A Regression Analysis of Calories and Nutrients in Frozen Foods

  • Hanita Hashim
  • Hanifah Nuha Zulkifly Faculty of Education, Universiti Teknologi Mara, Puncak Alam
  • Hafizan Hashim College of Engineering, School of Mechanical Engineering, Universiti Teknologi Mara, Shah Alam
  • Siti Hawa Mohd Yusoff Faculty of Communication, Visual Art and Computing, University Selangor
  • Yati Ashikin Abdul Wahab Faculty of Communication, Visual Art and Computing, University Selangor
  • Shahida Abd Latif Faculty of Communication, Visual Art and Computing, University Selangor
  • Zuraini Ayob Faculty of Communication, Visual Art and Computing, University Selangor
Keywords: Carbohydrate, Fat, Food Label, Healthy Food, Protein


Consumers have a high demand for frozen food products due to their convenient preparation and delicious taste. However, many seem to overlook the contents of these products. Studies have shown that consuming unhealthy and unbalanced meals can lead to an increase in Non-communicable Diseases (NCDs). The purpose of this research is to examine the correlation between calories and nutrients (protein, carbohydrate, and fat) in frozen foods, and propose a model to study this relationship. Data was collected using convenience sampling method, and the findings were analysed using correlation and regression analysis. The results showed that there was no significant correlation between calories and protein, a moderate positive correlation between calories and carbohydrate, and a strong positive correlation between calories and fat. These findings suggest a linear relationship between calories and nutrients in frozen foods, with protein, carbohydrate, and fat all contributing to the regression model. To increase awareness about health in general, experts and scholars in the field of nutrition should continue to expand their research on healthy diets over time.


Alkerwi, A., Crichton, G. E., & Hébert, J. R. (2015). Consumption of ready-made meals and increased risk of obesity: findings from the Observation of Cardiovascular Risk Factors in Luxembourg (ORISCAV-LUX) study. British Journal of Nutrition, 113(2), 270–277. https://doi.org/10.1017/s0007114514003468

Angele, C. (2017). Nutrition and consumer education as a constituent part of global education in the light of the new education framework in state schools in southern Germany: The case of Baden-Württemberg. International Journal of Development Education and Global Learning, 9(2), 84–96. https://doi.org/10.18546/ijdegl.09.2.03

Chan, Y. Y., Lim, K. K., Lim, K. H., Teh, C. H., Kee, C. C., Cheong, S. M., Khoo, Y. Y., Baharudin, A., Ling, M. Y., Omar, M. A., & Ahmad, N. A. (2017). Physical activity and overweight/obesity among Malaysian adults: findings from the 2015 National Health and morbidity survey (NHMS). BMC public health, 17(1), 733.

Chen, Y., Michalak, M., & Agellon, L. B. (2018). Importance of Nutrients and Nutrient Metabolism on Human Health. Yale Journal of Biology and Medicine, 91(2), 95–103.

Jamal I. Daoud (2017). J. Phys.: Conf. Ser. 949 012009

Johnson, R. (1995). A Multiple Regression Project. Teaching Statistics, 17(2), 64–66. https://doi.org/10.1111/j.1467-9639.1995.tb00871.x

Kirby, J. (2004). Dieting for dummies. Hoboken, Ny Wiley.

Kumari, R., & Kumari, M. (2020). Quality aspects of fast foods and their consumption pattern among teenagers of rural-urban region of Sabour block in Bhagalpur district of India. Pharma Innovation, 9(4),96–102. https://doi.org/10.22271/tpi.2020.v9.i4b.4575

Li, L., Pegg, R. B., Eitenmiller, R. R., Chun, J.-Y., & Kerrihard, A. L. (2017). Selected nutrient analyses of fresh, fresh-stored, and frozen fruits and vegetables. Journal of Food Composition and Analysis, 59, 8–17. https://doi.org/10.1016/j.jfca.2017.02.002

Mamun, A. A., Hayat, N., & Zainol, N. R. B. (2020). Healthy Eating Determinants: A Study among Malaysian Young Adults. Food, 9(8), 974.

Mohd Sidik, S., Lekhraj, R., & Foo, C. N. (2021). Prevalence, Associated Factors and Psychological Determinants of Obesity among Adults in Selangor, Malaysia. International Journal of Environmental Research and Public Health, 18(3), 868.

NutritionU.S. Food And Drug Administration. https://www.fda.gov/food/new-nutrition-facts-label/how-understand-and-use-nutrition-facts-label

Sadler, C., Grassby, T., Hart, K., Raats, M. M., Sokolović, M., & Timotijevic, L. (2021). Processed food classification: Conceptualisation and challenges. Trends in Food Science and Technology, 112, 149–162. https://doi.org/10.1016/j.tifs.2021.02.059

Sarkodie, N. A. and Boakye-Kessie, V. A. (2017). Assessing Consumer’s Awareness of Food Labeling in Sunyani Municipality. ADRRI Journal of Agriculture and Food Sciences, Ghana, 3 (2), Pp. 1-10, ISSN: 2026-5204

Tyutkov, N., Zhernyakova, A., Birchenko, A., Eminova, E., Nadtochii, L., & Baranenko, D. (2022). Probiotics viability in frozen food products. Food Bioscience, 50, 101996. https://doi.org/10.1016/j.fbio.2022.101996

Van Der Velden, K. (2018). The pros and cons of promoting healthy lifestyles in a positive manner. European Journal of Public Health, 28 https://doi.org/10.1093/eurpub/cky213.017

Wan Zakaria, W. N. F. (2021). Dietary practices amongs students of Universiti Teknologi MARA Cawangan Kelantan /Wan Nuur Fazliza Wan Zakaria.

World Health Organization. (2020, April 29). Healthy diet. Who International World Health Organization:WHO. https://www.who.int/news-room/fact-sheets/detail/healthy-diet
How to Cite
Hashim, H., Zulkifly, H. N., Hashim, H., Mohd Yusoff, S. H., Abdul Wahab, Y. A., Abd Latif, S., & Ayob, Z. (2023). A Regression Analysis of Calories and Nutrients in Frozen Foods. Selangor Science & Technology Review (SeSTeR), 7(2), PREPRINT. Retrieved from https://sester.journals.unisel.edu.my/ojs/index.php/sester/article/view/325