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Open Access 01-12-2019 | Research article

The subject-dependent, cumulative, and recency association of aerobic fitness with academic performance in Taiwanese junior high school students

Authors: Shu-Shih Hsieh, Jia-Ren Tsai, Shao-Hsi Chang, Jen-Yu Ho, Jui-Fu Chen, Po-Hsi Chen, Yao-Ting Sung, Tsung-Min Hung

Published in: BMC Pediatrics | Issue 1/2019

Abstract

Background

The objective of the current study was to examine whether the relation between aerobic fitness and academic achievement during adolescence is subject-dependent, and to investigate cumulative and recency effects.

Methods

This study made use of two nationwide datasets. The first was the aerobic fitness profile of junior high school students collected by the Ministry of Education in Taiwan. The second contained the scores on the Basic Competence Test for Junior High School Students (BCTJH). The sample consisted of 382,259 students who completed the BCTJH in the 5 years between 2009 and 2013. Data on each student’s aerobic fitness during their three years of junior high school were matched with their exam results at the end of this period.

Results

The results revealed that students classified as highly-fit during at least one of the three years had higher BCTJH scores than those who never achieved this level, with the size of effect increasing with the length of time that fitness was maintained. Additionally, aerobic fitness in the final year was more closely linked to BCTJH scores than that in the earlier two years. Fitness was also more strongly associated with exam performance in math, science and social science, relative to language-related subjects.

Conclusions

Our findings suggest that while aerobic fitness is positively related to academic achievement in Taiwanese junior high school students, the relationship depends on academic subject, as well as the length and time of being aerobically fit.

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Donnelly JE, Hillman CH, Castelli D, Etnier JL, Lee S, Tomporowski P, et al. Physical activity, fitness, cognitive function, and academic achievement in children: a systematic review. Med Sci Sports Exerc. 2016;48:1197–222. https://doi.org/10.1249/MSS.0000000000000901.CrossRefPubMedPubMedCentral

Marques A, Santos DA, Hillman CH, Sardinha LB. How does academic achievement relate to cardiorespiratory fitness, self-reported physical activity and objectively reported physical activity: a systematic review in children and adolescents aged 6–18 years. Br J Sports Med. 2018;52:1039. https://doi.org/10.1136/bjsports-2016-097361.CrossRefPubMed

Chen LJ, Fox KR, Ku PW, Taun CY. Fitness change and subsequent academic performance in adolescents. J Sch Health. 2013;83:631–8. https://doi.org/10.1111/josh.12075.CrossRefPubMed

Hsieh SS, Tsai JR, Chang SH, Cheng CF, Sung YT, Hung TM. The relationship between physical fitness and academic performance in nationally representative sample of junior high school students. Sci Rep. Accepted

Lima RA, Larsen LR, Bugge A, Andersen LB. Physical fitness is longitudinally associated with academic performance during childhood and adolescence, and waist circumference mediated the relationship. Pediatr Exerc Sci. 2018;30:317–25. https://doi.org/10.1123/pes.2017-0206.CrossRefPubMed

Chaddock-Heyman L, Erickson KI, Kienzler C, King M, Pontifex MB, Raine LB, et al. The role of aerobic fitness in cortical thickness and mathematics achievement in preadolescent children. PLoS One. 2015;10:e0134115. https://doi.org/10.1371/journal.pone.0134115.CrossRefPubMedPubMedCentral

Davis CL, Tomporowski PD, McDowell JE, Austin BP, Miller PH, Yanasak NE, et al. Exercise improves executive function and achievement and alters brain activation in overweight children: a randomized, controlled trial. Health Psychol. 2011;30:91–8. https://doi.org/10.1037/a0021766.CrossRefPubMedPubMedCentral

Krafft CE, Schaeffer DJ, Schwarz NF, Chi L, Weinberger AL, Pierce JE, et al. Improved frontoparietal white matter integrity in overweight children is associated with attendance at an after-school exercise program. Dev Neurosci. 2014;36:1–9. https://doi.org/10.1159/000356219.CrossRefPubMedPubMedCentral

Luque-Casado A, Perakakis P, Hillman CH, Kao SC, Llorens F, Guerra P, et al. Differences in sustained attention capacity as a function of aerobic fitness. Med Sci Sports Exerc. 2016;48:887–95. https://doi.org/10.1249/MSS.0000000000000857.CrossRefPubMed

10.

Scudder MR, Federmeier KD, Raine LB, Direito A, Boyd JK, Hillman CH. The association between aerobic fitness and language processing in children: implications for academic achievement. Brain Cogn. 2014;87:140–52. https://doi.org/10.1016/j.bandc.CrossRefPubMedPubMedCentral

11.

