref-type="bibr" rid="B5">2011</xref>) research emphasized the role of sleep <italic>quality</italic>, stating that it provides an important foundation for an individual&#x00027;s self-regulation ability. According to Barnes et al. (<xref ref-type="bibr" rid="B5">2011</xref>) poor sleep minimizes and high-quality sleep maximizes self-regulatory resources. This is in line with previous studies showing that high-quality sleep at night restores self-regulatory resources and thus prevents procrastination the next day (K&#x000FC;hnel et al., <xref ref-type="bibr" rid="B26">2016</xref>). Therefore, we assume that people will procrastinate less after nights characterized by better sleep quality compared to nights characterized by lower sleep quality. Consequently, the first hypothesis of this study is that day-specific sleep quality negatively predicts procrastination the next day.</p>
</sec>
<sec>
<title>Chronotype and Procrastination</title>
<p>Our study aimed to address the question of whether some people are more dependent on good-quality sleep to prevent procrastination than others. Studies have highlighted that interindividual differences in biologically preferred sleep&#x02013;wake rhythm (chronotype) are associated with self-regulation and therefore play a role in procrastination (D&#x000ED;az-Morales et al., <xref ref-type="bibr" rid="B12">2008</xref>; Digdon and Howell, <xref ref-type="bibr" rid="B13">2008</xref>; Hagger, <xref ref-type="bibr" rid="B17">2010</xref>). The individual characteristic chronotype is normally distributed in the population (Roenneberg et al., <xref ref-type="bibr" rid="B40">2003</xref>). Earlier chronotypes (morning types, or &#x0201C;larks&#x0201D;)&#x02014;who prefer to go to sleep earlier in the evening and wake up earlier in the morning&#x02014;sit at one end of the continuum. Meanwhile, later chronotypes (evening types, or &#x0201C;owls&#x0201D;)&#x02014;who prefer to go to sleep later in the evening and wake up later in the morning&#x02014;sit at the other end of the continuum. The majority are located in the middle of the continuum (intermediate chronotypes). Interindividual differences in sleep&#x02013;wake rhythm arise from the interplay of genetic influences and environmental factors (Hur and Lykken, <xref ref-type="bibr" rid="B20">1998</xref>; Vink et al., <xref ref-type="bibr" rid="B50">2001</xref>). The most important environmental factor is sunlight, which is used by an individual&#x00027;s endogenous circadian clock to entrain to the individual&#x00027;s environment and control the daily physiological (sleep&#x02013;wake) rhythm across 24 h (Roenneberg et al., <xref ref-type="bibr" rid="B40">2003</xref>; Kantermann et al., <xref ref-type="bibr" rid="B21">2007</xref>; Wagner et al., <xref ref-type="bibr" rid="B53">2012</xref>). Studies have demonstrated that melatonin levels occurring in the blood and activity levels peak at different times of the day, depending on whether participants are earlier chronotypes (earlier peaks) or later chronotypes (later peaks) (Mongrain et al., <xref ref-type="bibr" rid="B34">2004</xref>; Vitale et al., <xref ref-type="bibr" rid="B51">2015</xref>). Due to early work and school start times, later chronotypes particularly have to adapt their sleep&#x02013;wake times to meet social obligations. Specifically, later chronotypes are required to wake up on schedule, even though they still need to sleep (K&#x000FC;hnel et al., <xref ref-type="bibr" rid="B26">2016</xref>). As a result, later chronotypes&#x00027; actual sleep&#x02013;wake times and their biologically preferred sleep&#x02013;wake times diverge, causing a circadian misalignment (Wittmann et al., <xref ref-type="bibr" rid="B54">2006</xref>). Consequently, later chronotypes need more self-regulatory resources to manage everyday life activities, as they are more likely to be compelled to live against their biological rhythm, which requires greater self-regulatory efforts daily (K&#x000FC;hnel et al., <xref ref-type="bibr" rid="B30">2018b</xref>).</p>
<p>We argue that circadian misalignment would make later chronotypes especially dependent on high-quality sleep. Indeed, Schmidt et al. (<xref ref-type="bibr" rid="B42">2007</xref>) and Guarana et al. (<xref ref-type="bibr" rid="B16">2021</xref>) summarized and integrated the findings on sleep&#x00027;s role in &#x0201C;inhibit[ing] impulses and overcoming temptations&#x0201D;&#x02014;an important aspect of self-regulation. They concluded that in this context, individuals&#x00027; chronotypes should be considered an important variable of interindividual difference. K&#x000FC;hnel et al.&#x00027;s (<xref ref-type="bibr" rid="B26">2016</xref>) findings are in line with this idea; they reported that people who experience a greater circadian misalignment (compared to people who experience less circadian misalignment) procrastinate more the next day when their sleep quality during the night is low. These findings suggest that some people need more resources for self-regulation in everyday life; therefore, they tend to be more dependent on good-quality sleep (K&#x000FC;hnel et al., <xref ref-type="bibr" rid="B26">2016</xref>). Taken together, we propose that later chronotypes, compared to earlier chronotypes, are more dependent on good-quality sleep at night to prevent procrastination at work. Therefore, the second hypothesis of this study is that the chronotype moderates the negative relationship between day-specific sleep quality and procrastination the next day. This negative relationship is stronger for later chronotypes (evening types) compared to earlier chronotypes (morning types).</p>
</sec>
<sec>
<title>Shift to DST, Sleep&#x02013;Wake Rhythm, and Procrastination</title>
