Hyosoon Yim
Amy Chan Hyung Kim
James Du
Jeffrey D. James- Department of Sport Management, Center for Sport, Health, and Equitable Development, Florida State University, Tallahassee, FL, United States
Introduction: The distinctive social nature of sport in its capacity to promote immigrants’ adaptation to the new society has been regarded as a vehicle to cope with adverse mental health outcomes derived from acculturative stress (AS) and feelings of marginalization. However, the evidence on the relationship between sport participation (SP), AS, and mental health have been lacking and fragmented. Recognizing this challenge, we examined the mediating effect of AS on the relationship between SP and depressive symptoms (DS) among international college students in the USA.
Methods: A total of 203 international college students in the USA were recruited via Prolific. The instrumentation included previously validated measures: SP (SLIM-18), AS (ASSIS), DS (CES-D-10), sense of coherence (SOC-13), and demographic characteristics.
Results: Mediation analysis showed a significant association between (1) SP and DS (ß = −0.030, p < 0.05) and (2) AS and DS (ß = 0.053, p < 0.001), while (3) no significant indirect effect of AS was found [ß = −0.001, SE = 0.0003, 95% CI (−0.008, 0.004)].
Discussion: Even though several previous scholars have argued that SP is an effective tool to cope with AS among international students, the present study implies this may not be applied to all international students. Specifically, AS and DS among European participants were lower than those from non-European countries, including Asia. Future studies using meta-analysis could be beneficial to examine the external validity of the previous studies on the relationship between SP, acculturation, and mental health to address this potential heterogeneity on the level of AS based on their origin countries or continents. The current study provides meaningful implications for adopting the transformative marketing perspective, which is a marketing approach that pursues positive social outcomes by promoting positive behavior of the target population.
1. Introduction
The number of international students in the USA has increased exponentially, marked by a 119% expansion over the past two decades (1). Considering not only their contribution to the USA economy [i.e., $28.4 billion in 2021; (2)] but also the significant diversity and value they add to the educational environment, many university administrators and service units are putting their effort to improve international college students’ experience inside and outside of their campus (3). Undoubtedly, the prevalence of adverse mental outcomes among this population has been one of the most critical challenges. For example, in a screening test for depressive symptoms (DS) held by Rice et al. (4), 36.7% of the international students either exceeded or reached the clinical cut-off limit. Similar evidence was found by Han et al. (5), who pointed out that 45% of Chinese international students at a large American university reported symptoms of depression. Even after recognizing the universal preponderance curve of DS in the USA (6) and worldwide (7), it should be particularly noted that international college students are more vulnerable to DS than their domestic peers (8).
International students’ unique stressors fuel the spread of various concerns, resulting in a relatively higher rate of DS (9–11). Such a phenomenon should be with considering acculturation, a vital process they go through in a new society. Acculturation is a dual reciprocal process of cultural and psychological change resulting from contact between two or more cultural groups and their members (12). During the acculturation process, immigrants face various challenges due to the different demands of the new society. As one type of immigrant, it is inevitable for international students to undergo the same process (13). The psychological challenges experienced through the acculturation process are highly dependent on acculturative stress (AS). AS refers to unique stress caused by the adaptation process of immigrants, such as homesickness or perceived discrimination (14). It buffers international students’ adaption, exerting ongoing long-term effects on their DS (4, 15–17).
Physical activity (PA) has been regarded as a promising precaution to cope with DS for the general public (18, 19). A similar result was also found among international college students. Han et al. (5) found a negative association between the amount of exercise and the levels of anxiety and DS among Chinese students. As one dominant form of PA, sport participation (SP) has extraordinary potential as a coping strategy for DS. Compared to unorganized exercise (e.g., weightlifting) or leisure (e.g., kayaking), sport has a unique social nature (20), where individuals polish their physical prowess to achieve competitive results, being engaged in a social relationship (e.g., teammates, competitors, coaches). Due to such nature, SP’s psychological [e.g., DS, subjective wellbeing, happiness; (21–23)] and social benefits [e.g., social capital, social interaction; (21, 24, 25)] have been identified in the various populations including general public (22), adolescents (21) and older adults (23).
