Introduction
Health literacy and numeracy are linked to obesity and dietary behaviors. This study
investigates whether the effect of a workplace behavioral intervention to prevent
weight gain and improve diet differed by employee health literacy and numeracy.
Methods
ChooseWell 365 was an RCT of hospital employees testing a 12-month intervention using
nudges and feedback to promote healthier choices, building on existing cafeteria traffic
light labels (e.g., green=healthy, red=unhealthy). Health literacy and numeracy were
measured with the Newest Vital Sign (range=0−6) and General Numeracy Scale (range=0−3).
Mixed-effects linear models examined if intervention effects on cafeteria purchases,
diet quality (Healthy Eating Index 2015, range=0−100), and weight change over 24 months
differed by higher versus lower health literacy or numeracy. Data were collected in
2016–2020 and analyzed in 2020–2021.
Results
In 12 months, 510 participants completed the Newest Vital Sign and General Numerancy
Scale; 36.7% had Newest Vital Sign<6 (lower health literacy) and 31.6% had General
Numerancy Scale<2 (lower numeracy). Intervention participants increased healthy purchases
over 24 months compared with controls in both higher and lower health literacy and
numeracy groups. At 12 months, Healthy Eating Index 2015 scores increased in intervention
versus control participants with lower health literacy (5.5 points, 95% CI=1.51, 9.54)
but not in those with higher health literacy (p-interaction=0.040). BMI did not differ by health literacy or numeracy.
Conclusions
A behavioral intervention improved cafeteria food choices of hospital employees of
varying health literacy and numeracy levels and improved diet quality among employees
with lower health literacy, suggesting this group also improved food choices outside
of work.
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REFERENCES
- Health literacy and body mass index: a population-based study in a South-Eastern European country.J Public Health (Oxf). 2021; 43: 123-130https://doi.org/10.1093/pubmed/fdz103
- Inverse association between health literacy and obesity among children in Greece: a school-based, cross-sectional epidemiological study.Health Educ Behav. 2021; (In press. Online January 15)https://doi.org/10.1177/1090198120982944
- The role of health literacy in postpartum weight, diet, and physical activity.J Clin Med. 2020; 9: 2463https://doi.org/10.3390/jcm9082463
- Health literacy association with health behaviors and health care utilization in multiple sclerosis: a cross-sectional study.Interact J Med Res. 2014; 3: e3https://doi.org/10.2196/ijmr.2993
- Patient understanding of food labels: the role of literacy and numeracy.Am J Prev Med. 2006; 31 ([published correction appears in Am J Prev Med. 2017;52(4):554]): 391-398https://doi.org/10.1016/j.amepre.2006.07.025
- Low numeracy skills are associated with higher BMI.Obesity (Silver Spring). 2008; 16: 1966-1968https://doi.org/10.1038/oby.2008.294
- Quick assessment of literacy in primary care: the newest vital sign.Ann Fam Med. 2005; 3 ([published correction appears in Ann Fam Med. 2006;4(1):83]): 514-522https://doi.org/10.1370/afm.405
- The role of numeracy in understanding the benefit of screening mammography.Ann Intern Med. 1997; 127: 966-972https://doi.org/10.7326/0003-4819-127-11-199712010-00003
- Literacy, numeracy, and portion-size estimation skills.Am J Prev Med. 2009; 36: 324-328https://doi.org/10.1016/j.amepre.2008.11.012
- Health literacy and nutrition behaviors among low-income adults.J Health Care Poor Underserved. 2012; 23: 1082-1091https://doi.org/10.1353/hpu.2012.0113
- When reduced fat increases preference. How fat reduction in nutrition tables and numeracy skills affect food choices.Appetite. 2010; 55: 730-733https://doi.org/10.1016/j.appet.2010.09.001
