LOGISTIC REGRESSION MODELLING WITH VARIABLE SELECTION AND BEST MODEL EVALUATION IN THE ANALYSIS OF VARIABLES INFLUENCING TODDLER NUTRITIONAL STATUS
PDF

Keywords

logit, probit, logistic regression, nutritional status, toddlers

Abstract

 Background: Nutritional status is one of the measures used to evaluate the adequacy of nutrition in toddlers. Many factors can affect the nutritional status of toddlers, including breastfeeding, infectious diseases, and the clean water facilities used. Considering the importance of the toddler period, high-quality analysis is needed to produce accurate outputs. One analysis that can be used to predict the role of causal factors on the resulting outcomes is ordinal logistic regression analysis, which can be obtained from logit and probit models. Objective: To determine whether a logit or probit model will be used in the analysis, simulation in its application needs to be carried out.. Method: This research uses baseline data from Pelem Village, Pare District, Kediri Regency in 2023. The selection of the best model is based on the model fitting parameter values, goodness of fit, and pseudo R square. Result : From the simulation results, it was found that the logit model produces a better model than the probit model. Furthermore, with ordinal regression analysis using the logit model, no relationship model was formed because all independent variables had p-values greater than 0.05. Conclusions:  The absence of a model indicates that there is no effect of breastfeeding, infectious diseases, and clean water facilities on the nutritional status of toddlers.
https://doi.org/10.56710/wiyata.v12i2.1076
PDF

References

Achjar, K. A. H., Anwar, T., Raji, H. F., Alita, R., Sulistiyorini, D., Maidartati, M., Puspikawati, S. I., Mahihody, A. J., Daniela, C., & Judijanto, L. (2024). Stunting. PT. Green Pustaka Indonesia. https://books.google.co.id/books?id=CFUdEQAAQBAJ

Bertalina, B., & P.R, A. (2018). Hubungan Asupan Gizi, Pemberian Asi Eksklusif, dan Pengetahuan Ibu dengan Status Gizi (Tb/U) Balita 6-59 Bulan. Jurnal Kesehatan, 9(1), 117–125. https://doi.org/10.26630/jk.v9i1.800

dr. Fara Disa Durry. Kes, M. B., dr. Laksmi Suci Handini, S. A., & dr. Irma Seliana, M. K. (2024). Ketahanan Pangan Rumah Tangga dan Implikasinya. Thalibul Ilmi Publishing & Education. https://books.google.co.id/books?id=48VVEQAAQBAJ

Dr. Saimi, S. K. M. M. K., Lidya Ratna Handayani., S. G., & Adab, P. (n.d.). Fondasi Nutrisi : Memahami dan Menerapkan Pengetahuan, Sikap, serta Perilaku Keluarga dalam Menjaga Gizi Balita. Penerbit Adab. https://books.google.co.id/books?id=-HEjEQAAQBAJ

Frieman, J., Saucier, D. A., & Miller, S. S. (2017). Principles & Methods of Statistical Analysis. SAGE Publications. https://books.google.co.id/books?id=jQv1DQAAQBAJ

Gaffan N, Kpozehouen A, Degbey C, Ahanhanzo Y, & Paraïso M. (2023). Effects of the level of household access to water, sanitation and hygiene on the nutritional status of children under five, Benin. BMC Nutrition [revista en Internet] 2023 [acceso 7 de marzo de 2024]; 9(1): 1-12. 1–12. https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10391820/pdf/40795_2023_Article_751.pdf

Hastuti, N. A. R., Agustasari, K. I., Putri, R., Kusumaningtyas, D., Gumanti, K. A., Maharani, A., Hanifarizani, R. D., & Proborini, A. (n.d.). MengASIhi di Era Society (5.0). Universitas Brawijaya Press. https://books.google.co.id/books?id=o7bXEAAAQBAJ

Heavey, E. (2022). Statistics for Nursing: A Practical Approach. Jones & Bartlett Learning. https://books.google.co.id/books?id=miKjEAAAQBAJ

Heckman, J. J., & Leamer, E. (2007). Handbook of Econometrics. North Holland. https://books.google.co.id/books?id=DWNRIxKHDwwC

Helmyati, S., Atmaka, D. R., Wisnusanti, S. U., Wigati, M., & Press, U. G. M. (2020). STUNTING: Permasalahan dan Penanganannya. UGM PRESS. https://books.google.co.id/books?id=PK3qDwAAQBAJ

K, F. A., Hamsa, I. B. A., Hermawan, A., & Muhajir, A. M. (2021). Strategi Menurunkan Prevalensi Gizi Kurang pada Balita. Deepublish. https://books.google.co.id/books?id=HRZSEQAAQBAJ

Kurniawan, R. (2016). Analisis Regresi. Kencana Prenada Media. https://books.google.co.id/books?id=KcY-DwAAQBAJ

Lestari, L. A., Helmyati, S., & Press, U. G. M. (2018). Peran Probiotik di Bidang Gizi dan Kesehatan. UGM PRESS. https://books.google.co.id/books?id=0-BdDwAAQBAJ

Muchina, E., & Waithaka, P. (2010). Relationship between breastfeeding practices and nutritional status of children aged 0-24 months in Nairobi, Kenya. African Journal of Food, Agriculture, Nutrition and Development, 10(4), 2358–2378. https://doi.org/10.4314/ajfand.v10i4.55329

Nur, Z. T., & Suryana, S. (2021). Risk of Factor on History Disease with Nutritional Status on Toddlers Aged 24-59 Months in Pidie Jaya District. Journal of Nutrition Science, 2(1), 7. https://doi.org/10.35308/jns.v2i2.3347

Prastiwi, R., Qudriani, M., Ludha, N., & Arsita, R. (2017). Peningkatan Persepsi Kecukupan ASI Pada Ibu Menyusui. Jurnal Pengabdian Masyarakat Progresif Humanis Brainstorming, 1(1), 42–48. https://doi.org/10.30591/japhb.v1i1.687

Ramadhan Tosepu, S. K. M. M. K. (n.d.). Paradigma Baru Pengelolaan Kesehatan Masyarakat Pesisir. wawasan Ilmu. https://books.google.co.id/books?id=FGxeEQAAQBAJ

Reis, H. T., & Judd, C. M. (2014). Handbook of Research Methods in Social and Personality Psychology. Cambridge University Press. https://books.google.co.id/books?id=NRWTAgAAQBAJ

Sholikah, A., Rustiana, E. R., & Yuniastuti, A. (2017). Faktor - Faktor yang Berhubungan dengan Status Gizi Balita di Pedesaan dan Perkotaan. Public Health Perspective Journal, 2(1), 9–18.

Sundberg, R. (2019). Statistical Modelling by Exponential Families. Cambridge University Press. https://books.google.co.id/books?id=E7-kDwAAQBAJ

Yusnina Maisyaroh, S. K. M. M. K. M. C. D. S. S. S. T. M. K. M. W. H. S. S. I. K. M. I. K. Y. W. H. M. P. H. (2025). Percepatan Penurunan Stunting Di Indonesia. CV. AZKA PUSTAKA. https://books.google.co.id/books?id=bk9zEQAAQBAJ

Creative Commons License

This work is licensed under a Creative Commons Attribution 4.0 International License.

Indexed By :

Plagiarism screening will be conducted by Jurnal Obsesi Editorial Board using Grammarly® Plagiarism Checker plagiarism screening service powered.