When it comes to the studies of SP, AS, and DS among international students, we identified two major research gaps. First, there is a lack of empirical evidence to confirm the impact of SP on AS among international college students. Even though several scholars investigated the relationship between SP and acculturation, the conceptualization of sport in these studies broadly embraced unorganized PA (26), exercise (27, 28), or leisure (29), indicating the lack of information on the role of organized SP. Further, the aforementioned scholars investigated the acculturation of general immigrants. Among the few empirical studies that explored the relationship between SP and AS among international students, Zhou et al. (30) and Lee et al. (31) found that participating in sport-oriented leisure can be a way to help international students cope with the stress derived from the unique challenges of acculturation. However, both studies adopted in-depth interviews with a small number of participants, and generalizability remained unclear. Second, previous scholars have overlooked the mediating role of AS in the relationship between SP and DS.
To fill these gaps, we aimed to investigate (1) the relationship between organized SP, AS, and DS and (2) the mediating effect of AS on the relationship between the level of SP and DS among international college students. The integrative framework of acculturation and salutogenesis (32) was adopted as a theoretical framework. According to Riedel et al. (32), the following steps generate an immigrant’s mental health outcome. First, facing unfamiliar environments and social norms (Step 1; acculturation experience), individuals evaluate the perceived difficulty (Step 2; appraisal of experience) and determine their coping strategies (Step 3; strategy used). The adopted strategies influence immediate stress levels in the next step (Step 4; immediate effect). The transition between each step mentioned above is moderated by various salutary factors conceptualized as generalized resistance resources [GRRs; personal and environmental factors that fosters capability for resilience or resistance throughout life experiences; (33)]. The GRRs include internally (e.g., constitution, competencies, and personal traits) and externally (e.g., social support, social stratum, and cultural stability) accumulated positive resources for dealing with potential challenges. Riedel et al. (32) suggested that the GRRs can be captured by one’s sense of coherence [SOC; one’s capability of comprehensibility, manageability, and meaningfulness obtained by his or her previous culture; (33)]. Finally, their long-term mental health outcome is determined by synthesizing the outcomes from the aforementioned steps. The mental outcome formulates a new sense of coherence, and the process is reproduced repeatedly. For the present study, we aimed to capture international students’ mental outcomes focusing on the process starting from the “strategy used” step (see Figure 1).
Figure 1. Integrative framework of acculturation and salutogenesis (32).
Taken together, the following hypotheses were established (see Figure 2):
Figure 2. Mediation analysis of acculturative stress (AS) on sport participation (SP) and depressive symptoms (DS). *p < 0.05, **p < 0.01, ***p < 0.001.
Hypothesis 1: One’s level of SP will be negatively associated with AS.
Hypothesis 2: One’s level of SP will be negatively associated with DS.
Hypothesis 3: One’s level of AS will be positively associated with DS.
Hypothesis 4: Acculturative stress mediates the negative relationship between SP and DS.
2. Materials and methods
2.1. Participants and study design
Respondents were recruited via Prolific, a crowdsourcing platform where individuals complete paid tasks for various organizations. Prolific has been selected for the present study considering its advantages in which investigators could obtain a more diverse sample (34). The survey was conducted from 27 April 2020 to 18 May 2020. After obtaining consent, respondents were directed to Qualtrics to confirm their international student status. We also included one attention question (i.e., Please check “Completely Agree” for this question). Among the 211 recorded responses that passed the screening questions, three responses that failed to pass the attention question were excluded. Additionally, five outliers were excluded based on the Mahalanobis distance (35), Cook’s distance (36), and leverage point (37). In sum, a total of 203 questionnaires were included for analysis.
2.2. Measures
2.2.1. Sport participation
Self-reported SP levels were assessed using an abbreviated version of the serious leisure inventory measure [SLIM; (38)], a validated measurement tool for sport-related leisure used in various populations (CFI = 0.91; a = 0.97), including international students (31). The questionnaire included 18 items to record the seriousness of sport-related leisure activity as well as perceived personal and social rewards as a result of the participation (38). To accurately measure organized SP, excluding unorganized leisure (e.g., dog walking), the respondents were guided to “fill in the blank” with their favorite sports, such as soccer, tennis, or golf, as they read and responded to each item. Additionally, we made sure to estimate not spectating but participation by adding “playing” or “I play” to some of the original items (e.g., from “_ for me is an expression of myself” to “Playing _ for me is an expression of myself”). A 9-point Likert scale was used to measure each item (1 = Completely Disagree to 9 = Completely Agree) and higher scores represented higher levels of SP.
