{"title":"通勤对心理健康的影响:使用有时间戳的主观和客观数据","authors":"Xuenuo Zhang, Liang Ma","doi":"10.1016/j.trf.2024.09.009","DOIUrl":null,"url":null,"abstract":"<div><p>Numerous studies exploring the link between daily commuting and mental well-being have primarily relied on cross-sectional designs and self-reported surveys. These methods often limit causal inference and are prone to recall bias. This study adopts a novel approach by utilizing time-stamped stress level data (objective) and experience sampling of moods (subjective) to assess the varied stress responses triggered by daily commuting. Our aim is to reexamine the effects of daily commuting on mental well-being, with a particular focus on evaluating how subjective (self-reported moods) and objective (biosignal data) measurement techniques capture these psychological and physiological responses differently. We involved 203 employees from Beijing, who wore portable smartwatches over a week. Throughout five working days, we conducted three random experience sampling surveys daily to collect real-time mood data. Initial analysis visualized the relationships between stress levels, moods, and commuting characteristics such as duration, mode, and timing. Subsequent analysis using mixed-effects models quantified the impacts of these commuting attributes on stress and mood. Our findings reveal that commute duration and mode significantly affect both mood and stress during commuting. Specifically, longer commutes are associated with poorer moods but surprisingly, lower stress levels. Regarding commuting modes, taking the bus and bicycling were found to enhance moods relative to traveling by car. Conversely, walking and cycling appeared to elevate stress levels the most, while shuttle bus use correlated with the lowest stress levels. Our study also highlights a discrepancy between physiological stress, as measured by biosignal technology, and psychological stress, as reported in surveys. This discrepancy underscores the complexities of measuring mental well-being and enriches the ongoing discussion about the intricate relationship between daily commuting and mental health.</p></div>","PeriodicalId":48355,"journal":{"name":"Transportation Research Part F-Traffic Psychology and Behaviour","volume":"107 ","pages":"Pages 395-412"},"PeriodicalIF":3.5000,"publicationDate":"2024-09-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Impact of commuting on mental well-being: Using time-stamped subjective and objective data\",\"authors\":\"Xuenuo Zhang, Liang Ma\",\"doi\":\"10.1016/j.trf.2024.09.009\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><p>Numerous studies exploring the link between daily commuting and mental well-being have primarily relied on cross-sectional designs and self-reported surveys. These methods often limit causal inference and are prone to recall bias. This study adopts a novel approach by utilizing time-stamped stress level data (objective) and experience sampling of moods (subjective) to assess the varied stress responses triggered by daily commuting. Our aim is to reexamine the effects of daily commuting on mental well-being, with a particular focus on evaluating how subjective (self-reported moods) and objective (biosignal data) measurement techniques capture these psychological and physiological responses differently. We involved 203 employees from Beijing, who wore portable smartwatches over a week. Throughout five working days, we conducted three random experience sampling surveys daily to collect real-time mood data. Initial analysis visualized the relationships between stress levels, moods, and commuting characteristics such as duration, mode, and timing. Subsequent analysis using mixed-effects models quantified the impacts of these commuting attributes on stress and mood. Our findings reveal that commute duration and mode significantly affect both mood and stress during commuting. Specifically, longer commutes are associated with poorer moods but surprisingly, lower stress levels. Regarding commuting modes, taking the bus and bicycling were found to enhance moods relative to traveling by car. Conversely, walking and cycling appeared to elevate stress levels the most, while shuttle bus use correlated with the lowest stress levels. Our study also highlights a discrepancy between physiological stress, as measured by biosignal technology, and psychological stress, as reported in surveys. This discrepancy underscores the complexities of measuring mental well-being and enriches the ongoing discussion about the intricate relationship between daily commuting and mental health.</p></div>\",\"PeriodicalId\":48355,\"journal\":{\"name\":\"Transportation Research Part F-Traffic Psychology and Behaviour\",\"volume\":\"107 \",\"pages\":\"Pages 395-412\"},\"PeriodicalIF\":3.5000,\"publicationDate\":\"2024-09-16\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Transportation Research Part F-Traffic Psychology and Behaviour\",\"FirstCategoryId\":\"5\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S1369847824002602\",\"RegionNum\":2,\"RegionCategory\":\"工程技术\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"PSYCHOLOGY, APPLIED\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Transportation Research Part F-Traffic Psychology and Behaviour","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1369847824002602","RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"PSYCHOLOGY, APPLIED","Score":null,"Total":0}
Impact of commuting on mental well-being: Using time-stamped subjective and objective data
Numerous studies exploring the link between daily commuting and mental well-being have primarily relied on cross-sectional designs and self-reported surveys. These methods often limit causal inference and are prone to recall bias. This study adopts a novel approach by utilizing time-stamped stress level data (objective) and experience sampling of moods (subjective) to assess the varied stress responses triggered by daily commuting. Our aim is to reexamine the effects of daily commuting on mental well-being, with a particular focus on evaluating how subjective (self-reported moods) and objective (biosignal data) measurement techniques capture these psychological and physiological responses differently. We involved 203 employees from Beijing, who wore portable smartwatches over a week. Throughout five working days, we conducted three random experience sampling surveys daily to collect real-time mood data. Initial analysis visualized the relationships between stress levels, moods, and commuting characteristics such as duration, mode, and timing. Subsequent analysis using mixed-effects models quantified the impacts of these commuting attributes on stress and mood. Our findings reveal that commute duration and mode significantly affect both mood and stress during commuting. Specifically, longer commutes are associated with poorer moods but surprisingly, lower stress levels. Regarding commuting modes, taking the bus and bicycling were found to enhance moods relative to traveling by car. Conversely, walking and cycling appeared to elevate stress levels the most, while shuttle bus use correlated with the lowest stress levels. Our study also highlights a discrepancy between physiological stress, as measured by biosignal technology, and psychological stress, as reported in surveys. This discrepancy underscores the complexities of measuring mental well-being and enriches the ongoing discussion about the intricate relationship between daily commuting and mental health.
期刊介绍:
Transportation Research Part F: Traffic Psychology and Behaviour focuses on the behavioural and psychological aspects of traffic and transport. The aim of the journal is to enhance theory development, improve the quality of empirical studies and to stimulate the application of research findings in practice. TRF provides a focus and a means of communication for the considerable amount of research activities that are now being carried out in this field. The journal provides a forum for transportation researchers, psychologists, ergonomists, engineers and policy-makers with an interest in traffic and transport psychology.