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. 2023 Jun 21;7(6):igad058. doi: 10.1093/geroni/igad058

Table 2.

Adjusted Odds Ratios for the Association Between Education, Income, Resilience, and Endorsement of a Positive Change (Weighted)

Variable Unadjusted models Model 1-educationa Model 2-incomeb Model 3-resiliancec Model 4-final modeld
OR (95% CI) OR (95% CI) OR (95% CI) OR (95% CI) OR (95% CI)
Educational attainment p trend < .001 p trend < .001 p trend < .001
 No HS diploma Reference Reference Reference
 HS diploma/GED 1.58 (0.95, 2.63) 1.72 (0.96, 3.05) 1.73 (0.88, 3.39)
 Associates/vocational 2.43 (1.52, 3.90)*** 2.53 (1.45, 4.40)** 2.62 (1.34, 5.10)**
 Bachelors/graduate 4.32 (2.68, 6.96)*** 4.95 (2.81, 8.74)*** 4.74 (2.42, 9.27)***
Household incomee p trend < .001 p trend < .001 p trend = .84
 <25,000 Reference Reference Reference
 25,000–49,999 1.18 (0.86, 1.63) 1.18 (0.83, 1.70) 0.90 (0.59, 1.37)
 50,000–99,999 1.16 (0.85, 1.59) 1.17 (0.82, 1.68) 0.78 (0.52, 1.18)
 ≥100,000 2.09 (1.50, 2.92)*** 2.01 (1.38, 2.93)*** 1.03 (0.67, 1.59)
Resilience scoref 1.05 (0.99, 1.11) 1.07 (1.01, 1.14)* 1.05 (0.98, 1.11)
Age (continuous) 0.97 (0.96, 0.98)*** 0.98 (0.96, 0.99)** 0.98 (0.97, 0.99)* 0.98 (0.96, 0.99)** 0.98 (0.96, 0.99)*
Gender
 Female Reference Reference Reference Reference Reference
 Male 0.68 (0.55, 0.82) 0.61 (0.48, 0.76)*** 0.61 (0.48, 0.77)*** 0.65 (0.52, 0.82)*** 0.58 (0.45, 0.74)***
Race/ethnicity
 NH White Reference Reference Reference Reference Reference
 Hispanic/Latinx 0.84 (0.57, 1.23) 0.94 (0.65, 1.37) 0.81 (0.55, 1.20) 0.80 (0.53, 1.21) 1.01 (0.66, 1.55)
 NH Blackg 2.01 (1.4, 2.81)*** 2.36 (1.70, 3.27)*** 2.21 (1.59, 3.07)** 2.10 (1.43, 3.06)*** 2.50 (1.73, 3.60)***
 NH Otherh 1.73 (0.93, 3.22) 1.42 (0.70, 2.90) 1.66 (0.80, 3.46) 1.60 (0.74, 3.44) 1.47 (0.63, 3.44)
Marital status
 Married Reference Reference Reference Reference Reference
 Living with partner 0.72 (0.42, 1.24) 0.67 (0.38, 1.17) 0.71 (0.41, 1.21) 0.44 (0.21, 0.94)* 0.50 (0.24, 1.08)
 Never married 0.84 (0.56, 1.27) 0.62 (0.38, 1.01) 0.72 (0.43, 1.19) 0.70 (0.41, 1.20) 0.61 (0.34, 1.08)
 Separated/divorced 0.83 (0.59, 1.16) 0.66 (0.44, 1.01) 0.78 (0.50, 1.21) 0.60 (0.39, 0.93)* 0.68 (0.43, 1.06)
 Widowed 0.71 (0.51, 0.98)* 0.92 (0.60, 1.41) 0.84 (0.55, 1.28) 0.87 (0.58, 1.29) 0.96 (0.61, 1.50)
Work affected by COVID-19i
 Not in work force Reference Reference Reference Reference Reference
 No 1.12 (0.84, 1.51) 1.02 (0.77, 1.38) 0.94 (0.71, 1.25) 0.95 (0.68, 1.32) 0.97 (0.69, 1.35)
 Yes 1.92 (1.55, 2.34) 1.31 (1.01, 1.70)* 1.3 (0.99, 1.68) 1.52 (1.17, 1.98)** 1.3 (0.95, 1.66)
COVID disruption scorej 1.12 (0.96, 1.30) 1.15 (0.95, 1.39) 1.1 (0.93, 1.39) 1.14 (0.92, 1.41) 1.1 (0.92, 1.37)

Notes: GED = General Education Development; HS = high school; NH = non-Hispanic.

aModel 1 is the main effect of education adjusted for age, sex, race/ethnicity, education, marital status, and COVID disruption score.

bModel 2 is the main effect of household income adjusted for age, sex, race/ethnicity, education, marital status, and COVID disruption score.

cModel 3 is the main effect of resilience adjusted for age, sex, race/ethnicity, education, marital status, and COVID disruption score.

dModel 4 is the full model containing education, household income, and resilience adjusted for age, sex, race/ethnicity, education, marital status, and COVID disruption score.

eHousehold income was derived from unfolding brackets; those responding, “don’t know/refused” were asked the specific income question, “Would you say the income of your household was more or less than $50,000? Those responding less were asked, “Would you say the income of your household is more than $25,000 or less than $25,000?” and those responding more were, “Would you say the income of your household is more than $100,000 or less than $100,000?”

fResilience score was calculated from the 4-item trait resilience measure. Responses were summed to create a total resilience score ranging from 0 to 12, with higher scores representing greater resilience.

gNational Social Life, Heath, and Aging Project’s race question did not distinguish between African American and Black.

h Races categorized as Other were those who responded Native American/Alaskan Native (0.74%), Asian/Pacific Islander (2.0%), and Other (7.6%).

iRespondents were asked “Has your work been affected by the COVID-19 pandemic?” “Not working” capture those who were not working when the pandemic started.

jThe COVID disruption score was calculated by summing five dichotomous items: living alone, COVID-19-related deaths among friends/family, residential relocation of self, others moving in due to the pandemic, and pandemic effect on income. The disruption score ranged from 0 to 5, with higher scores representing greater disruption.

*p < .05. **p < .01. ***p < .001.