2.2.2. Acculturative stress
We adopted the AS scale for international students [ASSIS; (39)] to measure AS. The scale consists of four sub-constructs (i.e., perceived discrimination, homesickness, perceived hate, fear, stress due to the change, guilt, and miscellaneous). Each of the constructs was measured with two to 10 items (36 items in total) on a five-point scale ranging from 1 = Completely Disagree to 5 = Completely Agree and higher scores representing higher levels of AS. ASSIS was specifically designed and validated for international students (40), hence considered a better option than other similar instruments developed for general immigrants [e.g., the SAFE scale; (41)].
2.2.3. Depressive symptoms
The Center for Epidemiologic Studies Depression Scale [CES-D-10; (42)] was utilized to estimate an individual’s DS. As an abbreviated version of the CES-D (43), the scale has been frequently utilized and validated in research targeting a wide range of age groups, including the college student population (44). The items reflect the feelings of the respondents (e.g., “I was bothered by things that usually do not bother me”; “I felt depressed”), and each item ranged from 0 = Rarely (< 1 day per week) to 3 = Mostly (5–7 days per week). A higher score indicates more DS among the participants.
2.2.4. Covariates
A total of nine items were included for measuring the sociodemographic characteristics of age, race, gender, home country, time stayed in the USA, average sport playing time, current academic program, TOEFL score, and amount of funding. Based on the previous findings, time stayed in the USA [i.e., length of residence; (16, 45–47)], TOEFL score [i.e., language barrier; (48–50)], and amount of funding [i.e., financial status; (51–53)] was deemed as influential factors of AS or DS, hence, controlled as covariates. Additionally, the sense of coherence from previous culture [SOC-C1 one’s capability of comprehensibility, manageability, and meaningfulness obtained by his or her previous culture; (33)] was included as a covariate. The SOC-13 has three subscales which are comprehensibility (5 items), manageability (4 items), and meaningfulness (4 items) using a 7-point Likert scale [1 = Never (0% chance) to 7 = Every time (100% chance)]. Higher scores indicate robust SOC. To estimate SOC from the previous culture, we modified each item into past tense by adding “Before you came to the US” (e.g., from “How often do you have the feeling that you are not sure you can keep under control?” to “Before you came to the US, how often do you have the feeling that you are not sure you can keep under control?”).
2.3. Analyses
Regression analysis was employed to estimate path coefficients. Path a connects the predictor variable SP and the mediating variable AS; path b links the mediating variable AS and the outcome variable DS; and path c‘ links the predictor variable SP with the outcome DS considering the mediating variable AS whereas path c presents the total effect of the predictor variable SP on the outcome variable DS (see Figure 2). The indirect effect was assessed using Hayes’s bootstrapping approach using the PROCESS macro-Version 3.3 (54). This technique uses 5,000 bootstrap samples for bias correction to set the 95% confidence intervals. Each path was deemed significant if the p-value was smaller than 0.05 and the bootstrap confidence interval did not include zero (54).
3. Results
Table 1 displays descriptive statistics of respondents. Roughly 69% of respondents were male, and most participants were 20’s (72.41%), Caucasian (58.10%) from European countries (70.9%). Approximately 37.9% of the students stayed in the USA for more than one and < 2 years, followed by < 1 year (30%). Including 20.7% of native English speakers, more than half (58.1%) of the respondents’ TOEFL scores indicated an advanced English level (55). Finally, while the majority had funding (73.4%), < $ 5,000 was the most common range of financial support among the respondents.
Table 1. Descriptive statistics of sample demographic profile.
Table 2 presents descriptive statistics and Pearson correlation coefficients of the study variables. SP was not significantly associated with AS (r = −0.340, p = 0.632) but significantly negatively associated with DS (r = −0.175, p < 0.05). Additionally, AS was had a significant negative association with DS (r = 0.408, p < 0.01).
Table 2. Descriptive statistics and Pearson correlation coefficients of study variables.
