1. Adjustment for survey non-representativeness using record-linkage: refined estimates of alcohol consumption by deprivation in Scotland.
- Author
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Gorman, Emma, Leyland, Alastair H., McCartney, Gerry, Katikireddi, Srinivasa Vittal, Rutherford, Lisa, Graham, Lesley, Robinson, Mark, and Gray, Linsay
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HEALTH surveys , *PUBLIC health surveillance , *RESEARCH bias , *PUBLIC health , *ALCOHOL drinking , *PREVENTION , *ATTITUDE (Psychology) , *MEDICAL records , *MORTALITY , *SEX distribution , *SURVEYS , *DESCRIPTIVE statistics - Abstract
Background and aims Analytical approaches to addressing survey non-participation bias typically use only demographic information to improve estimates. We applied a novel methodology which uses health information from data linkage to adjust for non-representativeness. We illustrate the method by presenting adjusted alcohol consumption estimates for Scotland. Design Data on consenting respondents to the Scottish Health Surveys (SHeSs) 1995-2010 were linked confidentially to routinely collected hospital admission and mortality records. Synthetic observations representing non-respondents were created using general population data. Multiple imputation was performed to compute adjusted alcohol estimates given a range of assumptions about the missing data. Adjusted estimates of mean weekly consumption were additionally calibrated to per-capita alcohol sales data. Setting Scotland. Participants 13 936 male and 18 021 female respondents to the SHeSs 1995-2010, aged 20-64 years. Measurements Weekly alcohol consumption, non-, binge- and problem-drinking. Findings Initial adjustment for non-response resulted in estimates of mean weekly consumption that were elevated by up to 17.8% [26.5 units (18.6-34.4)] compared with corrections based solely on socio-demographic data [22.5 (17.7-27.3)]; other drinking behaviour estimates were little changed. Under more extreme assumptions the overall difference was up to 53%, and calibrating to sales estimates resulted in up to 88% difference. Increases were especially pronounced among males in deprived areas. Conclusions The use of routinely collected health data to reduce bias arising from survey non-response resulted in higher alcohol consumption estimates among working-age males in Scotland, with less impact for females. This new method of bias reduction can be generalized to other surveys to improve estimates of alternative harmful behaviours. [ABSTRACT FROM AUTHOR]
- Published
- 2017
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