IDEAS home Printed from https://ideas.repec.org/a/gam/jijerp/v15y2018i7p1343-d154489.html
   My bibliography  Save this article

Effect of Social Media on Child Obesity: Application of Structural Equation Modeling with the Taguchi Method

Author

Listed:
  • Datis Khajeheian

    (Department of Media Management, Faculty of Management, University of Tehran, Tehran 141556311, Iran)

  • Amir Mohammad Colabi

    (Department of Business Management, Faculty of Management and Economics, Tarbiat Modares University, Tehran 1439813141, Iran)

  • Nordiana Binti Ahmad Kharman Shah

    (Department of Library and Information Science, Faculty of Computer Science & Information Technology, University of Malaya, Kuala Lumpur 50603, Malaysia)

  • Che Wan Jasimah Bt Wan Mohamed Radzi

    (Department of Science and Technology Studies, Faculty of Science, University of Malaya, Kuala Lumpur 50603, Malaysia)

  • Hashem Salarzadeh Jenatabadi

    (Department of Science and Technology Studies, Faculty of Science, University of Malaya, Kuala Lumpur 50603, Malaysia)

Abstract

Through public health studies, specifically on child obesity modeling, research scholars have been attempting to identify the factors affecting obesity using suitable statistical techniques. In recent years, regression, structural equation modeling (SEM) and partial least squares (PLS) regression have been the most widely employed statistical modeling techniques in public health studies. The main objective of this study to apply the Taguchi method to introduce a new pattern rather than a model for analyzing the body mass index (BMI) of children as a representative of childhood obesity levels mainly related to social media use. The data analysis includes two main parts. The first part entails selecting significant indicators for the proposed framework by applying SEM for primary and high school students separately. The second part introduces the Taguchi method as a realistic and reliable approach to exploring which combination of significant variables leads to high obesity levels in children. AMOS software (IBM, Armonk, NY, USA) was applied in the first part of data analysis and MINITAB software (Minitab Inc., State College, PA, USA) was utilized for the Taguchi experimental analysis (second data analysis part). This study will help research scholars view the data and a pattern rather than a model, as a combination of different factor levels for target factor optimization.