Figure 2 displays the results of mediation analyses of AS on SP and DS. The results showed that SP significantly predicted DS [R2 = 0.387, F(6, 196) = 20.662, p < 0.05; H2 supported] and AS (p < 0.001; H3 supported). However, because AS was not significantly predicted by SP [R2 = 0.169, F(5, 197) = 8.036, p = 0.621; H1 not supported], the mediation effect was also not significant [ß = −0.001, SE = 0.0003, 95% CI (−0.008, 0.004); H4 not supported].
4. Discussion
The primary aim of the current study was to explore the relationship between SP, AS, and DS among international students in the USA while considering the mediating effect of AS on the relationship between SP and DS. The association between SP and AS was insignificant (H1 not supported). While several previous scholars have argued that SP can be an effective tool for coping with AS among international students (31), the present study implies that this may not apply to all international students. We suspect that a relatively low level of AS among the current sample may be the potential reason. According to the results of descriptive analysis, the average level of the participants’ perceived AS (M = 2.42, SD = 0.69) in the present study was relatively low. Specifically, the average response regarding AS items was close to “Disagree” (i.e., 2.42 out of 5), indicating the respondents did not perceive their migration-related challenges severely. We suggest future researchers investigate whether a significant association between SP and AS exist among international college students with higher AS.
Acculturative stress was significantly and positively associated with DS (H2 supported). This result supports the work of previous scholars (40, 46, 56, 57), who suggested a higher level of AS predicts a significant increase in psychological distress. Yet, it is notable that the correlation rho between AS and DS in the present study (r = 0.053) was much smaller than that of the previous study investigated a similar number of international students [e.g., (16); r = 0.053]. Such a difference likely stems from a disparate sample characteristic of the two studies. While Zhang (16) investigated Chinese international college students from a single university campus, we examined students from diverse countries attending various universities. Previous scholars (49, 58) have pointed out that Asian international students in the USA had higher levels of AS than students from other continents. In the current study, Asian respondents’ average level of AS (M = 2.74, SD = 0.58) was higher than that of students from other continents (M = 2.40, SD = 0.70). The result obtained from the Mann–Whitney U test also revealed the significant difference of AS level between Asian and non-Asian group (U = 1,768.00, p < 0.05).
On the other hand, a comparison of descriptive statistics between European and non-European participants indicated that European respondents reported a relatively lower level of AS (M = 2.30, SD = 0.64) than their counterparts from non-European countries (M = 2.71, SD = 0.73) and this difference was statistically significant (U = 4,537.00, p < 0.001). Considering European respondents represented 70.9% of the current sample, we cautiously predict that their relatively low AS level may contribute to the low correlation between AS and DS. Future studies employing meta-analysis could be beneficial to examine the external validity of the previous studies on the relationship between SP, AS, and DS to address this potential heterogeneity on the level of AS based on their origin countries or continents.
The findings also indicated that SP among international college students significantly and negatively predicted DS (H3 supported). This result supports previous scholars’ findings regarding positive psychological outcomes of organized SP (21–23, 59, 60) and extends it to the international student population.
Finally, the mediating effect of AS between SP and DS was not significant (H4 not supported) due to the insignificant association between SP and AS. We included participants’ sense of coherence, length of residency, English fluency, and financial status as covariates, but there may be other major variables that may significantly influence one’s AS and DS. For instance, social support has been regarded as one of the influential factors regarding international students’ AS and DS (49, 61). Academic perfectionism (17, 46), and sport teammates [e.g., international-only-team versus mixed team; (62, 63)] are also potential covariates future scholars should consider controlling. Sport teammates, especially, can potentially be crucial covariate considering the unique social nature of SP. The authors did not control this factor due to the existing controversy regarding whether it fosters immigrants’ acculturation (63) or reinforce their ethnic identity (62) and partically buffers acculturation process.
The distinctive social nature of sport in its capacity to promote immigrants’ adaptation to the new society represents a promising remedy to cope with adverse mental health outcomes (30, 31). Our empirical findings provide meaningful implications for further strategic plans regarding universities’ health agenda. Specifically, by developing and implementing an organized sport delivery system, university administrators could foster their international students’ social bonds in the campus community. Also, from a transformative marketing perspective [i.e., a marketing approach that pursues positive social outcomes by promoting positive behavior of the target population; (64)], SP promotion should be implemented as a strategy at the institution, state, and national levels. Further, considering the significance of government- and policy-level influence on population health (65), future studies may need to investigate the effectiveness of SP on one’s mental health from a social-ecological perspective (66).