- Associations of health literacy and menu-labeling usage with sugar-sweetened beverage intake among adults in Mississippi, 2016.Am J Health Promot. 2020; 34: 923-928https://doi.org/10.1177/0890117120927302
- Low health literacy and health outcomes: an updated systematic review.Ann Intern Med. 2011; 155: 97-107https://doi.org/10.7326/0003-4819-155-2-201107190-00005
- Functional health literacy and health-promoting behaviour in a national sample of British adults.J Epidemiol Community Health. 2007; 61: 1086-1090https://doi.org/10.1136/jech.2006.053967
- Demographic disparities in numeracy among emergency department patients: evidence from two multicenter studies.Patient Educ Couns. 2008; 72: 350-356https://doi.org/10.1016/j.pec.2008.03.012
- Traffic-light labels and choice architecture: promoting healthy food choices.Am J Prev Med. 2014; 46: 143-149https://doi.org/10.1016/j.amepre.2013.10.002
- A 2-phase labeling and choice architecture intervention to improve healthy food and beverage choices.Am J Public Health. 2012; 102 ([published correction appears in Am J Public Health. 2012;102(4):584]): 527-533https://doi.org/10.2105/AJPH.2011.300391
- Social norms and financial incentives to promote employees’ healthy food choices: a randomized controlled trial.Prev Med. 2016; 86: 12-18https://doi.org/10.1016/j.ypmed.2016.01.017
- Choice architecture to promote fruit and vegetable purchases by families participating in the Special Supplemental Program for Women, Infants, and Children (WIC): randomized corner store pilot study.Public Health Nutr. 2017; 20: 1297-1305https://doi.org/10.1017/S1368980016003074
- Calorie label formats: using numeric and traffic light calorie labels to reduce lunch calories.J Public Policy Mark. 2016; 35: 26-36https://doi.org/10.1509/jppm.14.112
- The application of traffic-light food labelling in a worksite canteen intervention in Taiwan.Public Health. 2017; 150: 17-25https://doi.org/10.1016/j.puhe.2017.04.005
- Food choices of minority and low-income employees: a cafeteria intervention.Am J Prev Med. 2012; 43: 240-248https://doi.org/10.1016/j.amepre.2012.05.004
- Using traffic light labels to improve food selection in recreation and sport facility eating environments.Appetite. 2015; 91: 329-335https://doi.org/10.1016/j.appet.2015.04.057
- Promoting healthy drink choices at school by means of assortment changes and traffic light coding: a field study.Food Qual Prefer. 2019; 71: 415-421https://doi.org/10.1016/j.foodqual.2018.08.016
- Calories purchased by hospital employees after implementation of a cafeteria traffic light-labeling and choice architecture program.JAMA Netw Open. 2019; 2e196789https://doi.org/10.1001/jamanetworkopen.2019.6789
- Nudging healthier choices in a hospital cafeteria: results from a field study.Health Promot Pract. 2018; 19: 925-934https://doi.org/10.1177/1524839917740119
- The impact of traffic light color-coding on food health perceptions and choice.J Exp Psychol Appl. 2015; 21: 255-275https://doi.org/10.1037/xap0000049
- A traffic-light label intervention and dietary choices in college cafeterias.Am J Public Health. 2016; 106: 1808-1814https://doi.org/10.2105/AJPH.2016.303301
- Impact of front-of-pack ‘traffic-light’ nutrition labelling on consumer food purchases in the UK.Health Promot Int. 2009; 24: 344-352https://doi.org/10.1093/heapro/dap032
- Healthful food decision making in response to traffic light color-coded nutrition labeling.J Public Policy Mark. 2014; 33: 65-77https://doi.org/10.1509/jppm.12.091
- Effects of different types of front-of-pack labelling information on the healthiness of food purchases-a randomised controlled trial.Nutrients. 2017; 9: 1284https://doi.org/10.3390/nu9121284