Moore RD, Drollette ES, Scudder MR, Bharij A, Hillman CH. The influence of cardiorespiratory fitness on strategic, behavioral, and electrophysiological indices of arithmetic cognition in preadolescent children. Front Hum Neurosci. 2014;8:25. https://doi.org/10.3389/fnhum.2014.00258.CrossRef

12.

García-Hermoso A, Esteban-Cornejo I, Olloquequi J, Ramírez-Vélez R. Cardiorespiratory fitness and muscular strength as mediators of the influence of fatness on academic achievement. J Pediatri. 2017;187:127–33. https://doi.org/10.1016/j.jpeds.2017.04.037.CrossRef

13.

Hansen DM, Herrmann SD, Lambourne K, Lee J, Donnelly JE. Linear/nonlinear relations of activity and fitness with children’s academic achievement. Med Sci Sports Exerc. 2014;46:2279–85. https://doi.org/10.1249/MSS.0000000000000362.CrossRefPubMedPubMedCentral

14.

van Dusen DP, Kelder SH, Kohl HW, Ranjit N, Perry CL. Associations of physical fitness and academic performance among schoolchildren. J Sch Health. 2011;81:733–40. https://doi.org/10.1111/j.1746-1561.2011.00652.x.CrossRefPubMed

15.

Raine LB, Biggan JR, Baym CL, Saliba BJ, Cohen NJ, Hillman CH. Adolescent changes in aerobic fitness are related to changes in academic achievement. Pediatr Exerc Sci. 2018;30:106–14. https://doi.org/10.1123/pes.2015-0225.CrossRefPubMed

16.

Sardinha LB, Marques A, Minderico C, Palmeira A, Martins S, Santos DA, et al. Longitudinal relationship between cardiorespiratory fitness and academic achievement. Med Sci Sports Exerc. 2016;48:839–44. https://doi.org/10.1249/MSS.0000000000000830.CrossRefPubMedPubMedCentral

17.

Hillman CH, Pontifex MB, Castelli DM, Khan NA, Raine LB, Scudder MR, et al. Effects of the FITKids randomized controlled trial on executive control and brain function. Pediatrics. 2014;134:e1063–71. https://doi.org/10.1542/peds.2013-3219.CrossRefPubMedPubMedCentral

18.

Liao PA, Chang HH, Wang JH, Wu MC. Physical fitness and academic performance: empirical evidence from the national administrative senior high school student data in Taiwan. Health Educ Res. 2013;28:512–22. https://doi.org/10.1093/her/cyt041.CrossRefPubMed

19.

Mayorga-Vega D, Bocanegra-Parrilla R, Ornelas M, Viciana J. Criterion-related validity of the distance-and time-based walk/run field tests for estimating cardiorespiratory fitness: a systematic review and meta-analysis. PloS One. 2016;11:e0151671. https://doi.org/10.1371/journal.pone.0151671.CrossRefPubMedPubMedCentral

20.

Sung YT, Chao TY, Tseng FL. (2016). Reexamining the relationship between test anxiety and learning achievement: An individual-differences perspective. Contemp Educ Psychol. 2016;46:241–52.

21.

Sung YT, Tseng FL, Kuo NP, Chang TY, Chiou JM. Evaluating the effects of programs for reducing achievement gaps: a case study in Taiwan. Asia Pacific Educ Rev. 2014;15(1):99–113.

22.

Cohen J. Statistical power analysis for the behavioral Sciences.2nd ed. Hillsdale: Erlbaum; 1998.

23.

Suchert V, Hanewinkel R, Isensee B. Longitudinal relationships of fitness, physical activity, and weight status with academic achievement in adolescents. J Sch Health. 2016;86:734–41. https://doi.org/10.1111/josh.12424.CrossRefPubMed

24.

Wittberg RA, Northrup KL, Cottrell LA. Children’s aerobic fitness and academic achievement: a longitudinal examination of students during their fifth and seventh grade years. Am J Public Health. 2012;102:2303–7. https://doi.org/10.2105/AJPH.2011.300515.CrossRefPubMedPubMedCentral

25.

Raine LB, Kao SC, Pindus D, Westfall DR, Shigeta TT, Logan N, et al. A large-scale reanalysis of childhood fitness and inhibitory control. J Cogn Enhanc. 2018;2:170–92. https://doi.org/10.1007/s41465-018-0070-7.CrossRef

26.

Chu CH, Yang KT, Song TF, Liu JH, Hung TM, Chang YK. Cardiorespiratory fitness is associated with executive control in late-middle-aged adults: an event-related (De) synchronization (ERD/ERS) study. Front Psychol. 2016;7:1135. https://doi.org/10.3389/fpsyg.2016.01135.CrossRefPubMedPubMedCentral

27.