<p>Later chronotypes&#x00027; greater dependence on good-quality sleep would be even more pronounced under challenging environmental circumstances that aggravate their circadian misalignment. Once a year, many countries around the world switch from standard to summer time (DST) on the last Sunday in March, when the local clock time is set to 1 hour later. The shift to DST means local clock time will be, for example, 3:00 a.m. (DST) instead of 2:00 a.m. (standard time). Kantermann et al. (<xref ref-type="bibr" rid="B21">2007</xref>) showed that the entrainment of an individual&#x00027;s endogenous circadian clock to the individual&#x00027;s environment is disrupted by the shift to DST, as the circadian clock is synchronized with the &#x0201C;sun clock&#x0201D; (day/light&#x02013;night/dark&#x02013;cycle), which does not change. Given that an individual&#x00027;s circadian clock does not adjust to the new local clock time, but social obligations such as work and school start times follow the new local clock time, the shift to DST potentially induces and/or aggravates a mismatch (circadian misalignment) between individuals&#x00027; preferred sleep&#x02013;wake rhythms (chronotype) and their actual sleep&#x02013;wake times. This should especially be the case for later chronotypes compared to earlier chronotypes, as local clock time is advanced and thus in contrast to what later chronotypes would prefer (Kantermann et al., <xref ref-type="bibr" rid="B21">2007</xref>; Lahti et al., <xref ref-type="bibr" rid="B31">2008</xref>; Allebrandt et al., <xref ref-type="bibr" rid="B2">2014</xref>). We argue that the shift to DST aggravates circadian misalignment, which increases the need for self-regulatory resources, especially for later chronotypes (Kantermann et al., <xref ref-type="bibr" rid="B21">2007</xref>; K&#x000FC;hnel et al., <xref ref-type="bibr" rid="B30">2018b</xref>). The increased need for self-regulatory resources results in later chronotypes depending even more on sleep quality and its replenishing effect (Wagner et al., <xref ref-type="bibr" rid="B53">2012</xref>; K&#x000FC;hnel et al., <xref ref-type="bibr" rid="B30">2018b</xref>), to prevent procrastination the next day (K&#x000FC;hnel et al., <xref ref-type="bibr" rid="B26">2016</xref>). In other words, the shift to DST would increase later chronotypes&#x00027; dependence on good-quality sleep to prevent procrastination the next day. Accordingly, we propose the third hypothesis for this study: the shift to DST increases later chronotypes&#x00027; dependence on good-quality sleep, to prevent procrastination the next day. Following the shift to DST (compared to before the shift to DST), later chronotypes are even more dependent on good-quality sleep to prevent procrastination the next day. In technical terms, the chronotype and shift to DST jointly moderate the relationship between day-specific sleep quality and procrastination the next day.</p>
</sec>
</sec>
<sec sec-type="methods" id="s2">
<title>Methods</title>
<sec>
<title>Sample and Procedure</title>
<p>One hundred and one full-time employees from companies in diverse industries across different regions in Germany participated in this repeated-measures study. Data were collected by one of the co-authors as part of her master&#x00027;s thesis. Sixty-seven individuals from the convenience sample were women, and the participants&#x00027; age ranged from 20 to 66 years (Mean age = 48 years; <italic>SD</italic> = 9). Participants had about &#x0007E;10 years of professional experience in their current organization, and they worked 40.24 h on average per week. Blue-collar jobs (with mainly physical work) were represented at 28.7%, while 64.2% of the participants mainly did office work (so-called white-collar jobs).</p>
<p>Only non-shift workers and employees who worked at least 30 h per week were requested to participate. To motivate employees to participate in the study, we offered participants individual evaluations of their chronotypes, as well as feedback based on the results of the study. All employees who provided informed consent to participate received a paper-and-pencil questionnaire booklet by mail. First, they completed a general questionnaire (<bold>t0</bold>) before the working week starting with Monday, 23<sup>rd</sup> of March about their sociodemographic characteristics and chronotype. Then, they were asked to answer identical questionnaires on the Monday, 23<sup>rd</sup> of March before (<bold>t1</bold>) and the Monday, 30<sup>th</sup> of March following (<bold>t2</bold>) the shift to DST (shift from Saturday, 28<sup>th</sup> of March to Sunday, 29<sup>th</sup> of March). At each survey point, the participants were advised to answer the questions immediately after their workday; they were also reminded by e-mail or <italic>via</italic> SMS to answer the questionnaires at the given time. Following the completion of the entire questionnaire booklet, the participants were requested to return the booklets by mail (free of charge).</p>
<p>Of the 157 questionnaires that were mailed to the participants, 130 were returned (82%). Due to incomplete responses (e.g., answering only one of the day-specific questionnaires or failing to complete the general questionnaire) and participants not completing the questionnaires at the instructed time (e.g., belatedly completing the questionnaire booklet all at once), data from 22 participants were excluded. In addition, seven participants were excluded due to externally determined sleep hours on days off, which is one of the exclusion criteria of the Munich Chronotype Questionnaire (MCTQ, see Measures Section). The final sample comprised 101 employees (completion rate: 64%).</p>
</sec>
<sec>
<title>Measures</title>
<sec>
<title>General Questionnaire (t0)</title>
<sec>
<title>Chronotype</title>
<p>We used the MCTQ (Roenneberg et al., <xref ref-type="bibr" rid="B40">2003</xref>) to assess the participants&#x00027; chronotypes. The MCTQ assesses the responder&#x00027;s typical sleep times on workdays and work-free days based on their sleep onset and sleep offset (separately for workdays and work-free days). The MCTQ chronotype is determined by calculating the midpoint between sleep onset and offset on free days (including a correction to balance an increased need for sleep due to the accumulated sleep deficit during the workweek) (Roenneberg et al., <xref ref-type="bibr" rid="B39">2012</xref>). Higher values indicate a later chronotype&#x02014;that is, a later midpoint of sleep on work-free days. For example, if a person&#x00027;s sleep onset on work-free days is at 1:00 a.m. and sleep offset is at 11:00 a.m., the midpoint of sleep on work-free days is at 6:00 a.m.; therefore, the person&#x00027;s chronotype value would be six. For individuals who do not report <italic>unrestricted</italic> sleep times on work-free days, biologically preferred sleep&#x02013;wake rhythm (chronotype) cannot be calculated with the MCTQ. Exclusion criteria are when respondents use an alarm to wake up on work-free days, or when their naturally occurring sleep on work-free days is prematurely terminated (externally) because of small children or pets requiring attention.</p>
</sec>
</sec>
<sec>
<title>Day-Specific Questionnaires on the Monday Before (t1) and the Monday After (t2) the Shift to DST</title>
<sec>
<title>Sleep Quality</title>
