data management panel melissa ives, gain coordinating center, chs; jennifer eckert, eat-red bank, nj...
TRANSCRIPT
Data Management Panel
Melissa Ives, GAIN Coordinating Center, CHS;
Jennifer Eckert, EAT-Red Bank, NJ
Gillian Leichtling, EAT-Portland, OR
Celica Mireles-ART, TCE, EAT, DC-Laredo, TX
Sara Becker & Christina Sanchez, EAT-Durham, NC
Goals …
a) Explain • What a Data Manager does• What happens to your data after it is collected from
the client until it is returned to your site as an SPSS file,
• Where to get more information or help
b) Present successful strategies sites are using to insure their data is at its best, and
c) Work together to develop strategies for sites to take home to improve their local data process.
The Plan…• Overview of Data Management: Melissa Ives• Presentations by site DMs
– Small site handling everything: • Jennifer Eckert (EAT-Red Bank)
– Agency with an external evaluator: • Gillian Leichtling (EAT-Portland)
– Agency with multiple study grants: • Celica Mireles (ART, TCE/HIV, EAT, DC-Laredo)
– University affiliation and New DM Transition: • Sara Becker and Christina Sanchez (EAT-Durham)
• Discussion and questions
Data Management Role
• Manages ABS on site: a) Assures that ABS data are uploaded to main ABS
Server,
b) Lookup table management,
c) User accounts, passwords management,
d) Assigns groups for HIPAA access to a case,
e) Has access to all cases in an ABS database.
• Assures GAIN Record Log (GRL) data and reports (FUL, TTL) are accurate and complete.
• Coordinates ABS User training.
Data Management Role
• Responsible for data integrity on site: Reviews data quality; assures that expected records have been entered.
• Liaison with CHS regarding all data submissions and edits.
a) Responsible for responding to data anomalies identified by GCC Data Team;
b) Exports, zips and passwords the data (GAIN, TxSI, GRL); posts the files to the FTP site (requires username/password available from CHS).
• Liaison with organization’s IT/MIS department and/or ABS administrator as applicable.
What happens to your data at CHS
• Site data files (ABS) are imported into SPSS for inspection and preliminary cleaning.
• Feedback to sites on ABS data is provided monthly using GAINEdits.xls.
• Cleaned datasets from each site are combined by project on a quarterly basis for transformation into raw, edited, analytic, and summary (SPSS) datasets available to sites.
• Data are checked for obvious problems.• Unexpected responses (age < 10, weight <50)
• Too many missing for CORE items
• Locally skipped items set to –3 through SPSS syntax if needed.
• Missing values are replaced if necessary.• -9s set to logical value (usually 0).• Scales & additional variables are computed.• Data are checked to be sure records received match
records expected.
Data Processing (What CHS does)
GAINEdits file: Why…?• The purposes of the GAINEdits file are:
a) to inform the site of questionable values and suggested changes and/or questions about exported ABS data so the site's data can be corrected, and
b) to inform CHS of the site's response to the questions and suggested edits so listings won't be sent repeatedly.
• We try to send only those edits that were not corrected per your site responses in the returned GAIN Edits file. If you have not added site responses and/or returned the GAIN Edits file, you will continue to receive the same edits repeatedly.
GAINEdits Sample
GAINEdits: What do I do…?
• Site Responses -- At the site, you need to:– determine if our suggestions are correct or determine what
changes are needed (for yellow-highlighted cells or if the suggestion is not correct), then
– MAKE these changes in ABS, and – indicate in the 'Site Response' column what changes were
made. This can be as simple as "OK", or "No-change to _(fill it in)_" or more detailed if necessary.
– Once the edits have been made and the GAINEdits file updated, please save the GAINEdits file with a new name—by adding one word (e.g. "GAINedits_##_0306reply.xls“).
