Research Article Spatial Distribution and Determinants of Nonautonomy on Decision Regarding Contraceptive Utilization among Married Reproductive-Age Women in Ethiopia: Spatial and Bayesian Multilevel Analysis Setognal Birara Aychiluhm , 1 Kusse Urmale Mare , 2 Mequannet Sharew Melaku , 3 and Abay Woday Tadesse 1,4 1 Department of Public Health, College of Medicine and Health Sciences, Samara University, Samara, Ethiopia 2 Department of Nursing, College of Medicine and Health Sciences, Samara University, Samara, Ethiopia 3 Department of Health Informatics, Institute of Public Health, College of Medicine and Health Sciences, University of Gondar, Gondar, Ethiopia 4 Dream Science and Technology College, Amhara Regional State, Dessie, Ethiopia Correspondence should be addressed to Setognal Birara Aychiluhm; geez4214@gmail.com Received 10 May 2021; Revised 7 September 2021; Accepted 22 October 2021; Published 5 November 2021 Academic Editor: Janaka Lenora Copyright ©2021 Setognal BiraraAychiluhm et al.isisanopenaccessarticledistributedundertheCreativeCommonsAttribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Background. Studies conducted to date in Ethiopia did not explore the spatial distribution, individual-level, and community-level factors affecting women’s nonautonomy on decision to use contraceptives. Hence, this study aimed to assess the spatial dis- tribution of women’s nonautonomy on decision regarding contraceptive utilization and its determinants in Ethiopia. Methods. Data were accessed from the Demographic Health Survey program official database website (https://dhsprogram.com). A weighted sample of 3,668 married reproductive-age women currently using contraceptives was included in this analysis. Bayesian multilevel logistic regression models were fitted to identify the determinants of women’s nonautonomy on contraceptive uti- lization. Adjusted odds ratio with 95% credible interval was used to select variables that have a significant effect on nonautonomy on contraceptive utilization. Results. A high proportion of women with nonautonomy on decision regarding contraceptive utilization was found in northern parts of Southern Nations, Nationalities, and People’s Region, Southern parts of Oromia, and Benishangul-Gumuz regions of the country. Overall, 2876 (78.40% (95% CI: 77.0%, 79.7%)) women were nonautonomous on decision regarding contraceptive utilization. In the final model, age from 35–49 (AOR (95% CI) 0.63 (0.54, 0.72)), living in the richer households (AOR (95% CI) 0.12 (0.03, 0.26)), being married at 18 years or above (AOR (95% CI) 0.33 (0.19, 0.57)), and residing in an rural areas (AOR (95% CI) 1.34 (1.01, 1.71)) and metropolitan regions (AOR (95% CI) 0.71(0.54, 0.91)) were associated with women’s nonautonomy on decision regarding contraceptive utilization. Conclusions. In Ethiopia, the spatial distribution of women’s nonautonomy on decision about contraceptive utilization was nonrandom. More than three-fourths of married reproductive-age women in Ethiopia are nonautonomous on decision regarding contraceptive utilization. Region, residence, current age, age at marriage, and wealth index were statistically associated with women’s nonautonomy on decision regarding contraceptive utilization. 1. Background Although women’s decision-making autonomy on sexual and reproductive health is crucial for better maternal and child health outcomes, restriction of open communication between partners due to gender-based power inequalities limits women’s access to sexual and reproductive health services, particularly contraceptives [1]. e findings of different studies have shown the effects of women’s au- tonomy on contraception utilization [2–4], and it is one of Hindawi Nursing Research and Practice Volume 2021, Article ID 2160922, 10 pages https://doi.org/10.1155/2021/2160922