<p>We used a single item derived from the Pittsburgh Sleep Quality Index (Buysse et al., <xref ref-type="bibr" rid="B10">1989</xref>) to assess day-specific sleep quality (i.e., &#x0201C;How do you evaluate this night&#x00027;s sleep?&#x0201D;). This item has been used successfully in studies assessing day-specific sleep in the morning (Sonnentag et al., <xref ref-type="bibr" rid="B43">2008</xref>; H&#x000FC;lsheger et al., <xref ref-type="bibr" rid="B19">2015</xref>). Participants rate their overall sleep quality on a 5-point Likert-type scale (ranging from 1 = very poor to 5 = excellent).</p>
</sec>
<sec>
<title>Procrastination</title>
<p>Day-specific procrastination was assessed using six items from the Tuckman Procrastination Scale (Tuckman, <xref ref-type="bibr" rid="B47">1991</xref>) that were slightly modified to assess day-specific procrastination (K&#x000FC;hnel et al., <xref ref-type="bibr" rid="B26">2016</xref>). Example items are &#x0201C;Today, I needlessly delayed finishing jobs, even when they were important.&#x0201D; and &#x0201C;Today, I promised myself I will do something and then dragged my feet.&#x0201D; The participants&#x00027; responses were recorded on a 5-point Likert-type scale (ranging from 1 = strongly disagree to 5 = strongly agree). Cronbach&#x00027;s alpha was 0.83 and 0.81 on Monday before the shift to DST (t1) and on Monday after the shift to DST (t2), respectively.</p>
</sec>
</sec>
</sec>
<sec>
<title>Statistical Analysis</title>
<p>We used Mplus 8.4 to conduct multilevel analyses, which account for the nested data structure. The nested data structure arises by measuring the variables sleep quality and procrastination more than once, and thus, they exhibit within-person variation (Level 1: within-person level) and between-person variation (Level 2: between-person level). To test our hypotheses, we examined sleep quality as a predictor of procrastination (Hypothesis 1), the joint effect of sleep quality and chronotype as a predictor of procrastination (Hypothesis 2), and chronotype and the effect of &#x0201C;time&#x0201D; (before vs. after the shift to DST) as joint moderators of the relationship between sleep quality and procrastination (Hypothesis 3). The predictor variable &#x0201C;time&#x0201D; is a within-person variable that refers to the two time points that were coded 0 = <italic>Monday before the shift to DST [t1]</italic> and 1 = <italic>Monday after the shift to DST [t2]</italic>. Thus, the predictor variable time depicts intraindividual differences between the Monday before and the Monday after the shift to DST in the dependent variable. Following best practice recommendations by Aguinis et al. (<xref ref-type="bibr" rid="B1">2013</xref>) to test cross-level interaction effects, the within-person level variable sleep quality was person-mean centered for all analyses, while the person-level predictor variable chronotype was grand-mean centered.</p>
<p>To predict day-specific procrastination, we specified and compared several nested hierarchical models. In Model 1, we entered the within-person level predictor variable &#x0201C;sleep quality&#x0201D; (Hypothesis 1). In Model 2 we included the person-level predictor variable &#x0201C;chronotype&#x0201D; and a random slope of sleep quality predicting procrastination. The random slope models allow the relationship between sleep quality and procrastination to vary between persons. Model 3, which tested Hypothesis 2, included the interaction term between chronotype and sleep quality as a predictor of procrastination. In technical terms, chronotype was modeled as a predictor of the random slope of sleep quality predicting procrastination; thus, chronotype is a cross-level moderator. In other words, Model 3 tests whether chronotype explains variance in the strength of the relationship between sleep quality and procrastination. Model 4 contained all of the two-way interactions between the predictor variables time, sleep quality, and chronotype predicting procrastination. Model 5 included the three-way interaction between sleep quality, time, and chronotype (Hypothesis 3). In technical terms, chronotype was modeled as a predictor of the random slope of sleep quality &#x000D7; time predicting procrastination.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<sec>
<title>Descriptive Statistics</title>
<p><xref ref-type="table" rid="T1">Table 1</xref> depicts the means, standard deviations, intercorrelations between variables, and intraclass correlation coefficients based on our analyses. We calculated the variance proportions using null models for each day-specific variable. Fifty-nine percent and 91% of the variance of the specific variables procrastination and sleep quality resided on the within-person level, respectively.</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Means, standard deviations, and correlations of variables.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left"><bold>Variable</bold></th>
<th valign="top" align="center"><bold><italic>M</italic></bold></th>
<th valign="top" align="center"><bold><italic>SD</italic></bold></th>
<th valign="top" align="center"><bold>1-ICC<xref ref-type="table-fn" rid="TN2"><sup><bold>b</bold></sup></xref></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>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">1. Day-specific procrastination</td>
<td valign="top" align="center">1.34</td>
<td valign="top" align="center">0.42</td>
<td valign="top" align="center">0.59</td>
<td valign="top" align="center">&#x02013;</td>
<td valign="top" align="center">&#x02212;0.25<xref ref-type="table-fn" rid="TN5"><sup>&#x0002A;&#x0002A;&#x0002A;</sup></xref></td>
<td valign="top" align="center">0.10</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">2. Day-specific sleep quality</td>
<td valign="top" align="center">3.26</td>
<td valign="top" align="center">0.73</td>
<td valign="top" align="center">0.91</td>
<td valign="top" align="center">&#x02212;0.19</td>
<td valign="top" align="center">&#x02013;</td>
<td valign="top" align="center">&#x02212;0.23<xref ref-type="table-fn" rid="TN4"><sup>&#x0002A;&#x0002A;</sup></xref></td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">3. Time<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref> (before vs. after the shift to DST)</td>
<td valign="top" align="center">0.50</td>
<td valign="top" align="center">0.50</td>
<td valign="top" align="center">1.00</td>
<td valign="top" align="center">&#x02013;</td>
<td valign="top" align="center">&#x02013;</td>
<td valign="top" align="center">&#x02013;</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">4. Chronotype</td>
<td valign="top" align="center">3.45</td>
<td valign="top" align="center">0.97</td>
<td valign="top" align="center">&#x02013;</td>
<td valign="top" align="center">0.33<xref ref-type="table-fn" rid="TN4"><sup>&#x0002A;&#x0002A;</sup></xref></td>
<td valign="top" align="center">&#x02212;0.03</td>
<td valign="top" align="center">&#x02013;</td>
