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#' AphA (Association of Professional Healthcare Analysts) CPD Survey Responses | ||
#' | ||
#' Full raw data from the AphA CPD Survey | ||
#' | ||
#' @source \url{https://www.aphanalysts.org/documents/cpd-survey-results-raw-data/} | ||
#' | ||
#' The survey of NHS and other healthcare data analysts was conducted in July | ||
#' 2022. The results data is made available in this package with the permission | ||
#' of AphA. | ||
#' | ||
#' @format This tidied raw data is available here as a tibble with 38 columns | ||
#' (blank or superfluous columns from the raw data were removed) and 237 rows | ||
#' (1 per respondent ID). | ||
#' | ||
#' Variables have been named using a "controlled language" approach informed | ||
#' by Emily Riederer's "Column Names as Contracts" | ||
#' \url{https://emilyriederer.netlify.app/post/column-name-contracts/}. | ||
#' | ||
#' \describe{ | ||
#' \item{*_id}{Columns ending in \code{"_id"} are numeric and represent a | ||
#' unique ID for that response.} | ||
#' \item{*_dttm}{Columns ending in \code{"_dttm"} are in datetime format.} | ||
#' \item{*_cat}{Columns ending in \code{"_cat"} contain categorical data, | ||
#' though in some cases this is mixed with free text responses and may | ||
#' require tidying if you need it to be strictly categorical/factor data.} | ||
#' \item{*_n}{Columns ending in \code{"_n"} are theoretically counts, but in | ||
#' this tibble they may be mixed with non-numeric values and so the columns | ||
#' are in character format.} | ||
#' \item{*_ind}{Columns ending in \code{"_ind"} are theoretically indicator | ||
#' values with 2 main value options (Yes/No). These are in character format, | ||
#' but should be convertible to 1/0 or TRUE/FALSE values, if desired, with | ||
#' minimal wrangling.} | ||
#' \item{*_txt}{Columns ending in \code{"_txt"} contain free text responses and | ||
#' are in character format.} | ||
#' } | ||
#' | ||
#' Multi-part questions have column name stubs with sequential letters. For | ||
#' example, \code{"q20a_"}, \code{"q20b_"} and so on. | ||
#' For formatting consistency, questions with a single part still have a | ||
#' column name stub with the letter a, for example \code{"q01a_"}. | ||
#' | ||
#' Original survey questions (lightly edited) are provided as variable labels | ||
#' using the \code{{labelled}} package | ||
#' \url{https://larmarange.github.io/labelled/}. | ||
#' These labels provide more descriptive context for the "clean" column names. | ||
#' Variable labels can be viewed using \code{labelled::get_variable_labels | ||
#' (apha_cpd_survey)}. | ||
#' | ||
#' | ||
#' Survey press release web page: \url{https://www.aphanalysts.org/ltnws/nhs-at-risk-of-losing-a-generation-of-data-analysts/} | ||
#' | ||
"apha_cpd_survey" |
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