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An important concern with the Census data is item nonresponse.
A further source of missing data is item nonresponse; hence, we conducted analyses using imputation.
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The item with the greatest frequency of missing data was item 15 ("do you think that most people are better off than you are") for both the cognitively impaired group and those with better cognitive functioning.
Dr. Kosinski acknowledged that data is not a physical item that is easy to control.
The differences between the account balance and the other source of financial data are reconciling items.
Of note, the highest rates of missing data were for items asking about family and carer issues.
The majority of missing data were from items concerning sexuality issues, with 7.9%-11%% of the answers to sexual functioning missing.
Every time you hear a warning beep, another item of data is recorded.
Missing admission item scores (<1.5% of the admission item data) were substituted with mean item scores if at least 80% of the questionnaire had been completed.
Although completeness of data is very high, the quality of some data items is sub-optimal.
Items that have subordinate aggregate data are called group items; those that do not are called elementary items.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com