<td valign="top" align="center">&#x02013;</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">5. Age</td>
<td valign="top" align="center">41.94</td>
<td valign="top" align="center">13.08</td>
<td valign="top" align="center">&#x02013;</td>
<td valign="top" align="center">&#x02212;0.28<xref ref-type="table-fn" rid="TN4"><sup>&#x0002A;&#x0002A;</sup></xref></td>
<td valign="top" align="center">0.10</td>
<td valign="top" align="center">&#x02013;</td>
<td valign="top" align="center">&#x02212;0.46<xref ref-type="table-fn" rid="TN5"><sup>&#x0002A;&#x0002A;&#x0002A;</sup></xref></td>
<td valign="top" align="center">&#x02013;</td>
</tr>
<tr>
<td valign="top" align="left">6. Gender<xref ref-type="table-fn" rid="TN3"><sup>c</sup></xref></td>
<td valign="top" align="center">0.66</td>
<td valign="top" align="center">0.48</td>
<td valign="top" align="center">&#x02013;</td>
<td valign="top" align="center">0.00</td>
<td valign="top" align="center">&#x02212;0.06</td>
<td valign="top" align="center">&#x02013;</td>
<td valign="top" align="center">&#x02212;0.05</td>
<td valign="top" align="center">&#x02212;0.03</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="TN1"><label>a</label><p><italic>0 = Monday before the shift to DST; 1 = Monday after the shift to DST. Correlations above the diagonal are day-level (within-person) correlations (N = 202). Correlations below the diagonal are person-level (between-person) correlations. To obtain person-level correlations, day-level data were aggregated (N = 101). To obtain day-level correlations, procrastination and sleep quality were centered around the respective person-mean</italic>.</p></fn>
<fn id="TN2"><label>b</label><p><italic>Intraclass correlation (ICC) = ratio of the between-person variance to the total variance, 1-ICC = ratio of the within-person variance to the total variance</italic>.</p></fn>
<fn id="TN3"><label>c</label><p><italic>Gender: 1 = female, 0 = male</italic>.</p></fn>
<fn id="TN4"><label>&#x0002A;&#x0002A;</label><p><italic>p &#x0003C; 0.01</italic>,</p></fn>
<fn id="TN5"><label>&#x0002A;&#x0002A;&#x0002A;</label><p><italic>p &#x0003C; 0.001</italic>.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>The within-person correlation between the day-specific variables procrastination and sleep quality (above the diagonal in <xref ref-type="table" rid="T1">Table 1</xref>) was significant and negative (<italic>r</italic> = &#x02212;0.25, <italic>p</italic> &#x0003C; 0.001). To calculate the within-person correlation, the day-specific variables were person-mean centered. The between-person correlations (below the diagonal in <xref ref-type="table" rid="T1">Table 1</xref>) indicate that procrastination was positively related to chronotype (<italic>r</italic> = 0.33, <italic>p</italic> &#x0003C; 0.01), negatively related to age (<italic>r</italic> = &#x02212;0.28, <italic>p</italic> &#x0003C; 0.01), and not significantly related to gender (<italic>r</italic> = 0.00, <italic>p</italic> = 0.99). Chronotype was negatively related to age (<italic>r</italic> = &#x02212;0.46, <italic>p</italic> &#x0003C; 0.001). <xref ref-type="table" rid="T2">Table 2</xref> presents the nested models.</p>
<table-wrap position="float" id="T2">
<label>Table 2</label>
<caption><p>Results of multilevel analyses predicting day-specific procrastination.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th valign="top" align="center" colspan="3" style="border-bottom: thin solid #000000;"><bold>Null model</bold></th>
<th valign="top" align="center" colspan="3" style="border-bottom: thin solid #000000;"><bold>Model 1</bold></th>
<th valign="top" align="center" colspan="3" style="border-bottom: thin solid #000000;"><bold>Model 2</bold></th>
</tr>
<tr>
<th/>
<th valign="top" align="center"><bold>Est</bold></th>
<th valign="top" align="center"><bold><italic>SE</italic></bold></th>
<th valign="top" align="center"><bold><italic>t</italic></bold></th>
<th valign="top" align="center"><bold>Est</bold></th>
<th valign="top" align="center"><bold><italic>SE</italic></bold></th>
<th valign="top" align="center"><bold><italic>t</italic></bold></th>
<th valign="top" align="center"><bold>Est</bold></th>
<th valign="top" align="center"><bold><italic>SE</italic></bold></th>
<th valign="top" align="center"><bold><italic>t</italic></bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Intercept</td>
<td valign="top" align="center">1.344</td>
<td valign="top" align="center">0.042</td>
<td valign="top" align="center">32.20<xref ref-type="table-fn" rid="TN9"><sup>&#x0002A;&#x0002A;&#x0002A;</sup></xref></td>
<td valign="top" align="center">1.344</td>
<td valign="top" align="center">0.042</td>
<td valign="top" align="center">32.20<xref ref-type="table-fn" rid="TN9"><sup>&#x0002A;&#x0002A;&#x0002A;</sup></xref></td>
<td valign="top" align="center">1.344</td>
<td valign="top" align="center">0.039</td>
<td valign="top" align="center">34.45<xref ref-type="table-fn" rid="TN9"><sup>&#x0002A;&#x0002A;&#x0002A;</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">Sleep quality</td>
<td/>
<td/>
<td/>
<td valign="top" align="center">&#x02212;0.103</td>
<td valign="top" align="center">0.039</td>
<td valign="top" align="center">&#x02212;2.63<xref ref-type="table-fn" rid="TN8"><sup>&#x0002A;&#x0002A;</sup></xref></td>
<td valign="top" align="center">&#x02212;0.101</td>
<td valign="top" align="center">0.040</td>
<td valign="top" align="center">&#x02212;2.38<xref ref-type="table-fn" rid="TN7"><sup>&#x0002A;</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">Time (before vs. after the shift to DST)<xref ref-type="table-fn" rid="TN6"><sup>a</sup></xref></td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Sleep quality &#x000D7; Time<xref ref-type="table-fn" rid="TN6"><sup>a</sup></xref></td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left"><bold>Level 2 predictor</bold></td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Chronotype</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">0.153</td>
<td valign="top" align="center">0.040</td>
<td valign="top" align="center">3.82<xref ref-type="table-fn" rid="TN9"><sup>&#x0002A;&#x0002A;&#x0002A;</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left"><bold>Cross-Level interactions</bold></td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Sleep quality &#x000D7; Chronotype</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Time<xref ref-type="table-fn" rid="TN6"><sup>a</sup></xref> &#x000D7; Chronotype</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Sleep quality &#x000D7; Time<xref ref-type="table-fn" rid="TN6"><sup>a</sup></xref> &#x000D7; Chronotype</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">&#x02212;2 &#x000D7; log likelihood</td>
