Application of Bivariate Multiple Linear Regression on Weight of Children at Birth and Duration of Pregnancy in Ethiopia
Abstract
Introduction: Birth weight and gestational age are important determinants of an infant’s survival and
future development. Low birth weight can be caused by preterm birth or by small gestational age.
The main objective of this research was to identify the determinants of birth weight and gestational
age simultaneously based on Ethiopia's demographic health survey in 2016 which implemented in a
statistical package R.
Methods: Cross-sectional study design was used from Ethiopia's demographic health survey in 2016.
The bi-variate linear regression model was used to identify factors of birth weight and gestational age
simultaneously which had small standard errors as compared to a separate model.
Results: Bi-variate models of birth weight and gestational age determined the effect of predictors.
Therefore, the model shows that the number of tetanus injections before pregnancy, educational level
of a husband, desire for more children, drink alcohol, and region are statistically significant at 5% level
of significance for gestational age in Ethiopia. Similarly, the size or height of a child at birth, preferred
waiting time to another birth or birth interval, the number of tetanus injections before pregnancy was
statistically associated with birth weight at 5% level of significance.
Conclusion: From our finding, we concluded that the number of tetanus injections before pregnancy,
educational level of a husband, desire for more children, alcohol drink, size or height of a child at
birth, preferred waiting time or birth interval for another birth and region were significant predictors of
birth weight and gestational age simultaneously at 5% level of significance. Hence, special care should
be given to the pregnant during prenatal care for minimizing the risk of low birth weight and small
gestational age
1. Aras RY. Is maternal age risk factor
for low birth weight? Archives of medicine
and health sciences.2013; 1(1):33.
2. Blencowe H, Cousens S, Oestergaard
MZ, Chou D, Moller AB, Narwal R, Adler
A, Garcia CV, Rohde S, Say L, Lawn JE.
National, regional, and worldwide estimates
of preterm birth rates in the year 2010 with
time trends since 1990 for selected countries:
a systematic analysis and implications.
2012;379(9832):2162-2172.
3. ICF International CSA. Ethiopia
demographic and health survey 2011. Addis
Ababa, Ethiopia and Calverton, Maryland,
USA: Central Statistical Agency and ICF
Inter-national.2012; 430.
4. James MG. Non-cardiac problems of
the neonatal period. Pediatric Cardiovascular
Medicine.2011.
5. Gunderson EP. Childbearing and
obesity in women: weight before, during, and
after pregnancy. Obstetrics and Gynecology
Clinics.2009;36(2):317-332.
6. Kastro S, Demissie T, Yohannes B.
Low birth weight among term newborns in
Wolaita Sodo town, south Ethiopia: a facility
based cross-sectional study. BMC pregnancy
and childbirth.2018; 18(1):160.
7. David J Lilja. Linear Regression
Using R: An Introduction to Data Modeling.
University of Minnesota Libraries Publishing,
2016.
8. Nkurunziza S, Ejaz Ahmed
S. Estimation strategies for the
regression coefficient parameter matrix
in multivariate multiple regression.
StatisticaNeerlandica.2011;65(4):387- 406.
9. Sharma SR, Giri S, Timalsina U,
Bhandari SS, Basyal B, Wagle K, Shrestha L.
Low birth weight at term and its determinants
in a tertiary hospital of nepal: A case-control
study. PloS one.2015;10(4):e0123962.
10. Singh S, Shehu CE, Nnadi DC. The
relationship between maternal body mass
index and the birth weight of neonates
in north-west Nigeria. Sahel Medical
Journal.2016;19(4):185.
11. Sutan R, Mohtar M, Mahat AN, Tamil
AM. Determinant of low birth weight infants:
A matched case control study. Open Journal of
Preventive Medicine.2014;, 4(03):91.
12. Furlong KR, Anderson LN, Kang H, Lebovic G, Parkin PC, Maguire JL,
O’Connor DL, Birken CS, TARGet Kids!
Collaboration. BMI-for-age and weight-for-
length in children 0 to 2 years. Pediatrics.
2016;138(1):e20153809.
13. Conde-Agudelo A, Rosas-Bermúdez
A, Kafury-Goeta AC. Effects of birth
spacing on maternal health: a systematic
review. American journal of obstetrics and
gynecology. 2007;196(4), 297-308.
14. Eide MG, Øyen N, Skjœrven R, Nilsen
ST, Bjerkedal T, Tell GS. Size at birth and
gestational age as predictors of adult height
and weight. Epidemiology.2005; 175-181.
15. Chu HY, Englund JA. Maternal
immunization. Clinical Infectious Diseases.
2014;59(4), 560-568.
16. Tafere TE, Afework MF, Yalew AW.
Providers’ adherence to essential contents of
antenatal care services increases birth weight
in Bahir Dar City Administration, North
West Ethiopia: a prospective follow up study.
Reproductive health.2018;15(1),163.
17. Nicolaidis C, Ko CW, Saha S,
Koepsell TD. Racial Discrepancies in the
Association Between Paternal vs. Maternal
Educational Level and Risk of Low Birth
weight in Washington State. BMC pregnancy
and childbirth. 2004;4(1),10.
18. Leite IC, Koifman S. Oral clefts,
consanguinity, parental tobacco and alcohol
use: a case-control study in Rio de Janeiro,
Brazil. Brazilian oral research. 2009;
23(1):31-37.
Files | ||
Issue | Vol 8 No 3 (2022) | |
Section | Original Article(s) | |
DOI | https://doi.org/10.18502/jbe.v8i3.12280 | |
Keywords | ||
Birth weight, Gestational age, Bi-variate Model, Ethiopia and Demographic Health Survey |
Rights and permissions | |
This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License. |