4.1. Limitations and future implications
The current study retained some limitations that have implications for future research. First, our convenience sample of international students included more European students (n = 144; 70.9%) while obtaining relatively few respondents from Africa (n = 9; 4.4%), Asia (n = 14; 6.9%), and Oceania (n = 3; 1.5%). Especially, only five students from China and India [the two biggest “sender” countries; (67)] participated in the survey. Accordingly, our results should not be generalized to whole international student populations. Second, considering previous findings indicating distinct effects that various types of sport exert on mental health (68), future studies may explore the effects of SP on mental health among international college students according to the different types of sport categories. Finally, the data collection was conducted during the early stage of the COVID-19 pandemic (i.e., from 27 April 2020 to 18 May 2020). Considering the widespread fears and strict regulations regarding sport activity in this period, it is reasonable to expect that international students would not be likely to play sports as usual. Since society is now heading to the “new normal,” and various alternative formats of SP (e.g., sport training using smartphone apps) have emerged, it would be timely to revisit the positive impact of SP.
Data availability statement
The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.
Ethics statement
This studies involving human participants were reviewed and approved by the Office for Human Subjects Projection, Florida State University. The patients/participants provided their written informed consent to participate in this study.
Author contributions
HY, AK, JD, and JJ contributed to the conception and design of the study. HY organized and performed the statistical analyses under AK’s supervision. All authors contributed to manuscript revision, read, and approved the submitted version.
Conflict of interest
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.
Publisher’s note
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.
References
1. Open Door Report,. Enrollment Trends - International Student Data 2021. (2021). Available online at: https://opendoorsdata.org/annual-release/international-students/#:~:text=New%20international%20student%20enrollments%20return,back%20to%20pre%2Dpandemic%20levels (accessed October, 2022).
2. Association of International Educators. NAFSA International Student Economic Value Tool 2021. (2021). Available online at: https://www.nafsa.org/policy-and-advocacy/policy-resources/nafsa-international-student-economic-value-tool-v2 (accessed October, 2022)
3. Ammigand R, Drexlerd ML, Williamson AA, Guerra NG. Prevalence and correlates of depressive symptoms among international students: implications for university support offices. J Int Stud. (2019) 9:129–48. doi: 10.32674/jis.v9i1.277
4. Rice KG, Choi C-C, Zhang Y, Morero YI, Anderson D. Self-critical perfectionism, acculturative stress, and depression among international students. Counsel Psychol. (2012) 40:575–600. doi: 10.1177/0011000011427061
5. Han X, Han X, Luo Q, Jacobs S, Jean-Baptiste M. Report of a mental health survey among Chinese international students at Yale University. J Am Coll Health. (2013) 61:1–8. doi: 10.1080/07448481.2012.738267
6. American Psychological Association [APA]. What is depression? Washington, DC: American Psychological Association (2020).
8. Krämer A, Prüfer-Krämer L, Stock C, Tshiananga JT. Differences in health determinants between international and domestic students at a German university. J Am Coll Health. (2004) 53:127. doi: 10.3200/JACH.53.3.127-132
9. Aroian KJ, Norris AE, Tran TV, Schappler-Morris N. Development and psychometric evaluation of the Demands of Immigration Scale. J Nurs Meas. (1998) 6:175–94.
10. Hwang W-C, Ting JY. Disaggregating the effects of acculturation and acculturative stress on the mental health of Asian Americans. Cult Diver Ethnic Minor Psychol. (2008) 14:147. doi: 10.1037/1099-9809.14.2.147
11. Nicholson BL. The influence of pre-emigration and postemigration stressors on mental health: a study of Southeast Asian refugees. Soc Work Res. (1997) 21:19–31.
12. Berry JW. Acculturation: living successfully in two cultures. Int J Intercult Relat. (2005) 29:697–712. doi: 10.1016/j.ijintrel.2005.07.013
13. Berry JW, Sam DL. Acculturation and adaptation. In: Berry JW, Segall MH editors. Handbook of Cross-Cultural Psychology: Social Behavior and Applications, Vol. 3. Needham Heights, MA: Allyn & Bacon (1997). p. 291–326.
