Research Data Management
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1 Impactful Biomedical Research: Achieving Quality and Transparency Research Data Management Laure Perrier Research Data Management Librarian June 10, 2016
2 Objectives To describe the current issues facing researchers with regards to research data management To outline strategies for researchers to meet current challenges To provide examples of meaningful support related to research data management 2
3 Current Issues Drivers for research data management Research funder policies: Encourage or mandate creating data management plans, deposit data in repositories Journals: Require datasets to be published or made accessible (BMJ, PLOS) 3
4 Current Issues Drivers for research data management Recent activity, International Committee of Medical Journal Editors: Sharing Clinical Trial Data (January 2016) 4
5 Current Issues Current Obligations CIHR bioinformatics, atomic, and molecular coordinate data retain original datasets (all data) for a minimum of 5 years after the end of the grant 5
6 Current Issues Future Directions CIHR Draft Tri-Agency Statement on Digital Data Management Data management planning Preservation, retention, and sharing 6
7 Current Issues 7
8 Current Issues Why keep data / make data available? Find and understand data when needed Validate results Ensure research is visible and has impact Get credit when others cite work Avoid unnecessary duplication 8
9 Current Issues 64 RCTs (oldest at top) Positive findings: aprotinin more effective than comparative treatment ~4,000 participants recruited without need Source: Fergusson D, Glass KC, Hutton B, Shapiro S. Randomized controlled trials of aprotinin in cardiac surgery: could clinical equipoise have stopped the bleeding? Clin Trials. 2005;2(3): Dec Mar Apr Sep Sep Dec Jun Sep Dec Apr Jun Jun Jun Nov Dec Jan Jul Aug Dec Jan Feb Feb Feb Apr Jul Aug Aug Oct Oct Dec Dec Feb Feb Feb Apr Jun Jun Sep Oct Oct Oct May Jul Aug Aug Oct Dec Jan Jan Aug Sep Dec Oct Oct Nov Aug Sep Mar Dec Dec Jan Sep Sep Jan-02 9
10 Strategies 4 KEY STRATEGIES Make a Plan Create a System Secure Your Data Open File Formats 10
11 Strategies 4 KEY STRATEGIES Make a Plan Create a System Secure Your Data Open File Formats 11
12 Strategies: Make A Plan Data Management Plan Type of data produced Documentation (metadata) Security, storage, management, and backup of data Archiving and preservation Sharing and re-use Make a Plan 12
13 Strategies: Make A Plan Make a Plan
14 Strategies: Make A Plan Make a Plan 14
15 Strategies: Make A Plan Tools available for drafting plans Make a Plan DMP Assistant: portagenetwork.ca DMP Online: dmponline.dcc.ac.uk DMP Tool: dmptool.org 15
16 Strategies: Make A Plan Sample Data Management Plans Make a Plan Generic examples (UNC: The Odum Institute) d=570 16
17 Strategies 4 KEY STRATEGIES Make a Plan Create a System Secure Your Data Open File Formats 17
18 Strategies: Create a System Create a System 18
19 Strategies: Create a System Folders: hierarchy Project Name Create a System Surveys Data Analysis Poster Paper Instrument 1 Raw Instrument 2 Processed 19
20 Strategies: Create a System Folders: hierarchy May need to list which files belong in which folders Create a System 20
21 Strategies: Create a System Folders: piling Create a System Study Poster Paper 21
22 Strategies: Create a System Folders: piling Less hierarchy = file names need more detail Create a System 22
23 Strategies: Create a System Naming Files: Best practices Avoid special characters (#$%) Capitals or underscores (FileName.xxx) Date (ISO): YYYYMMDD Version information Create a System 23
24 Strategies: Create a System Create a System Project name Standardized date format Description of file content Team member identifier Project_YYYYMMDD_ContentDescription_Initials.ext Underscore File extension 24
25 Strategies: Create a System Naming Files: Use meaningful names Project/experiment name or acronym Location/spatial coordinates Researcher name/initials Date or date range of experiment Type of data Create a System 25
26 Strategies: Create a System Documentation (metadata): Describes your data set Create a System Data documentation (metadata) helps you understand data in detail Helps other researchers find, use, properly cite your data 26
27 Strategies: Create a System Documentation (metadata): Title Creator Dates Subject Funders Rights Language Location Methodology etc.. Create a System 27
28 Strategies: Create a System Documentation (metadata): Many standards for specific research disciplines Digital Curation Centre: Create a System 28
29 Strategies 4 KEY STRATEGIES Make a Plan Create a System Secure Your Data Open File Formats 29
30 Strategies: Secure Your Data Secure Your Data 30
31 Strategies: Secure Your Data Rule: 3 copies of your data 2 different locations More than 1 type of storage hardware Secure Your Data 31
32 Strategies 4 KEY STRATEGIES Make a Plan Create a System Secure Your Data Open File Formats 32
33 Strategies: Open File Formats Data needs to be: Readable Accessible Understandable Open File Formats 33
34 Strategies: Open File Formats Data needs to be Readable Use non-proprietary formats Open File Formats Yes.txt.csv M4a (MPEG-4).tif XML No.docx (Word).xlsx (Excel).mov (Quicktime).gif or.jpg (images) RDBMS 34
35 Strategies: Open File Formats Data needs to be Accessible Move data to new media Average life span ~3-5 years Open File Formats If no open file format: Preserve software 35
36 Strategies: Open File Formats Data needs to be Understandable Data must include notes Include details Others should be able to understand it Open File Formats 36
37 Strategies: Open File Formats Data needs to be Understandable Example: Data Dictionary (quantitative) Open File Formats Variable Variable Name Variable Type Variable Width Values / Notes Participant ID Number Date of Birth ID Numeric DOB YYYY/MM/DD /1-12/1-31 Status STAT Numeric 1 1 = alive 2 = deceased Hemoglobin HB Numeric Urinary Iodine UI Numeric
38 Strategies: Open File Formats Data needs to be Understandable Example: Data Dictionary (qualitative) Open File Formats Code Code Name Explanation Clarity CLA Coherence of components Structure STR Arrangement between component parts Navigation NAV Accurately ascertaining position and planning for movement through information Saliency SAL Quality by which item stands out in relation to its neighbours Flow FLO Moving along in a logical, steady manner 38
39 Strategies: Open File Formats Data repositories Secure, long-term place for research data Often can impose appropriate access restrictions and /or embargoes Open File Formats 39
40 Strategies: Open File Formats Data repositories at UToronto Dataverse TSpace Collections UofT (beta) Open File Formats 40
41 Strategies: Open File Formats Data repositories Subject-specific Open File Formats Registry of Research Data Repositories (see: Browse) 41
42 Finally UToronto onesearch.library.utoronto.ca/researchdata 42
43 Questions? Laure Perrier 43
44 Impactful Biomedical Research: Achieving Quality and Transparency Research Data Management Laure Perrier Research Data Management Librarian June 10, 2016
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