Suggested Citation

  • Datis Khajeheian & Amir Mohammad Colabi & Nordiana Binti Ahmad Kharman Shah & Che Wan Jasimah Bt Wan Mohamed Radzi & Hashem Salarzadeh Jenatabadi, 2018. "Effect of Social Media on Child Obesity: Application of Structural Equation Modeling with the Taguchi Method," IJERPH, MDPI, vol. 15(7), pages 1-22, June.
  • Handle: RePEc:gam:jijerp:v:15:y:2018:i:7:p:1343-:d:154489
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/1660-4601/15/7/1343/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/1660-4601/15/7/1343/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Joel Gittelsohn & Angela C. Trude & Lisa Poirier & Alexandra Ross & Cara Ruggiero & Teresa Schwendler & Elizabeth Anderson Steeves, 2017. "The Impact of a Multi-Level Multi-Component Childhood Obesity Prevention Intervention on Healthy Food Availability, Sales, and Purchasing in a Low-Income Urban Area," IJERPH, MDPI, vol. 14(11), pages 1-15, November.
    2. George Kambondo & Benn Sartorius, 2018. "Risk Factors for Obesity and Overfat among Primary School Children in Mashonaland West Province, Zimbabwe," IJERPH, MDPI, vol. 15(2), pages 1-14, February.
    3. Kaplan, Andreas M. & Haenlein, Michael, 2011. "Two hearts in three-quarter time: How to waltz the social media/viral marketing dance," Business Horizons, Elsevier, vol. 54(3), pages 253-263, May.
    4. Meimei Ji & Amber Tang & Yefu Zhang & Jiaojiao Zou & Guangyu Zhou & Jing Deng & Lina Yang & Mingzhi Li & Jihua Chen & Hong Qin & Qian Lin, 2018. "The Relationship between Obesity, Sleep and Physical Activity in Chinese Preschool Children," IJERPH, MDPI, vol. 15(3), pages 1-10, March.
    5. Che Wan Jasimah Bt Wan Mohamed Radzi & Hashem Salarzadeh Jenatabadi & Maisarah Binti Hasbullah, 2015. "Firm Sustainability Performance Index Modeling," Sustainability, MDPI, vol. 7(12), pages 1-17, December.
    6. Hall, K.D. & Hammond, R.A. & Rahmandad, H., 2014. "Dynamic interplay among homeostatic, hedonic, and cognitive feedback circuits regulating body weight," American Journal of Public Health, American Public Health Association, vol. 104(7), pages 1169-1175.
    7. Andreyeva, Tatiana & Kelly, Inas Rashad & Harris, Jennifer L., 2011. "Exposure to food advertising on television: Associations with children's fast food and soft drink consumption and obesity," Economics & Human Biology, Elsevier, vol. 9(3), pages 221-233, July.
    8. Park, Aely & Kim, Youngmi, 2018. "The longitudinal influence of child maltreatment on child obesity in South Korea: The mediating effects of low self-esteem and depressive symptoms," Children and Youth Services Review, Elsevier, vol. 87(C), pages 34-40.
    9. Walsh, Brendan & Cullinan, John, 2015. "Decomposing socioeconomic inequalities in childhood obesity: Evidence from Ireland," Economics & Human Biology, Elsevier, vol. 16(C), pages 60-72.
    10. Pandey, Navdeep & Murugesan, K. & Thomas, H.R., 2017. "Optimization of ground heat exchangers for space heating and cooling applications using Taguchi method and utility concept," Applied Energy, Elsevier, vol. 190(C), pages 421-438.
    11. Hui Huang & Che Wan Jasimah bt Wan Mohamed Radzi & Hashem Salarzadeh Jenatabadi, 2017. "Family Environment and Childhood Obesity: A New Framework with Structural Equation Modeling," IJERPH, MDPI, vol. 14(2), pages 1-20, February.
    12. Che Wan Jasimah Bt Wan Mohamed Radzi & Huang Hui & Nur Anisah Binti Mohamed @ A. Rahman & Hashem Salarzadeh Jenatabadi, 2017. "Family Food Security and Children’s Environment: A Comprehensive Analysis with Structural Equation Modeling," Sustainability, MDPI, vol. 9(7), pages 1-19, July.
    13. Lydian Veldhuis & Ineke Vogel & Lenie Van Rossem & Carry M. Renders & Remy A. HiraSing & Johan P. Mackenbach & Hein Raat, 2013. "Influence of Maternal and Child Lifestyle-Related Characteristics on the Socioeconomic Inequality in Overweight and Obesity among 5-year-old Children; The “Be Active, Eat Right” Study," IJERPH, MDPI, vol. 10(6), pages 1-12, June.
    14. Peige Song & Xue Li & Danijela Gasevic & Ana Borges Flores & Zengli Yu, 2016. "BMI, Waist Circumference Reference Values for Chinese School-Aged Children and Adolescents," IJERPH, MDPI, vol. 13(6), pages 1-13, June.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Djalel Eddine YAHIAOUI & Sami MANSOURI & Hadia ZARAA & Lynda FADEL, 2022. "The Participation of Value Co-creation in the Development of Electronic Commerce," Management and Economics Review, Faculty of Management, Academy of Economic Studies, Bucharest, Romania, vol. 7(3), pages 292-309, October.
    2. Elena Bozzola & Giulia Spina & Rino Agostiniani & Sarah Barni & Rocco Russo & Elena Scarpato & Antonio Di Mauro & Antonella Vita Di Stefano & Cinthia Caruso & Giovanni Corsello & Annamaria Staiano, 2022. "The Use of Social Media in Children and Adolescents: Scoping Review on the Potential Risks," IJERPH, MDPI, vol. 19(16), pages 1-33, August.
    3. Dongxiao Gu & Jingjing Guo & Changyong Liang & Wenxing Lu & Shuping Zhao & Bing Liu & Tianyue Long, 2019. "Social Media-Based Health Management Systems and Sustained Health Engagement: TPB Perspective," IJERPH, MDPI, vol. 16(9), pages 1-15, April.
    4. Hashem Salarzadeh Jenatabadi & Che Wan Jasimah Bt Wan Mohamed Radzi & Nadia Samsudin, 2020. "Associations of Body Mass Index with Demographics, Lifestyle, Food Intake, and Mental Health among Postpartum Women: A Structural Equation Approach," IJERPH, MDPI, vol. 17(14), pages 1-24, July.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Hui Huang & Che Wan Jasimah bt Wan Mohamed Radzi & Hashem Salarzadeh Jenatabadi, 2017. "Family Environment and Childhood Obesity: A New Framework with Structural Equation Modeling," IJERPH, MDPI, vol. 14(2), pages 1-20, February.