<td/>
<td valign="top" align="center">274.506 (3)</td>
<td/>
<td/>
<td valign="top" align="center">267.840 (4)</td>
<td/>
<td/>
<td valign="top" align="center">254.334 (6)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">&#x00394; &#x02212;2 &#x000D7; log likelihood (<italic>df</italic>)</td>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">6.667 (1)<xref ref-type="table-fn" rid="TN8"><sup>&#x0002A;&#x0002A;</sup></xref></td>
<td/>
<td/>
<td valign="top" align="center">13.506 (2)<xref ref-type="table-fn" rid="TN9"><sup>&#x0002A;&#x0002A;&#x0002A;</sup></xref></td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Level 1 intercept variance (<italic>SE</italic>)</td>
<td/>
<td valign="top" align="center">0.148 (0.021)</td>
<td/>
<td/>
<td valign="top" align="center">0.138 (0.019)</td>
<td/>
<td/>
<td valign="top" align="center">0.136 (0.025)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Level 2 intercept variance (<italic>SE</italic>)</td>
<td/>
<td valign="top" align="center">0.102 (0.027)</td>
<td/>
<td/>
<td valign="top" align="center">0.107 (0.027)</td>
<td/>
<td/>
<td valign="top" align="center">0.086 (0.025)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Level 2 slope variance (<italic>SE</italic>)&#x02014;time<xref ref-type="table-fn" rid="TN6"><sup>a</sup></xref></td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Level 2 slope variance (<italic>SE</italic>)&#x02014;sleep quality</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">0.003 (0.023)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Level 2 slope variance (<italic>SE</italic>)&#x02014;Sleep quality &#x000D7; Time<xref ref-type="table-fn" rid="TN6"><sup>a</sup></xref></td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr style="border-top: thin solid #000000;">
<td/>
<td valign="top" align="center" colspan="3" style="border-bottom: thin solid #000000;"><bold>Model 3</bold></td>
<td valign="top" align="center" colspan="3" style="border-bottom: thin solid #000000;"><bold>Model 4</bold></td>
<td valign="top" align="center" colspan="3" style="border-bottom: thin solid #000000;"><bold>Model 5</bold></td>
</tr>
<tr>
<td/>
<td valign="top" align="center"><bold>Est</bold></td>
<td valign="top" align="center"><italic><bold>SE</bold></italic></td>
<td valign="top" align="center"><italic><bold>t</bold></italic></td>
<td valign="top" align="center"><bold>Est</bold></td>
<td valign="top" align="center"><italic><bold>SE</bold></italic></td>
<td valign="top" align="center"><italic><bold>t</bold></italic></td>
<td valign="top" align="center"><bold>Est</bold></td>
<td valign="top" align="center"><italic><bold>SE</bold></italic></td>
<td valign="top" align="center"><italic><bold>t</bold></italic></td>
</tr>
<tr style="border-top: thin solid #000000;">
<td valign="top" align="left">Intercept</td>
<td valign="top" align="center">1.344</td>
<td valign="top" align="center">0.039</td>
<td valign="top" align="center">34.46<xref ref-type="table-fn" rid="TN9"><sup>&#x0002A;&#x0002A;&#x0002A;</sup></xref></td>
<td valign="top" align="center">1.325</td>
<td valign="top" align="center">0.045</td>
<td valign="top" align="center">29.32<xref ref-type="table-fn" rid="TN9"><sup>&#x0002A;&#x0002A;&#x0002A;</sup></xref></td>
<td valign="top" align="center">1.323</td>
<td valign="top" align="center">0.044</td>
<td valign="top" align="center">30.11<xref ref-type="table-fn" rid="TN9"><sup>&#x0002A;&#x0002A;&#x0002A;</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">Sleep quality</td>
<td valign="top" align="center">&#x02212;0.099</td>
<td valign="top" align="center">0.044</td>
<td valign="top" align="center">&#x02212;2.22<xref ref-type="table-fn" rid="TN7"><sup>&#x0002A;</sup></xref></td>
<td valign="top" align="center">&#x02212;0.044</td>
<td valign="top" align="center">0.066</td>
<td valign="top" align="center">&#x02212;0.66</td>
<td valign="top" align="center">&#x02212;0.051</td>
<td valign="top" align="center">0.063</td>
<td valign="top" align="center">&#x02212;0.82</td>
</tr>
<tr>
<td valign="top" align="left">Time (before vs. after the shift to DST)<xref ref-type="table-fn" rid="TN6"><sup>a</sup></xref></td>
<td/>
<td/>
<td/>
<td valign="top" align="center">0.021</td>
<td valign="top" align="center">0.048</td>
<td valign="top" align="center">0.44</td>
<td valign="top" align="center">0.021</td>
<td valign="top" align="center">0.048</td>
<td valign="top" align="center">0.43</td>
</tr>
<tr>
<td valign="top" align="left">Sleep quality &#x000D7; Time<xref ref-type="table-fn" rid="TN6"><sup>a</sup></xref></td>
<td/>
<td/>
<td/>
<td valign="top" align="center">&#x02212;0.079</td>
<td valign="top" align="center">0.122</td>
<td valign="top" align="center">&#x02212;0.80</td>
<td valign="top" align="center">&#x02212;0.087</td>
<td valign="top" align="center">0.116</td>
<td valign="top" align="center">&#x02212;0.75</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Level 2 predictor</bold></td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Chronotype</td>
<td valign="top" align="center">0.153</td>
<td valign="top" align="center">0.040</td>
<td valign="top" align="center">3.82<xref ref-type="table-fn" rid="TN9"><sup>&#x0002A;&#x0002A;&#x0002A;</sup></xref></td>
<td valign="top" align="center">0.208</td>
<td valign="top" align="center">0.048</td>
<td valign="top" align="center">4.29<xref ref-type="table-fn" rid="TN9"><sup>&#x0002A;&#x0002A;&#x0002A;</sup></xref></td>
<td valign="top" align="center">0.162</td>
<td valign="top" align="center">0.049</td>
<td valign="top" align="center">3.32<xref ref-type="table-fn" rid="TN8"><sup>&#x0002A;&#x0002A;</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left"><bold>Cross-level interactions</bold></td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Sleep quality &#x000D7; Chronotype</td>
<td valign="top" align="center">&#x02212;0.043</td>
<td valign="top" align="center">0.036</td>
<td valign="top" align="center">&#x02212;1.20</td>
<td valign="top" align="center">&#x02212;0.069</td>
<td valign="top" align="center">0.044</td>
<td valign="top" align="center">&#x02212;1.56</td>
<td valign="top" align="center">0.064</td>
<td valign="top" align="center">0.063</td>
<td valign="top" align="center">1.024</td>
</tr>
<tr>
<td valign="top" align="left">Time<xref ref-type="table-fn" rid="TN6"><sup>a</sup></xref> &#x000D7; Chronotype</td>
<td/>
<td/>
<td/>
<td valign="top" align="center">&#x02212;0.117</td>
<td valign="top" align="center">0.054</td>
<td valign="top" align="center">&#x02212;2.16<xref ref-type="table-fn" rid="TN7"><sup>&#x0002A;</sup></xref></td>
<td valign="top" align="center">&#x02212;0.119</td>
<td valign="top" align="center">0.053</td>