Aadland KN, Moe VF, Aadland E, Anderssen SA, Resaland GK, Ommundsen Y. Relationships between physical activity, sedentary time, aerobic fitness, motor skills and executive function and academic performance in children. Ment Health Phys Act. 2017;12:10–8. https://doi.org/10.1016/j.mhpa.2017.01.001.CrossRef

28.

Kalantari HA, Esmaeilzadeh S. Association between academic achievement and physical status including physical activity, aerobic and muscular fitness tests in adolescent boys. Environ Health Prev Med. 2016;21:27–33. https://doi.org/10.1007/s12199-015-0495-x.CrossRefPubMed

29.

Oliveira T, Pizarro A, Costa M, Fernandes L, Silva G, Mota J, et al. Cardiorespiratory fitness, but not physical activity, is associated with academic achievement in children and adolescents. Ann Hum Biol. 2017;44:309–15. https://doi.org/10.1080/03014460.2017.1308010.CrossRefPubMed

30.

Sardinha LB, Marques A, Martins S, Palmeira A, Minderico C. Fitness, fatness, and academic performance in seventh-grade elementary school students. BMC Pediatric. 2014;14:176. https://doi.org/10.1186/1471-2431-14-176.CrossRef

31.

Wang S, Allen RJ, Lee JR, Hsieh CE. Evaluating the developmental trajectory of the episodic buffer component of working memory and its relation to word recognition in children. J Exp Child Psychol. 2015;133:16–28. https://doi.org/10.1016/j.jecp.2015.01.002.CrossRefPubMed

32.

Hassevoort KM, Khan NA, Hillman CH, Kramer AF, Cohen NJ. Relational memory is associated with academic achievement in preadolescent children. Trends Neurosci Edu. 2018;13:8–16. https://doi.org/10.1016/j.tine.2018.09.001.CrossRef

33.

Chen YW, Chang WH, Kuo CC. A comparative study of the divergent problem solving abilities of mathematically and scientifically talented students and nongifted students. Think Skills Creativity. 2016;22:247–55. https://doi.org/10.1016/j.tsc.2016.10.009.CrossRef

34.

Asigbee FM, Whitney SD, Peterson CE. (2018). The link between nutrition and physical activity in increasing academic achievement. J School Health. 2018;88:407–15. https://doi.org/10.1111/josh.12625.CrossRefPubMed

35.

Wang S, Gathercole SE. (2015). Interference control in children with reading difficulties. Child Neuropsychol. 2015;21:418–31. https://doi.org/10.1080/09297049.2014.918594.CrossRefPubMed

36.

Wang S, Gathercole SE. Working memory deficits in children with reading difficulties: memory span and dual task coordination. J Exp Child Psychol. 2013;115:188–97. https://doi.org/10.1016/j.jecp.2012.11.015.CrossRefPubMed

37.

Liao Y, Tsai HH, Wang HS, Lin CP, Wu MC, Chen JF. Traveling by private motorized vehicle and physical fitness in Taiwanese adults. Int J Behav Med. 2016;23:395–401. https://doi.org/10.1007/s12529-015-9489-8.CrossRefPubMed

38.

American College of Sports Medicine. ACSM’s guidelines for exercise testing and prescription. 10th ed. Philadelphia: Lippincott Williams & Wilkins; 2017.

39.

Hui SSC, Suzuki K, Naito H, Balasekaran G, Song JK, Park SY, et al. How fit and active in Asian youth? The Asia-fit study. Med Sci Sports Exerc. 2015;47(Suppl):922.

40.

Wilkins J, Graham G, Parker S, Westfall S, Fraser R, Tembo M. Time in the arts and physical education and school achievement. J Curric Stud. 2003;35:721–34.CrossRef

Title: The subject-dependent, cumulative, and recency association of aerobic fitness with academic performance in Taiwanese junior high school students
Authors: Shu-Shih Hsieh
Jia-Ren Tsai
Shao-Hsi Chang
Jen-Yu Ho
Jui-Fu Chen
Po-Hsi Chen
Yao-Ting Sung
Tsung-Min Hung
Publication date: 01-12-2019
Publisher: BioMed Central
Published in: BMC Pediatrics / Issue 1/2019
Electronic ISSN: 1471-2431
DOI: https://doi.org/10.1186/s12887-018-1384-4

At a glance: The ONWARDS insulin icodec trials

Springer Medicine

The subject-dependent, cumulative, and recency association of aerobic fitness with academic performance in Taiwanese junior high school students

Abstract

Background

Methods

Results

Conclusions

At a glance: The ONWARDS insulin icodec trials

Springer Medicine

Abstract

Background

Methods

Results

Conclusions

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