    2. Che Wan Jasimah Wan Mohamed Radzi & Hashem Salarzadeh Jenatabadi & Ayed R. A. Alanzi & Mohd Istajib Mokhtar & Mohd Zufri Mamat & Nor Aishah Abdullah, 2019. "Analysis of Obesity among Malaysian University Students: A Combination Study with the Application of Bayesian Structural Equation Modelling and Pearson Correlation," IJERPH, MDPI, vol. 16(3), pages 1-17, February.
    3. Amber Tang & Meimei Ji & Yefu Zhang & Jiaojiao Zou & Mingzhi Li & Lina Yang & Qian Lin, 2018. "Dietary Behaviors and Caregiver Perceptions of Overweight and Obesity among Chinese Preschool Children," IJERPH, MDPI, vol. 15(4), pages 1-11, April.
    4. Luisa Corrado & Roberta Distante & Majlinda Joxhe, 2019. "Body mass index and social interactions from adolescence to adulthood," Spatial Economic Analysis, Taylor & Francis Journals, vol. 14(4), pages 425-445, October.
    5. Sebastian Schneider, 2022. "Price-related consumer discussions in China and the United States: a cross-cultural study investigating price perceptions and word-of-mouth transmission," Journal of Revenue and Pricing Management, Palgrave Macmillan, vol. 21(3), pages 274-290, June.
    6. Decataldo, Alessandra & Fiore, Brunella, 2018. "Is eating in the school canteen better to fight overweight? A sociological observational study on nutrition in Italian children," Children and Youth Services Review, Elsevier, vol. 94(C), pages 246-256.
    7. Slawa Rokicki & Mark E. McGovern, 2020. "Heterogeneity in Early Life Investments: A Longitudinal Analysis of Children's Time Use," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 66(3), pages 647-676, September.
    8. Ali Noudoostbeni & Kiran Kaur & Hashem Salarzadeh Jenatabadi, 2018. "A Comparison of Structural Equation Modeling Approaches with DeLone & McLean’s Model: A Case Study of Radio-Frequency Identification User Satisfaction in Malaysian University Libraries," Sustainability, MDPI, vol. 10(7), pages 1-16, July.
    9. Jacqueline Y. Sánchez-García & Ana Gabriela Ramírez-Gutiérrez & Juan E. Núñez-Ríos & Pedro Pablo Cardoso-Castro & Omar G. Rojas, 2019. "Systems Thinking Approach to Sustainable Performance in RAMSAR Sites," Sustainability, MDPI, vol. 11(22), pages 1-21, November.
    10. Andres Silva & Lindsey M. Higgins & Mohamud Hussein, 2015. "An Evaluation of the Effect of Child-Directed Television Food Advertising Regulation in the United Kingdom," Canadian Journal of Agricultural Economics/Revue canadienne d'agroeconomie, Canadian Agricultural Economics Society/Societe canadienne d'agroeconomie, vol. 63(4), pages 583-600, December.
    11. Javier Cachón-Zagalaz & M.ª Luisa Zagalaz-Sánchez & Víctor Arufe-Giráldez & Alberto Sanmiguel-Rodríguez & Gabriel González-Valero, 2021. "Physical Activity and Daily Routine among Children Aged 0–12 during the COVID-19 Pandemic in Spain," IJERPH, MDPI, vol. 18(2), pages 1-13, January.
    12. Mehta, Ritu & Bharadwaj, Apoorva, 2021. "Food advertising targeting children in India: Analysis and implications," Journal of Retailing and Consumer Services, Elsevier, vol. 59(C).
    13. Abuelhaj, Tareq & Gassmann, Franziska & O'Donoghue, Cathal, 2018. "Price opinion data in subsidized economies: Empirical evidence from Iraq," MERIT Working Papers 2018-033, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    14. Lucas Adrienne M. & Wilson Nicholas L., 2019. "Does Television Kill Your Sex Life? Microeconometric Evidence from 80 Countries," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 19(4), pages 1-16, October.
    15. Edberg, Dana & Mukhopadhyay, Sankar & Wendel, Jeanne, 2019. "Incentive design to boost health for juveniles with Medicaid coverage: Evidence from a field experiment," Economics & Human Biology, Elsevier, vol. 33(C), pages 101-115.
    16. Berta Schnettler & Germán Lobos & Edgardo Miranda-Zapata & Marianela Denegri & Gastón Ares & Clementina Hueche, 2017. "Diet Quality and Satisfaction with Life, Family Life, and Food-Related Life across Families: A Cross-Sectional Pilot Study with Mother-Father-Adolescent Triads," IJERPH, MDPI, vol. 14(11), pages 1-24, October.
    17. Zhaochun Shi & Guohua Wang & Chunli Liu & Qiang Lv & Baoli Gong & Yingchao Zhang & Yuying Yan, 2023. "Optimizing the Transient Performance of Thermoelectric Generator with PCM by Taguchi Method," Energies, MDPI, vol. 16(2), pages 1-16, January.
    18. Kaplan, Andreas M. & Haenlein, Michael, 2016. "Higher education and the digital revolution: About MOOCs, SPOCs, social media, and the Cookie Monster," Business Horizons, Elsevier, vol. 59(4), pages 441-450.
    19. Rahmatollah Beheshti & Jessica C Jones-Smith & Takeru Igusa, 2017. "Taking dietary habits into account: A computational method for modeling food choices that goes beyond price," PLOS ONE, Public Library of Science, vol. 12(5), pages 1-13, May.
    20. Angela Chang & Peter J. Schulz & Tony Schirato & Brian J. Hall, 2018. "Implicit Messages Regarding Unhealthy Foodstuffs in Chinese Television Advertisements: Increasing the Risk of Obesity," IJERPH, MDPI, vol. 15(1), pages 1-15, January.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jijerp:v:15:y:2018:i:7:p:1343-:d:154489. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.