<td valign="top" align="center">&#x02212;2.24<xref ref-type="table-fn" rid="TN7"><sup>&#x0002A;</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">Sleep quality &#x000D7; Time<xref ref-type="table-fn" rid="TN6"><sup>a</sup></xref> &#x000D7; Chronotype</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">&#x02212;0.282</td>
<td valign="top" align="center">0.112</td>
<td valign="top" align="center">&#x02212;2.51<xref ref-type="table-fn" rid="TN7"><sup>&#x0002A;</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">&#x02212;2 &#x000D7; log likelihood</td>
<td/>
<td valign="top" align="center">252.756 (7)</td>
<td/>
<td/>
<td valign="top" align="center">247.650 (12)</td>
<td/>
<td/>
<td valign="top" align="center">241.662 (13)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">&#x00394; &#x02212;2 &#x000D7; log likelihood (<italic>df</italic>)</td>
<td/>
<td valign="top" align="center">1.578 (1)</td>
<td/>
<td/>
<td valign="top" align="center">5.086 (5)</td>
<td/>
<td/>
<td valign="top" align="center">6.008 (1)<xref ref-type="table-fn" rid="TN7"><sup>&#x0002A;</sup></xref></td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Level 1 intercept variance (<italic>SE</italic>)</td>
<td/>
<td valign="top" align="center">0.135 (0.028)</td>
<td/>
<td/>
<td valign="top" align="center">0.126 (0.025)</td>
<td/>
<td/>
<td valign="top" align="center">0.128 (0.027)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Level 2 intercept variance (<italic>SE</italic>)</td>
<td/>
<td valign="top" align="center">0.086 (0.026)</td>
<td/>
<td/>
<td valign="top" align="center">0.086 (0.023)</td>
<td/>
<td/>
<td valign="top" align="center">0.078 (0.023)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Level 2 slope variance (<italic>SE</italic>)&#x02014;time<xref ref-type="table-fn" rid="TN6"><sup>a</sup></xref></td>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">0.003 (0.047)</td>
<td/>
<td/>
<td valign="top" align="center">0.003 (0.045)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Level 2 slope variance (<italic>SE</italic>)&#x02014;sleep quality</td>
<td/>
<td valign="top" align="center">0.002 (0.033)</td>
<td/>
<td/>
<td valign="top" align="center">0.001 (0.024)</td>
<td/>
<td/>
<td valign="top" align="center">0.001 (0.034)</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Level 2 slope variance (<italic>SE</italic>)&#x02014;Sleep quality &#x000D7; Time<xref ref-type="table-fn" rid="TN6"><sup>a</sup></xref></td>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center">0.017 (0.051)</td>
<td/>
<td/>
<td valign="top" align="center">0.006 (0.046)</td>
<td/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>Est = Estimate</italic>;</p>
<fn id="TN6"><label>a</label><p><italic>0 = Monday before the shift to DST; 1 = Monday after the shift to DST</italic>.</p></fn>
<fn id="TN7"><label>&#x0002A;</label><p><italic>p &#x0003C; 0.05</italic>,</p></fn>
<fn id="TN8"><label>&#x0002A;&#x0002A;</label><p><italic>p &#x0003C; 0.01</italic>,</p></fn>
<fn id="TN9"><label>&#x0002A;&#x0002A;&#x0002A;</label><p><italic>p &#x0003C; 0.001</italic>.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec>
<title>Test of Hypothesis 1: The Relationship Between Sleep Quality and Procrastination</title>
<p>Model 1 shows that sleep quality at night significantly and negatively predicted procrastination the next day (estimate = &#x02212;0.103, <italic>SE</italic> = 0.039, <italic>t</italic> = &#x02212;2.63, <italic>p</italic> &#x0003C; 0.01). Thus, Hypothesis 1 was confirmed; employees procrastinate less on days following nights during which they sleep better.</p>
</sec>
<sec>
<title>Test of Hypothesis 2: The Moderating Effect of Chronotype on the Relationship Between Sleep Quality and Procrastination</title>
<p>Model 3 tested whether employees with later chronotypes (evening types) were more dependent on good-quality sleep at night to prevent procrastination the next day compared to earlier chronotypes (morning types). Model 2 shows that chronotype significantly predicted procrastination (estimate = 0.153, <italic>SE</italic> = 0.040, <italic>t</italic> = 3.82, <italic>p</italic> &#x0003C; 0.001). There was no significant effect of chronotype as a cross-level moderator on the relationship between sleep quality and procrastination in Model 3 (estimate = &#x02212;0.043, <italic>SE</italic> = 0.036, <italic>t</italic> = &#x02212;1.20, <italic>p</italic> = 0.167). Thus, Hypothesis 2 was rejected.</p>
</sec>
<sec>
<title>Test of Hypothesis 3: The Joint Effect of Chronotype, Time (Before vs. After the Shift to DST), and Sleep Quality Predicting Procrastination</title>
<p>Finally, we used Model 5 to examine whether the shift to DST increases later chronotypes&#x00027; dependence on good sleep quality to prevent procrastination the next day. The three-way interaction between time, sleep quality, and chronotype was significant (estimate = &#x02212;0.282, <italic>SE</italic> = 0.112, <italic>t</italic> = &#x02212;2.51, <italic>p</italic> &#x0003C; 0.05), and Model 5 fit the data better than the previous model (&#x00394; &#x02212;2 &#x000D7; log likelihood = 6.008, <italic>df</italic> = 1, <italic>p</italic> &#x0003C; 0.05). We conducted simple slope analyses with Preacher et al.&#x00027;s (<xref ref-type="bibr" rid="B36">2006</xref>) online-based computational tool. We examined the relationship between sleep quality and procrastination for later (&#x0002B; 1 <italic>SD</italic>) vs. earlier (&#x02212;1 <italic>SD</italic>) chronotypes for before and after the shift to DST. The simple slope of sleep quality predicting procrastination was significant for later chronotypes after the shift to DST (simple slope = &#x02212;0.35, <italic>SE</italic> = 0.09, <italic>t</italic> = &#x02212;3.82, <italic>p</italic> &#x0003C; 0.001). Simple slopes of sleep quality predicting procrastination were not significant for later chronotypes before the shift to DST (simple slope = 0.01, <italic>SE</italic> = 0.08, <italic>t</italic> = 0.15, <italic>p</italic> = 0.88), for earlier chronotypes before the shift to DST (simple slope = &#x02212;0.11, <italic>SE</italic> = 0.10, <italic>t</italic> = &#x02212;1.15, <italic>p</italic> = 0.25), or for earlier chronotypes after the shift to DST (simple slope = 0.07, <italic>SE</italic> = 0.12, <italic>t</italic> = 0.62, <italic>p</italic> = 0.53). In other words, the relationship between sleep quality and procrastination was negative for later chronotypes only on the Monday following the shift to DST. <xref ref-type="fig" rid="F2">Figure 2</xref> demonstrates this relationship. Put another way, only later chronotypes were dependent on good-quality sleep to prevent procrastination on the Monday following the shift to DST. Hence, our findings partially supported Hypothesis 3.</p>
