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. Author manuscript; available in PMC: 2024 Feb 1.
Published in final edited form as: Obesity (Silver Spring). 2022 Dec 12;31(2):553–564. doi: 10.1002/oby.23634

Table 1.

Operational Definition of Measured Variables

DEPENDENT VARIABLES Operational Definition of Variables
1. Physical activity: This variable indicates whether respondents met the 2018 physical activity guidelines for aerobic activity. Inactive: no activity; Insufficiently active: <150 min/week; Sufficiently active: 150+ min/week ○ Inactive/Insufficiently active [0]
○ Sufficiently active [1] §
2. Frequency of walking near home: How often does the walking you reported earlier take place near home? ○ Never/Some of the time [0]
○ Most of the time/Almost always [1] §
3. Body mass index: Continuous variables ○ BMI was created from height and weight values. BMI was calculated using the formula: BMI = kilograms/meters2 where 1 kilogram = 2.20462 pounds and 1 meter = 39.37008 inches.
EXPOSURE
Perceived walkability is a sum of eight dichotomous variables (Continuous) ○ 0–8
 1. Where you live, are there roads, sidewalks, paths, or trails where you can walk? ○ No [0]
○ Yes [1]
 2. Are there shops, stores, or markets that you can walk to? ○ No [0]
○ Yes [1]
 3. Are there bus or transit stops that you can walk to? ○ No [0]
○ Yes [1]
 4. Are there places like movies, libraries, or places of worship that you can walk to? ○ No [0]
○ Yes [1]
 5. Are there places that you can walk to that help you relax, clear your mind, and reduce stress? ○ No [0]
○ Yes [1]
 6. Where you live, do most streets have sidewalks? ○ No [0]
○ Yes [1]
 7. Does traffic make it unsafe for you to walk? Reverse coded ○ No [0]
○ Yes [1]
 8. Does crime make it unsafe for you to walk? Reverse coded ○ No [0]
○ Yes [1]
Perceived walkability (Categorical)
Low ○ Scores of 0–2
Medium ○ Scores of 3–5
High ○ Scores of 6–8
INDEPENDENT VARIABLES
Age in years   Continuous (50–85+)
Biological sex ○ Male [0] §Female [1]
Race/Ethnicity ○ Non-Hispanic White [0] § Racial/Ethnic minorities (Non-Hispanic Black, Non-Hispanic Asian, Non-Hispanic American Indian/Alaska Native, Non-Hispanic other race, Hispanic)
Marital status ○ Single/Widowed/Separated [0]
○ Married/Partnered [1] §
Education level ○ < Bachelor’s degree [0] §
○ ≥ Bachelor’s degree [1]
Urban-rural classification ○ Large central metro [1] §
○ Large fringe metro [2]
○ Medium and small metro [3]
○ Non-metropolitan [4]
Region ○ Northeast [1] §
○ Midwest [2]
○ South [3]
○ West [4]
Employment status ○ Not employed last week or the past year/never [0] §
○ Employed last week or the past year [1]
Federal poverty level †† ○ <=138 % [1] §
○ >138–250 % [2]
○ >250–400 % [3]
○ >400 % [4]
Total chronic diseases: Respondents answered “Yes” to having any of these diseases Obesity, hypertension, type 2 diabetes, asthma, arthritis, COPD, hepatitis, coronary heart diseases, stroke, heart attack, angina, dementia, cirrhosis, kidney failure
Self-reported health status ○ Excellent [1] § Very good [2]
○ Good [3]
○ Fair/Poor [4]

Source: National Health Interview Survey (NHIS, 2020). National Center for Health Statistics (NCHS) – Centers for Disease Control and Prevention.

Note: Responses “Refused,” “Not ascertained,” “Don’t know” to all the factors questions were recoded as missing.

††

The Federal poverty level was derived from the ratio of family income to the poverty threshold.

§

Chosen as reference category in regression analysis.