14. Berry JW. Acculturation strategies and adaptation. In: Lansford JE, Deater-Deckard K, Bornstein MH editors. Immigrant Families in Contemporary Society. New York, NY: The Guilford Press (2007). p. 69–82.
15. Zhang J, Goodson P. Predictors of international students’ psychosocial adjustment to life in the United States: a systematic review. Int J Intercult Relat. (2011) 35:139–62. doi: 10.1186/s12913-016-1423-5
16. Zhang Y. An Examination of Acculturative Stress, Perceived Social Support and Depression Among Chinese International Students. Syracuse, NY: Syracuse University (2012).
17. Hamamura T, Laird PG. The effect of perfectionism and acculturative stress on levels of depression experienced by East Asian international students. J Multicult Counsel Dev. (2014) 42:205–17. doi: 10.1002/j.2161-1912.2014.00055.x
18. Dunn AL, Trivedi MH, O’Neal HA. Physical activity dose-response effects on outcomes of depression and anxiety. Database of abstracts of reviews of effects (DARE): quality-assessed reviews. Med Sci Sports Exerc. (2001) 33(Suppl. 6):S587–97. doi: 10.1097/00005768-200106001-00027
19. Lawlor DA, Hopker SW. The effectiveness of exercise as an intervention in the management of depression: systematic review and meta-regression analysis of randomised controlled trials. BMJ. (2001) 322:763. doi: 10.1136/bmj.322.7289.763
20. Berg BK, Warner S, Das BM. What about sport? A public health perspective on leisure-time physical activity. Sport Manag Rev. (2015) 18:20–31. doi: 10.1016/j.smr.2014.09.005
21. Eime RM, Young JA, Harvey JT, Charity MJ, Payne WR. A systematic review of the psychological and social benefits of participation in sport for children and adolescents: informing development of a conceptual model of health through sport. Int J Behav Nutr Phys Act. (2013) 10:98. doi: 10.1186/1479-5868-10-98
22. Ruseski JE, Humphreys BR, Hallman K, Wicker P, Breuer C. Sport participation and subjective well-being: instrumental variable results from German survey data. J Phys Act Health. (2014) 11:396–403. doi: 10.1123/jpah.2012-0001
23. Kim ACH, Park SH, Kim S, Fontes-Comber A. Psychological and social outcomes of sport participation for older adults: a systematic review. Ageing Soc. (2020) 40:1529–49. doi: 10.1017/S0144686X19000175
24. Kim ACH, Du J, James J. A social epidemiological perspective on local tennis league participation: a multigroup moderated-mediation structural analysis using PLS-SEM. Int J Sports Market Sponsorship. (2021) 23:437–61. doi: 10.1108/IJSMS-02-2021-0046
25. Kim AC, Du J, Eime R. Sport and psychosocial health/well-being after the COVID-19 lockdown. Front Sports Active Liv. (2022) 4:902973. doi: 10.3389/fspor.2022.902973
26. Wolin KY, Colditz G, Stoddard AM, Emmons KM, Sorensen G. Acculturation and physical activity in a working class multiethnic population. Prevent Med. (2006) 42:266–72. doi: 10.1016/j.ypmed.2006.01.005
27. Hosper K, Nierkens V, van Valkengoed I, Stronks K. Motivational factors mediating the association between acculturation and participation in sport among young Turkish and Moroccan women in the Netherlands. Prevent Med. (2008) 47:95–100. doi: 10.1016/j.ypmed.2008.02.024
28. Moon B-Y, Kim N-S, Seo WJ, Lee S. Sport participation in immigrants’ acculturation: a case of Korean immigrants. South Afr J Res Sport Phys Educ Recreat. (2017) 39:149–63.
29. Yu P, Berryman DL. The relationship among self-esteem, acculturation, and recreation participation of recently arrived Chinese immigrant adolescents. J Leisure Res. (1996) 28:251–73. doi: 10.1080/00222216.1996.11949775
30. Zhou Y, Zhang H, Stodolska M. Acculturative stress and leisure among Chinese international graduate students. Leis Sci. (2018) 40:557–77.