<fig id="F2" position="float">
<label>Figure 2</label>
<caption><p>Relationship between day-specific sleep quality and procrastination for earlier (&#x02212;1 <italic>SD</italic>) vs. later (&#x0002B;1 <italic>SD</italic>) chronotypes before vs. after the shift to daylight saving time.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyg-12-785154-g0002.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>The current study examined the effects of sleep and chronotype on procrastination at work. Moreover, this study considered the effect of the shift to DST as a phenomenon manipulating employees&#x00027; required sleep&#x02013;wake times in their everyday work life. We found that day-specific sleep quality predicted procrastination the next day. That is, a lower sleep quality during the night resulted in more procrastination the next day. Further, later chronotypes (evening types) experienced more procrastination than did earlier chronotypes (morning types). Our study&#x00027;s results did not confirm our hypothesis that for later chronotypes compared to earlier chronotypes, sleep quality is more important for procrastination the next day. Our analyses showed that the expected pattern occurred only after the shift to DST. More precisely, after the shift to DST, later chronotypes reported more procrastination during the day when they experienced low-quality sleep the previous night.</p>
<p>Taken together, the results of this study extend the findings on procrastination by providing more insight into the conditions under which procrastination is more likely to occur. We gained a better understanding of the relationship between sleep and procrastination by clarifying the role of chronotype. Furthermore, we identified the shift to DST as a condition that influences different chronotypes&#x00027; likelihood of procrastination. This study is the first to shed light on the effect of the interplay of sleep quality, chronotype, and the shift to DST on procrastination.</p>
<sec>
<title>Sleep Quality and Procrastination</title>
<p>The findings of this study are in line with previous findings that highlight the relevance of sleep for self-regulatory resources to initiate action at work (Baumeister et al., <xref ref-type="bibr" rid="B6">1998</xref>; K&#x000FC;hnel et al., <xref ref-type="bibr" rid="B26">2016</xref>). In particular, we could replicate previous studies&#x00027; results, showing that on days following nights during which employees had slept better, they procrastinated less (K&#x000FC;hnel et al., <xref ref-type="bibr" rid="B26">2016</xref>). During sleep, the replenishment of the self-regulatory resources is ensured (Baumeister et al., <xref ref-type="bibr" rid="B7">2000</xref>; Barber et al., <xref ref-type="bibr" rid="B4">2010</xref>), but if their replenishment is hampered because of low-quality sleep, people have more difficulties resisting dysfunctional or impulsive actions, and procrastination can occur. Our results underscore the usefulness of the theoretical perspective of self-regulation to understand and predict procrastination. Particularly, sleep quality is a prerequisite to ensure employees&#x00027; ability to initiate action at work.</p>
</sec>
<sec>
<title>Chronotype and Procrastination</title>
<p>We clarified the role of individually-preferred sleep&#x02013;wake rhythm (chronotypes) in the relationship between sleep and procrastination. In line with other studies (D&#x000ED;az-Morales et al., <xref ref-type="bibr" rid="B12">2008</xref>; Digdon and Howell, <xref ref-type="bibr" rid="B13">2008</xref>), our findings showed that later chronotypes procrastinated more than earlier chronotypes. This finding supports our theoretical assumption that later chronotypes may require more resources for self-regulation in everyday life, and consequently, they may be more prone to procrastination in general. Adapting sleep&#x02013;wake times to their work schedules and coping with one&#x00027;s circadian misalignment (Wittmann et al., <xref ref-type="bibr" rid="B54">2006</xref>) could be possible reasons for later chronotypes needing more self-regulatory resources. Guarana et al. (<xref ref-type="bibr" rid="B16">2021</xref>) emphasized the relevance of chronotype and circadian effects in sleep research, as individually-preferred sleep&#x02013;wake rhythms have been shown to influence impulse inhibition or overcoming temptation. To understand this effect in greater detail, future studies may investigate mechanisms underlying the relationship between chronotype and procrastination.</p>
<p>However, the results did not reveal any differences between chronotypes regarding the importance of sleep quality for procrastination. In our study, there was no difference between chronotypes in their degree of dependence on good-quality sleep. One might speculate that the later chronotypes in our sample might have successfully developed strategies to cope with the increased demands for self-regulation in their daily life. One might also question our assumption that later chronotypes experienced more circadian misalignment in their daily life. It is possible that the later chronotypes in our sample had later and/or flexible work start times and no other social obligations because of which they were less affected by circadian misalignment and thus not more dependent on good-quality sleep compared to earlier chronotypes. Another explanation for our findings is that the distribution of chronotypes in our sample was restricted compared to the distribution of chronotypes in the population. Specifically, earlier chronotypes were considerably overrepresented in our sample, which may have mirrored the reality of earlier and intermediate chronotypes rather than the reality of later chronotypes.</p>
</sec>
<sec>
<title>DST, Chronotype, and Procrastination</title>
<p>Finally, we found that the shift to DST aggravates later chronotypes&#x00027; dependence on high-quality sleep to prevent procrastination the next day (Culi&#x00107; and Kantermann, <xref ref-type="bibr" rid="B11">2021</xref>). Our findings thus reveal the consequences of the shift to DST, especially for later chronotypes. In particular, our results are thus in line with previous studies, showing the greater dependence of later chronotypes on sleep quality and its replenishing effect (K&#x000FC;hnel et al., <xref ref-type="bibr" rid="B26">2016</xref>; Przepi&#x000F3;rka et al., <xref ref-type="bibr" rid="B37">2019</xref>). Regarding procrastination, earlier chronotypes were unaffected by the shift to DST. Our findings support the idea, that a circadian misalignment leads to increased demands for self-regulation in daily life (K&#x000FC;hnel et al., <xref ref-type="bibr" rid="B30">2018b</xref>), and therefore, a greater need for replenishing the resources needed for self-regulation.</p>
