apha_cpd_survey: AphA (Association of Professional Healthcare Analysts) CPD...

In nhs-r-community/NHSRdatasets: NHS and Healthcare-Related Data for Education and Training

AphA (Association of Professional Healthcare Analysts) CPD Survey Responses

Description

Full raw data from the AphA CPD Survey

Usage

apha_cpd_survey

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" https://emilyriederer.netlify.app/post/column-name-contracts/.

*_id

Columns ending in "_id" are numeric and represent a unique ID for that response.

*_dttm

Columns ending in "_dttm" are in datetime format.

*_cat

Columns ending in "_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.

*_n

Columns ending in "_n" are theoretically counts, but in this tibble they may be mixed with non-numeric values and so the columns are in character format.

*_ind

Columns ending in "_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.

*_txt

Columns ending in "_txt" contain free text responses and are in character format.

Multi-part questions have column name stubs with sequential letters. For example, "q20a_", "q20b_" and so on. For formatting consistency, questions with a single part still have a column name stub with the letter a, for example "q01a_".

Original survey questions (lightly edited) are provided as variable labels using the {labelled} package https://larmarange.github.io/labelled/. These labels provide more descriptive context for the "clean" column names. Variable labels can be viewed using labelled::get_variable_labels (apha_cpd_survey).

Survey press release web page: https://www.aphanalysts.org/ltnws/nhs-at-risk-of-losing-a-generation-of-data-analysts/

Source

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.

nhs-r-community/NHSRdatasets documentation built on Dec. 8, 2024, 10:04 p.m.