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. 2025 May 28;25:1973. doi: 10.1186/s12889-025-23238-6

Table 3.

Bivariate & multivariable regression analysis of factors associated with overweight/obesity

Urban [95% of CI] Rural [95% of CI]
Explanatory variables COR AOR COR AOR
Age (years)
20–24 Ref. Ref. Ref. Ref.
25–29 2.19 [1.19–4.03]* 1.55 [0.84–2.89] 2.91[1.38–6.13]** 2.13 [1.07–4.25]*
30–34 4.07 [2.32–7.13]*** 2.56 [1.37–4.79]** 2.66[1.41–5.04]** 1.32 [0.67–2.63]
35–39 5.23 [3.1–8.83]*** 2.86 [1.54–5.3]** 4.5[2.33–8.69]*** 2.13 [1.04–4.39]*
40–44 5.05 [3.16–8.07]*** 2.80 [1.56–5.03]** 4.01[1.92–8.4]*** 1.99 [0.89–4.47]
45–49 7.86 [4.35–14.18]*** 4.47 [2.20–9.07]*** 5.9[3.15–11.07]*** 3.09 [1.58–6.05]**
Educational level
No formal education Ref. Ref. Ref. Ref.
Primary 0.64 [0.31–1.29] 0.56 [0.25–1.21] 1.40[0.85–2.31] 1.04 [0.61–1.78]
Secondary 1.05 [0.62–1.78] 0.64 [0.38–1.09] 1.71[1.09–2.68]* 1.05 [0.64–1.74]
Tertiary 1.50 [0.84–2.67] 0.74 [0.41–1.34] 3.11[1.86–5.2]*** 1.25 [0.7–2.24]
Occupation
No occupation Ref. Ref. Ref. Ref.

Professional/technical/

Managerial

3.64 [1.93–6.87]*** 0.97[0.31–3.01] 1.93[0.84–4.42] 0.59 [0.12–2.97]
Agriculture 1.54 [0.58–4.05] 0.80 [0.2–3.20] 0.43[0.15–1.18] 0.18 [0.03–1.03]
Manual/other 3.56 [1.94–6.56]*** 1.08 [0.35–3.36] 2.12[0.85–5.28] 0.62 [0.12–3.19]
Currently working
No Ref. Ref. Ref. Ref.
Yes 3.31 [2-5.45]*** 1.66 [0.64–4.34] 1.75[0.86–3.58] 1.37 [0.35–5.39]
Marital status
Never in union Ref Ref. Ref Ref.
Currently in union 2.87 [2.07–3.98]*** 1.51 [0.99–2.31] 3.32[2.22–4.96]*** 3.15 [1.81–5.47]***
Cohabiting 1.55 [0.97–2.47] 1.15 [0.7–1.90] 2.14[1.13–4.06]* 1.76 [0.93–3.3]
Previously in union 1.62 [0.88–2.97] 1.08 [0.57–2.02] 3.67[1.88–7.18]*** 3.72 [1.70–8.13]*
Region
Coastal Ref. Ref. Ref. Ref.
Forest 0.59 [0.43–0.81]** 0.79 [0.56–1.11] 0.86[0.61–1.22] 1.27 [0.86–1.87]
Savannah 0.52 [0.38–0.7]*** 0.93 [0.63–1.36] 0.52[0.35–0.78]** 1.28 [0.77–2.12]
Number of household members
< 5 Ref. Ref Ref.
> 5 0.86 [0.65–1.15] 1.0 [-] 0.77[0.58–1.03] 0.96 [0.68–1.34]
Wealth index
Poorest Ref Ref. Ref Ref.
Poorer 2.50 [0.74–8.47] 2.88 [0.79–10.48] 2.17[1.37–3.43]** 1.89 [1.2–2.98]**
Middle 2.68 [0.87–8.32] 3.53 [1.07–11.61]* 2.74[1.67–4.48]*** 2.41 [1.39–4.18]**
Richer 8.81 [2.98–26.02]*** 10.40 [3.27–33.04]*** 3.78[2.24–6.39]*** 3.75 [2.03–6.92]***
Richest 14.93 [5.06–44.03]*** 17.37 [5.41–55.83]*** 5.75[3.47–9.54]*** 5.35 [2.76–10.34]***
Currently smokes tobacco
No Ref Ref
Yes 0.96 [0.47–1.95] 1.0 [-] 0.31[0.13–0.74]** 0.33 [0.13–0.86]*
Alcohol use (in the past month)
No Ref. Ref. Ref. Ref.
Yes 1.6 [1.22–2.09]** 1.49 [1.09–2.04]* 1.29[0.94–1.78] 1.23 [0.88–1.72]
Media exposure
No Ref. Ref Ref.
Yes 1.38 [0.95–2.01] 1 [-] 1.88[1.3–2.72]** 1.26 [0.82–1.93]

95% confidence intervals in brackets; p < 0.05*, p < 0.01**, p < 0.001 ***; COR (Crude Odds Ratio), AOR (Adjusted Odds Ratio), CI Confidence Interval; 1[1.00,1.00] = Ref (Reference category)