</sec>
<sec>
<title>Limitations and Suggestions for Future Research</title>
<p>Later chronotypes were underrepresented in this study&#x00027;s sample, which may have resulted in an underestimation of the true effect of chronotype on the relationship between sleep quality and procrastination at work. Future studies may want to employ a different recruiting strategy to achieve an unrestricted distribution of chronotypes. This may be challenging, however, as especially late chronotypes may refrain from filling in questionnaires immediately after the shift to DST.</p>
<p>The relationship between sleep quality and procrastination might be overestimated due to concurrent measurement of both variables. Yet, studies which assessed sleep quality and procrastination separated in time (sleep quality in the morning and procrastination at the end of the work day; sleep quality before the shift and procrastination at the end of the shift) found within-person correlations between sleep quality and procrastination that were of similar size as the within-person correlation we found [<italic>r</italic> = &#x02212;0.19 in K&#x000FC;hnel et al. (<xref ref-type="bibr" rid="B29">2018a</xref>); <italic>r</italic> = &#x02212;0.22 in K&#x000FC;hnel et al. (<xref ref-type="bibr" rid="B26">2016</xref>); <italic>r</italic> = &#x02212;0.25 in the current study], mitigating concerns that the relationship found is solely due or strongly inflated due to concurrent measurement.</p>
<p>Measuring self-regulatory resources would allow to explicitly test our theoretical assumption that greater circadian misalignment increases the need for self-regulatory resources, especially for later chronotypes, to prevent self-regulatory failure. Assessing self-regulatory resources would allow researchers to investigate whether dealing with the shift to DST&#x02014;and thus dealing with circadian misalignment&#x02014;depletes self-regulatory resources. Future research should examine self-regulatory resources using questionnaires and/or other approaches that assess the availability of self-regulatory resources such as the Stroop test (Kuhl and Kaz&#x000E9;n, <xref ref-type="bibr" rid="B25">1999</xref>).</p>
<p>A comparison between countries that shift to DST would also be an interesting topic for future research. A question arises whether the current findings are generalizable to other countries that shift from the standard time to DST, or whether this effect is mitigated in countries with a napping culture (i.e., Spanish <italic>siesta</italic>), such as Spain.</p>
<p>Further, the effect of the shift from DST to standard time in autumn may also be an interesting research direction. Researchers could investigate whether later chronotypes, who experience negative effects of the shift to DST, have greater benefits when shifting to standard time. Such studies would provide valuable insights into the consequences of a <italic>reduction</italic> of misalignment, as well as its potential benefits for different chronotypes.</p>
<p>At last, a study with a follow-up design would further extend our findings. In particular, it would be useful to investigate whether the effects of the shift to DST reduce soon after the shift to DST or whether they last longer, maybe even throughout the DST period. A previous study has shown that chronotypes differ in terms of how soon they adapt to DST (Kantermann et al., <xref ref-type="bibr" rid="B21">2007</xref>)&#x02014;later chronotypes may take longer to adapt to the new local clock time.</p>
</sec>
<sec>
<title>Practical Implications</title>
<p>The results of our study offer ways to reduce procrastination, specifically concerning sleep quality and the shift to DST. Various researchers, including Guarana et al. (<xref ref-type="bibr" rid="B16">2021</xref>), K&#x000FC;hnel et al. (<xref ref-type="bibr" rid="B27">2021</xref>), Ohayon et al. (<xref ref-type="bibr" rid="B35">2017</xref>), and Schmidt et al. (<xref ref-type="bibr" rid="B42">2007</xref>) have offered relevant recommendations for improving sleep quality. They propose educational and behavioral approaches, as well as employing influential behaviors by authority figures and role models (K&#x000FC;hnel et al., <xref ref-type="bibr" rid="B27">2021</xref>). Moreover, organizations should also become role models in this regard. One useful approach for organizations is to offer individually-adjustable working hours for different chronotypes to foster good sleep. A trend toward concepts like flex time has already emerged in recent years. Additionally, leaders can foster their employees&#x00027; sleep by communicating its importance; they can also demonstrate it by taking care of their own sleep.</p>
<p>It is important to consider that later chronotypes in particular not only experience the negative effects of typical work time schedules but also are more affected by the shift to DST. A chronotype-specific training to promote healthy sleep practices and sleep hygiene should be offered at least once a year&#x02014;ideally, immediately before the shift to DST.</p>
<p>Finally, our findings contribute to the debate around whether DST should be abolished. Existing evidence indicates that the shift to DST does not offer energy-saving benefits (e.g., Aries and Newsham, <xref ref-type="bibr" rid="B3">2008</xref>; Roenneberg et al., <xref ref-type="bibr" rid="B41">2019</xref>), and our results suggest that doing away with the shift to DST could eliminate adverse consequences for later chronotypes.</p>
</sec>
</sec>
<sec sec-type="data-availability" id="s5">
<title>Data Availability Statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s6">
<title>Ethics Statement</title>
<p>Ethical review and approval was not required for the study on human participants in accordance with the local legislation and institutional requirements. The patients/participants provided their written informed consent to participate in this study.</p>
</sec>
<sec id="s7">
<title>Author Contributions</title>
<p>JK and BZ made substantial contributions to the conception and design of the study. BZ collected the data. TM and JK analyzed and interpreted the data and drafted the manuscript and revised the manuscript for important intellectual content. All authors contributed to the article and approved the submitted version.</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="s8">
<title>Publisher&#x00027;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
<back>
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