31. Lee C, Kim S, Owens M, Liechty T, Kim J. Engaging with sports related serious leisure and acculturation among korean graduate students. Ann Leisure Res. (2019) 22:247–63. doi: 10.1080/11745398.2018.1496463
32. Riedel J, Wiesmann U, Hannich H-J. An integrative theoretical framework of acculturation and salutogenesis. Int Rev Psychiatry. (2011) 23:555–64. doi: 10.3109/09540261.2011.637912
33. Antonovsky A. The structure and properties of the sense of coherence scale. Soc Sci Med. (1993) 36:725–33. doi: 10.1016/0277-9536(93)90033-Z
34. Olsen K, Heather A. Exploring the Buffering Effects of Holding Behaviors on the Negative Consequences of Workplace Discrimination for People of Color. Seattle, WA: Seattle Pacific University (2019).
35. Mahalanobis PC. On the generalized distance in statistics. Proceedings of the National Institute of Science of India. Jatni: National Institute of Science of India (1936). p. 49–55.
36. Cook RD. Detection of influential observation in linear regression. Technometrics. (1977) 19:15–8.
37. Meadows D. Leverage Points. Places to Intervene in a System. Hartland: The Sustainability Institute (1999). doi: 10.1080/00401706.1977.10489493
38. Gould J, Moore D, Karlin NJ, Gaede DB, Walker J, Dotterweich AR. Measuring serious leisure in chess: model confirmation and method bias. Leisure Sci. (2011) 33:332–40. doi: 10.1080/01490400.2011.583165
39. Sandhu DS, Asrabadi BR. Development of an acculturative stress scale for international students: preliminary findings. Psychol Rep. (1994) 75:435–48. doi: 10.2466/pr0.1994.75.1.435
40. Constantine MG, Okazaki S, Utsey SO. Self-concealment, social self-efficacy, acculturative stress, and depression in African, Asian, and Latin American international college students. Am J Orthopsychiatry. (2004) 74:230–41. doi: 10.1037/0002-9432.74.3.230
41. Mena FJ, Padilla AM, Maldonado M. Acculturative stress and specific coping strategies among immigrant and later generation college students. Hispanic J Behav Sci. (1987) 9:207–25. doi: 10.1177/07399863870092006
42. Andresen EM, Malmgren JA, Carter WB, Patrick DL. Screening for depression in well older adults: evaluation of a short form of the CES-D. Am J Prevent Med. (1994) 10:77–84.
43. Radloff LS. The CES-D scale: a self-report depression scale for research in the general population. Appl Psychol Measur. (1977) 1:385–401. doi: 10.1177/014662167700100306
44. Boyraz G, Granda R, Baker CN, Tidwell LL, Waits JB. Posttraumatic stress, effort regulation, and academic outcomes among college students: a longitudinal study. J Counsel Psychol. (2016) 63:475. doi: 10.1037/cou0000102
45. Lee J-S, Koeske GF, Sales E. Social support buffering of acculturative stress: a study of mental health symptoms among Korean international students. Int J Intercult Relat. (2004) 28:399–414. doi: 10.1016/j.ijintrel.2004.08.005
46. Wei M, Heppner PP, Mallen MJ, Ku T-Y, Liao KY-H, Wu T-F. Acculturative stress, perfectionism, years in the United States, and depression among Chinese international students. J Counsel Psychol. (2007) 54:385. doi: 10.1037/0022-0167.54.4.385
47. Torres L. Predicting levels of Latino depression: acculturation, acculturative stress, and coping. Cult Diversity Ethnic Minor Psychol. (2010) 16:256. doi: 10.1037/a0017357
48. Mori SC. Addressing the mental health concerns of international students. J Counsel Dev. (2000) 78:137–44. doi: 10.1002/j.1556-6676.2000.tb02571.x
49. Yeh CJ, Inose M. International students’ reported English fluency, social support satisfaction, and social connectedness as predictors of acculturative stress. Counsell Psychol Q. (2003) 16:15–28. doi: 10.1080/0951507031000114058
50. Belizaire LS, Fuertes JN. Attachment, coping, acculturative stress, and quality of life among Haitian immigrants. J Counsel Dev. (2011) 89:89–97. doi: 10.1002/j.1556-6678.2011.tb00064.x
51. Ohashi T. Mental Health of International Students and Intervention in the Crisis. Kyoto: Kyoto University Press (2008).
