Building and using your
Database
Presenters
John Clark
Operations ManagerSusan Fisher
Operations CoordinatorStephanie
Oppenheimer
SUCCESS ConsultantAmy Wahlquist
Statistician Biostatistics and EpidemiologyAgenda
● Introduction
● Statistical considerations
● Importing of data
● Questions
● Graphical View and Stats
● Report Builder
● Questions
Some statistical considerations
● Things to think about
○ who is answering the questions/doing the data input ○ longitudinal vs. classic (and other options)
○ types of questions you want to ask ○ what information is PHI
○ how to make it easy to enter data and for analysis at the end
Who is entering the data
● Lots of options
○ Participant - directly into REDCap
○ Participant - (from paper) and then someone else entering the data
○ Study coordinator - directly into REDCap from participant visit (e.g., over the phone)
○ Study coordinator - from previously existing sources (charts, labs, old Excel files, etc)
● Method can impact what type of REDCap
database to create
Longitudinal vs. classic
● Same instruments/forms being used multiple
times per patient
● Certain types of data only being collected
one time
Another option
● Survey followed by longitudinal database (e.
g., screening a large number of participants
and only enrolling a select number)
Types of questions
● Validation is important!
● Validate as much data as possible
○ date/number/zip/email
○ minimums and maximums ○ number of decimals
○ drop down boxes/radio buttons
● How do you handle missing data?
○ leave blank
○ include option for "did not answer" or "no data available"
Protected Health Information (PHI)
● Mark identifiable information
○ MRN, name, dob, all dates
● Use Check for Identifiers Tool
● Exporting privileges
○ de-identified ○ all data
Make it easier on you and your
statistician
● Variable name considerations
○ scq1-scq40 vs. short description of question
● Think about outcomes/questions you want to
ask
● Think about how/when questions will be
asked
Importing of Data
● Consideration: Why?
○ Does it already live somewhere? ■ Excel or Access - probably
■ Existing DB system - probably not ○ At or near completion?
○ Does it just need to be analyzed? ■ Give data to your statistician ○ To provide access?
■ Emailing PHI a no-no ■ Filelocker.musc.edu ■ REDCap Send-It
Still want to import data?
Options
● MUSC
Enterprise Data Warehouse
○ DTS (Data Transfer Service)■ automated upload ■ adjudication required
■ fee-for-service - unique to each project ■ cleared through IRB
● Data Dump (CSV)
○ You already have the data from somewhere ○ Requested dump from warehouse
Importing data from data dump
● Understand your data structure
○ See source data first!
● Build data dictionary from variable names
○ online or excel
● Use data import template
Importing data from data dump
(Simple) Example
-
VIDEO
1. Download Data Import Template (rows)
2. Open source data file
3. Copy / Paste to Template
4. Upload your CSV file
Questions
● Limit to 5 minutes
Graphical View and Stats
● You've collected data - now what?
REDCap offers basic graphs and stats
■ Limited options, but gives overview of data ■ Allows for identification of missing data
■ Quick way to identify potentially incorrect data ○ Found under 'Applications'
Available Graphical Views
● View as either Pie or Bar Graph
Available Graphical Views
● Scatter Plots - Show
validated
numerical
data
○ Quickly see trends or common answers ○ Quickly notice outliers
Benefits of Graphical Views
● Quickly identify outliers
○ Determine potentially wrong data
■ Can click on data point to go to the record ■ Data can be verified and corrected if needed
Shortcomings of Graphical Views
● Graphs display all records in a project
○ Unable to drill down into a particular subset of records
● Only works for questions with predefined
choices or validated numbers
● Simple graphs
Available Stats Data
● Offers basic statistical analysis
○ Percentages
○ Mean, Median, Mode ○ Standard Deviation ○ Min and max
Using Graphs and Data
Graphs can be used elsewhere - in Word or
Powerpoint
○ There is no 'save' or 'export' option
○ Use screen shots to capture the graph for use elsewhere
■ Mac OS: 'Grab' application or Cmd-Shift-4 ■ Windows 7: Snipping Tool
Report Builder Summary
● Start from the end. Include reporting needs
in database design
● Consider:
○ Creating a field for selecting event name in longitudinal model
○ Creating a field for selecting date categories
● Sometimes it's best to export to Excel
● Need assistance?
○ [email protected] for questions
REDCap User Group
Proposal
● Once a month or more frequently
● User-on-user help
● Real examples and projects
● You set the agenda like today
● We host
● Suggestions and to join: [email protected]
● Survey to follow - please sign in
Thanks to...
● Aimee McRae-Clark for letting us use her
graphical views and stats
● Mary Mauldin for continuing to ask us to give
presentations
● Biostats and Amy Wahlquist for our first
collaborative presentation
● Bioengineering for allowing us to use this
great classroom