– Post the Excel file to the FTP site at ftp://data.chestnut.org. (and notify [email protected])
HorizontalVertical
GAIN-I GAIN-M90Raw Data files from ATM Sites
Edited Data files
•Check and clean data
•Use only consistency codes
•Replace missing values where needed
Analytic Data files
•Replace -9s with logical 0 values
•Create scales
•Create other computed variables
Summary Data filesScales, Days, other computed and linkage variables only
GAIN-I
3 Month
6 Month
9 Month
12 Month
GAIN-I3 Month
6 Month
9 Month
12 Month
GAIN-M90
GAIN-M90
Core Data Processing and Cleaning Steps
DM Training and Support (1)• New Data Managers will receive support and
training through a Data Manager call with the GCC Data Team to insure the procedures and documentation are locally available and understood and to answer any questions. (any DM may request a call at any time)
• Specific details on local data submission are determined by the site in coordination with the GCC Data Team.
• ABS training is provided at GAIN Trainings. ABS Site Management and ABS User manuals are provided at GAIN Trainings or by request.
Data Manager Call Topics
• Is DM also ABS Admin?• Is there a separate evaluator? Is PI at the site?
What is communication with PI/Site/Evaluator like?
• Is DSA completed to allow submission of data?• Is ABS installed? Are there any questions?• Can DM access APSS site? • Has DM accessed APSS site?
Data Manager Call Topics
• Does DM have/has DM read:• GRL Memo
• GRL FAQs
• TxSI Instructions/FAQs
• Multisite Collaboration Guidelines (PI needs to have read these too)
• Data Submission Memo
• Has DM accessed FTP Common site? • Follow-up windows and expectations?
• Definition of XCHK is entered?
Data Manager Call Topics• Data submission issues
– Data Submission password?– Current GRL? GRL update process? Where to save the
current GRL?– Use of the GPRA tool and the GPRA website?– Is WinZip installed at the site? What version?– Does DM have FTP site password?
• Has DM tried to access FTP site, does DM know to– Remove files we post?– Names other than our standard names for files when they
post? (GRL.zip, GAINEdits_##_mmyy.xls, gain_mmyy_anal.zip)
• Documentation for Data Managers is provided on the APSS website and/or the FTP Common site.– Data Submission Memo– GRL Memo, GRL FAQs, GRL Sample– Follow-up windows graphic– Definition of XCHK– Commonly misspelled drug names– SPSS instructions, syntax and .tpf files– Meeting Minutes and Reports– Instruments, instructions and manuals– GI Scales and Variables (a.k.a. Electronic Encyclopedia)
DM Training and Support (2)
FTP Common Site
Follow-up Windows Graphic
Instructions to read ABS Export into
SPSS
SPSS Syntax to create
GAIN-I scales
Definition of XCHK
Misspelled Drug Names
Adolescent Job codes for V5b
GRL Memo and GRL FAQs
Description of Files
SPSS Template file
to read in exported data
Includes a copy of the GAIN-I Scales and Variables file
• E-mail support for questions– Data submission, GRL or SPSS/Analyses
– ABS functioning• [email protected]
– GAIN instrument or Quality Assurance• [email protected]
DM Training and Support (3)
Site Presentations
1. Small site handling everything: •Jennifer Eckert (EAT-Red Bank)
2. Agency with an external evaluator: •Gillian Leichtling (EAT-Portland)
3. Agency with multiple study grants: •Celica Mireles (ART,TCE/HIV, EAT2, DC-Laredo)
4. University affiliation and New DM transition: •Sarah Becker and Christina Sanchez (EAT-Durham)
Keys to Great Data Management
10. Know the local data flow and expectations.9. Use a local tracking system to manage data flow—KEEP
GOOD CHARTS and RECORDS!
6. Take breaks, eat lunch, know when to step away!
8. Make sure you have the current versions of everything.
4. Provide adequate and ongoing staff training
1. Organize, Organize, Organize!
2. COMMUNICATE with each other and with CHS! Ask questions!
5. Make data corrections monthly (GAINEdits) and use information to guide training.
3. Check and double check data (Validity Report, dates, client lists) frequently.
7. Make use of available documentation and resources.
• http://www.chestnut.org/LI/Posters/index.html
• Melissa Ives: [email protected]
• 1) Jennifer Eckert: [email protected]
• 2) Gillian Leichtling: [email protected]
• 3) Celica Mireles: [email protected]
• 4) Sara Becker: [email protected]
• 4) Christina Sanchez: [email protected]
Presentation URL and Contacts