52. Kono K, Eskandarieh S, Obayashi Y, Arai A, Tamashiro H. Mental health and its associated variables among international students at a Japanese university: with special reference to their financial status. J Immigrant Minority Health. (2015) 17:1654–9. doi: 10.1007/s10903-014-0100-1
53. Meghani DT, Harvey EA. Asian indian international students’ trajectories of depression, acculturation, and enculturation. Asian Am J Psychol. (2016) 7:1. doi: 10.1037/aap0000034
54. Hayes AF. Introduction to Mediation, Moderation, and Conditional Process Analysis: A Regression-based Approach. New York, NY: Guilford Publications (2017).
55. ETS. TOEFL iBT® Test - Interpret Scores [Internet]. ETS. Available online at: https://www.ets.org/toefl/score-users/ibt/interpret-scores.html (accessed February 17, 2023).
56. Wilton L, Constantine MG. Length of residence, cultural adjustment difficulties, and psychological distress symptoms in Asian and Latin American international college students. J Coll Counsel. (2003) 6:177–86. doi: 10.1002/j.2161-1882.2003.tb00238.x
57. Ying Y-W, Han M. The contribution of personality, acculturative stressors, and social affiliation to adjustment: a longitudinal study of Taiwanese students in the United States. Int J Intercult Relat. (2006) 30:623–35. doi: 10.1016/j.ijintrel.2006.02.001
58. Hansen HR, Shneyderman Y, McNamara GS, Grace L. Assessing acculturative stress of international students at a U.S. community college. J Int Stud. (2018) 8:215–32.
59. Choi J, Wilbur J, Miller A, Szalacha L, McAuley E. Correlates of leisure-time physical activity in Korean immigrant women. West J Nurs Res. (2008) 30:620–38. doi: 10.1177/0193945907310645
60. Eime RM, Harvey JT, Brown WJ, Payne WR. Does sports club participation contribute to health-related quality of life. Med Sci Sports Exerc. (2010) 42:1022–8.
61. Ra Y-A. Social support and acculturative stress among Korean international students. J Coll Student Dev. (2016) 57:885–91. doi: 10.1353/csd.2016.0085
62. Stodolska M. Ethnic enclosure, social networks, and leisure behaviour of immigrants from Korea, Mexico, and Poland. Leisure Loisir. (2007) 31:277–324.
63. Glass CR, Westmont CM. Comparative effects of belongingness on the academic success and cross-cultural interactions of domestic and international students. Int J Intercult Relat. (2014) 38:106–19. doi: 10.1016/j.ijintrel.2013.04.004
64. McCullough BP, Trail GT. Transformative marketing: health and well-being of special olympic athletes. Int J Sports Market Sponsorship. (2020) 22:477–92. doi: 10.1108/IJSMS-04-2020-0046
65. Berkman LF, Kawachi I, Glymour MM. Social Epidemiology. Oxford: Oxford University Press (2014). doi: 10.1093/med/9780195377903.001.0001
66. Krieger N. Theories for social epidemiology in the 21st century: an ecosocial perspective. Int J Epidemiol. (2001) 30:668–77. doi: 10.1093/ije/30.4.668
67. Shadowen NL, Williamson AA, Guerra NG, Ravichandran Ammigan R, Drexler ML. Prevalence and correlates of depressive symptoms among international students: implications for university support offices. J Int Stud. (2019) 9:129–48.
Keywords: sport participation, acculturative stress, depressive symptoms, international student, acculturation, mental health
Citation: Yim H, Kim ACH, Du J and James JD (2023) Sport participation, acculturative stress, and depressive symptoms among international college students in the United States. Front. Psychiatry 14:1104325. doi: 10.3389/fpsyt.2023.1104325
Received: 21 November 2022; Accepted: 14 February 2023;
Published: 02 March 2023.
Edited by:
Thomas Wenzel, University of Vienna, AustriaReviewed by:
David A. Baron, Western University of Health Sciences, United StatesKarsten Henkel, Klinikum Christophsbad Göppingen, Germany
Anuradha Sathiyaseelan, Christ University, India
Copyright © 2023 Yim, Kim, Du and James. 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.
*Correspondence: Amy Chan Hyung Kim, kamy@fsu.edu