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International Journal of
            Population Studies                                             Drivers of COVID-19 vaccination in South Africa



            refused to answer COVID-related questions, were not   sociodemographic dimensions of willingness to get
            available, or could not be tracked from the previous waves,   vaccinated of the study population were analyzed using
            and/or did not provide any responses to COVID-related   Chi-squared test. Binary logistic regression analysis
            questions. Of the 8,051 respondents in the Wave 5 dataset,   was employed to examine the relationship between
            we worked with the weighted sub-sample of 5,862 who   the  sociodemographic  variables  and  the  respondents’
            satisfied the inclusion criteria.                  willingness to get vaccinated. Four regression models were
                                                               run. In the first three models, the three main independent
            2.3. Variable definitions                          variables  were  tested  individually,  while  in  the  fourth
            The primary outcome variable of this study is the willingness   model, we controlled for the sociodemographic variables.
            to get vaccinated against COVID-19. In the NIDS-CRAM   The fourth model was run as a full model to incorporate all
            questionnaire,  this  variable  is  captured  in  question  G11   three main independent variables, rather than one at a time,
            as “To what extent do you agree or disagree with the   to enable a complete picture of the relationship between
            statement: If a vaccine for COVID-19 were available,   these independent variables and the outcome variable after
            would I get it?” The response options include “strongly   other confounders, including the other main predictors,
            agree,” “somewhat agree,” “somewhat disagree,” “strongly   was controlled for. Running the model while isolating the
            disagree,” “refused,” and “do not know.” In line with our   other main predictors would have presented results under
            prime objective to study the willingness of respondents   the presumption that the other main predictors were of
            to get vaccinated, responses that indicated any degree of   no influence on the relationship. Results were considered
            willingness, such as “strongly agree” and “somewhat agree,”   statistically significant at p < 0.05.
            were coded as willing to get vaccinated (Yes, 1), while other   2.5. Ethical consideration
            options were coded as unwilling (No, 0).
                                                               The implementer of the NIDS-CRAM survey has obtained
              The  primary  independent  variables  include  beliefs   ethics approval from the University of Cape Town
            about the risk of being infected (question G1), case   Commerce Ethics Committee to conduct the survey (REC
            familiarity (question G3), and respondent’s current health   2020/04/017).
            status (question G16). In the NIDS-CRAM questionnaire,
            these variables are captured in the following questions:   3. Results
            “Do you think you are likely to get the Coronavirus?”,   One-third of the respondents were aged 35 – 49 (Table 1).
            “Do you know anyone who has been diagnosed with the   The sample was also made up of more females (61.7%),
            Coronavirus?”, and “How would you describe your health   Blacks (86.5%), respondents without tertiary education
            at present? Would you say it is excellent, very good, good,   (62.1%),  single  individuals  (56.3%),  respondents  from
            fair, or poor?”, respectively. The three response options for   the KwaZulu Natal province (28.7%), and rural dwellers
            questions G1 and G3 are “do not know,” “no,” and “yes.”   (54.9%).  A  high  proportion  of  female  respondents  in
            The response options for question G16 are “excellent,”   the sample suggests that there were more females in the
            “very good,” “good,” “fair,” and “poor.” These were coded as   initial sample of the 2017 NIDS survey, and more females
            “fair” (0), “poor,” (1) and “good to excellent” (2).  constituted the majority among those available and willing
              Other explanatory variables employed from the dataset   to participate in the follow-up NIDS-CRAM survey in 2020.
            include age (A8), sex (Ba1), race (Ba2), educational status   Households with between 1 and 4 residents (47.5%) and
            (Ba4), marital status (Ba5), province of residence (Bb1),   without any occupant over the age of 60 (66.3%) were also
            place of residence (rural or urban) (Bb2), number of   in the majority. More than 53% of the population believed
            persons in residence (Bc1), number of people aged 60 and   that they were not at risk of contracting COVID-19, 35%
            above in a residence (Bc5), and mental health status of the   had experienced depression, 71.8% believed that their
            respondents (G20). Question G20 is phrased as “Over the   health  was  in  good  to  excellent  state,  and  31.6%  knew
            last 2  weeks, have you been feeling down, depressed or   someone suffering from COVID-19. Only 2.1% of the
            hopeless?”. The responses for this question were “not at all,”   population had been vaccinated but 76.3% were willing to
            “several days,” “more than half the days,” “nearly every day,”   be vaccinated if the vaccines were available.
            and “do not know.” Individuals who responded “not at all”   The willingness to get vaccinated was high among all
            were categorized as “not depressed/hopeless/down.”  the sociodemographic categories (63.5 – 83.4%), as shown
                                                               in the third column of Table 1. The lowest end of the range,
            2.4. Data analysis
                                                               however, was among the Whites (63.5%), those aged 18 –
            The sociodemographic characteristics of the respondents   24 (66.5%), those who had received no formal education
            were expressed in simple frequency, while the      (69.2%), and residents of the Northern Cape province


            Volume 10 Issue 1 (2024)                        70                         https://doi.org/10.36922/ijps.479
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