- Effects of interpretive nutrition labels on consumer food purchases: the Starlight randomized controlled trial.Am J Clin Nutr. 2017; 105: 695-704https://doi.org/10.3945/ajcn.116.144956
- Nutrition label viewing during a food-selection task: front-of-package labels vs nutrition facts labels.J Acad Nutr Diet. 2015; 115 ([published correction appears in J Acad Nutr Diet. 2015;115(12):2040]): 1636-1646https://doi.org/10.1016/j.jand.2015.02.019
- Traffic-light labels and financial incentives to reduce sugar-sweetened beverage purchases by low-income Latino families: a randomized controlled trial.Public Health Nutr. 2018; 21: 1426-1434https://doi.org/10.1017/S1368980018000319
- Design of ChooseWell 365: randomized controlled trial of an automated, personalized worksite intervention to promote healthy food choices and prevent weight gain.Contemp Clin Trials. 2018; 75: 78-86https://doi.org/10.1016/j.cct.2018.11.004
- Automated behavioral workplace intervention to prevent weight gain and improve diet: the ChooseWell 365 randomized clinical trial.JAMA Netw Open. 2021; 4e2112528https://doi.org/10.1001/jamanetworkopen.2021.12528
- Dietary guidelines for Americans.7th edition. U.S. Department of Agriculture, HHS, Washington, DC2010 (Accessed August 19, 2021)
- Comparison of brief health literacy screens in the emergency department.J Health Commun. 2015; 20: 539-545https://doi.org/10.1080/10810730.2014.999893
- Successful enrollment in Text4Baby more likely with higher health literacy.J Health Commun. 2012; 17 (suppl): 303-311https://doi.org/10.1080/10810730.2012.712618
- Perspective: the role of numeracy in health care.J Health Commun. 2008; 13: 583-595https://doi.org/10.1080/10810730802281791
- Change in health literacy over 2 years in older adults with diabetes.Diabetes Educ. 2013; 39: 638-646https://doi.org/10.1177/0145721713496871
- Does cohort matter in the association between education, health literacy and health in the USA?.Health Promot Int. 2017; 32: 16-24https://doi.org/10.1093/heapro/dat076
- Predictors of English health literacy among U.S. Hispanic immigrants: the importance of language, bilingualism and sociolinguistic environment.Lit Numer Stud. 2016; 24: 43-64https://doi.org/10.5130/lns.v24i1.4900
- Update of the healthy eating index: HEI-2015.J Acad Nutr Diet. 2018; 118 ([published correction appears in J Acad Nutr Diet. 2019;119(10):1759]): 1591-1602https://doi.org/10.1016/j.jand.2018.05.021
- The Automated Self-Administered 24-Hour dietary recall (ASA24): a resource for researchers, clinicians, and educators from the National Cancer Institute.J Acad Nutr Diet. 2012; 112: 1134-1137https://doi.org/10.1016/j.jand.2012.04.016
- Adherence to the Healthy Eating Index-2015 and other dietary patterns may reduce risk of cardiovascular disease, cardiovascular mortality, and all-cause mortality.J Nutr. 2020; 150: 312-321https://doi.org/10.1093/jn/nxz218
- Association of worksite food purchases and employees’ overall dietary quality and health.Am J Prev Med. 2019; 57: 87-94https://doi.org/10.1016/j.amepre.2019.02.020
- Weight gain over 6 years in young adults: the Study of Novel Approaches to Weight Gain Prevention Randomized Trial.Obesity (Silver Spring). 2020; 28: 80-88https://doi.org/10.1002/oby.22661
- Improving the design of nutrition labels to promote healthier food choices and reasonable portion sizes.Int J Obes (Lond). 2014; 38: S25-S33https://doi.org/10.1038/ijo.2014.86
- Emotional responses to multisensory environmental stimuli: a conceptual framework and literature review.SAGE Open. 2016; 6https://doi.org/10.1177/2158244016630591
Article Info
Publication History
Published online: March 10, 2022
Identification
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© 2022 American Journal of Preventive Medicine. Published by Elsevier Inc. All rights reserved.