CLiREN-LMS
Data Cleaning and Preparation in R

The Purpose of Data Cleaning and Preparation

Concept Check Cards

30-45 minutes Applied Step 15 of 23
Flip Cards

Concept Check Cards

15 / 23
Flip Cards

Concept Check Cards

Raw data

The unmodified export or file received from the source system.

Cleaning

Identifying, investigating, documenting, and resolving data quality issues.

Preparation

Structuring, transforming, and documenting data so it can be reviewed, reported, analyzed, archived, or shared.

Query output

A listing of records that need site, investigator, monitor, or data manager review.

Traceability

The ability to connect outputs back to raw inputs, scripts, rules, and decisions.