SlideShare a Scribd company logo
1 of 39
Collaborative data
management using OSF
Tobin Magle
Data Management Specialist
Morgan Library
12-07-2016
http://www.slideshare.net/CTobinMagle/collaborative-data-management-using-osf
Outline
• Intro to data management services
• What is data management?
• Why should I care?
• Data Management Planning
• Collaboration tool: Open Science Framework
My Background: molecular microbiology
(1) CT Magle et al Infect Immun. 2014 Feb;82(2):618-25. doi: 10.1128/IAI.00444-13. Epub 2013 Nov 25.
(2) Sun W, Tanaka TQ, Magle CT, et al.. Sci Rep. 2014 Jan 17;4:3743. doi: 10.1038/srep03743.
Workshops
One on one meetings
• How do I write a DMP?
• How do I organize my data?
• How do I clean and format my data?
• How do I automate my analyses?
• How do I get my data ready to share?
Data archiving service
• CSU Digital Repository
• Over 100 Datasets
• Satisfy requirements for
manuscripts and grants
• At no cost <1 TB
• $150/TB for 5 years
• $300/TB for >5 years
Data Management Services
https://lib.colostate.edu/services/data-management
What is data
management?
The policies, practices and procedures needed to
manage the storage, access and preservation of data
produced from a research project
data management != data sharing
Collaboration
Why should I care?
• Good for research integrity
• Good for you
• Public good
• Collaboration is hard
Full lecture by Keith Baggerly, Bioinformatician
(University of Texas, MD Anderson Cancer Center)
https://www.youtube.com/watch?v=7gYIs7uYbMo
http://www.nytimes.com/2011/07/08/health/research/08genes.html
Where does data management
fit into research?
Throughout the whole research cycle
Hypothesis
The research cycle
Hypothesis
Experimental
design
The research cycle
Hypothesis Data
Experimental
design
The research cycle
Hypothesis Data
Experimental
design
Results
The research cycle
Hypothesis Data
Experimental
design
ResultsArticle
The research cycle
Hypothesis Data
Experimental
design
ResultsArticle
The research cycle
Hypothesis Data
Experimental
design
ResultsArticle
Data
Management
Plans
The research cycle
Hypothesis
Raw
data
Experimental
design
Tidy
Data
ResultsArticle
Data
Management
Plans
Cleaning
Analysis
The research cycle
Hypothesis
Raw
data
Experimental
design
Tidy
Data
ResultsArticle
Data
Management
Plans
Cleaning
Sharing
Analysis
Open Data
Closed
Data
Archiving
The research cycle
Hypothesis
Raw
data
Experimental
design
Tidy
Data
ResultsArticle
Data
Management
Plans
Cleaning
Sharing
Analysis
Open Data
Code Reproducible
Research
Closed
Data
Archiving
The research cycle
Hypothesis
Raw
data
Experimental
design
Tidy
Data
ResultsArticle
Data
Management
Plans
Cleaning
Sharing
Analysis
Open Data
Code Reproducible
Research
Reuse
Closed
Data
Archiving
The research cycle
Hypothesis
Raw
data
Experimental
design
Tidy
Data
ResultsArticle
Data
Management
Plans
Cleaning
Sharing
Analysis
Open Data
Code Reproducible
ResearchReuse
Closed
Data
Archiving
The research cycle
Version
Control
Metadata
Collaboration
What is a data management plan?
• A description of how you plan
to describe, preserve and
share your research data.
• Often required by funders
• Collaboration takes extra planning
Successful DMPs include
• A data inventory
• A strategy for describing the data
• A plan for preserving the data
• A method for access to the data
http://help.osf.io/m/60347/l/618674-creating-a-data-management-plan-dmp
Successful collaborative DMPs include
• A data inventory
• A strategy for describing the data
• A plan for preserving the data
• A method for access to the data
http://help.osf.io/m/60347/l/618674-creating-a-data-management-plan-dmp
https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3143734
• Assigned Roles
• Shared work space
• Context
• Version control
Shared workspace: OSF
• Components
• Add-ons
• Contributors
• Wiki
http://help.osf.io/m/collaborating/l/524109-using-the-wiki http://www.slideshare.net/DuraSpace/121014-
slides-roadmap-to-the-future-of-share
Organization rules
• Be consistent
• One directory per project
• Separate subdirectories for
• Raw data
• Processed data
• Code
• Output
• Make raw data read-only
• Make README files
http://help.osf.io/m/60347/l/611391-organizing-files
Components
• “Subprojects”
• Separate privacy settings,
contributors, wiki, add-ons, and
files.
• Examples:
• Different projects:
https://osf.io/82fba/
• Clinical: https://osf.io/gq4mz/
• Mix: https://osf.io/ezcuj/
• File types: https://osf.io/if7ug/
• Manuscript sections:
https://osf.io/zmja2/
Demo: add files and
components
Add ons
OSF
OpenSesame
Soon
OSF
29 grants to develop open tools and services: https://cos.io/pr/2015-09-24/
Demo: Link add ons
Context: Wiki
• Evolves during project
• Describe the project
• Goals
• Progress report
• Code book:
• ID systems (for records)
• Variable systems
Contributors
• Control who can see what
• Administrator
• Read/Write
• Read only
• Separate for each component
Demo: Add contributor
Version control
• Who did what when?
• Native in OSF
• Git Integration
• One file name,
many versions
Demo: version history
Need help?
• Email: tobin.magle@colostate.edu
• DMPTool: http://dmptool.org/
• OSF: https://osf.io/
• Data Management Services website:
http://lib.colostate.edu/services/data-management
• Slides: http://www.slideshare.net/CTobinMagle/collaborative-data-
management-using-osf

More Related Content

What's hot

Best practices data collection
Best practices data collectionBest practices data collection
Best practices data collection
Sherry Lake
 
Data management woolfrey
Data management woolfreyData management woolfrey
Data management woolfrey
pvhead123
 

What's hot (20)

Best practices data collection
Best practices data collectionBest practices data collection
Best practices data collection
 
Data and Donuts: How to write a data management plan
Data and Donuts: How to write a data management planData and Donuts: How to write a data management plan
Data and Donuts: How to write a data management plan
 
Creating dmp
Creating dmpCreating dmp
Creating dmp
 
Data Services presentation for Psychology
Data Services presentation for PsychologyData Services presentation for Psychology
Data Services presentation for Psychology
 
Using a Case Study to Teach Data Management to Librarians
Using a Case Study to Teach Data Management to LibrariansUsing a Case Study to Teach Data Management to Librarians
Using a Case Study to Teach Data Management to Librarians
 
DataONE Education Module 09: Analysis and Workflows
DataONE Education Module 09: Analysis and WorkflowsDataONE Education Module 09: Analysis and Workflows
DataONE Education Module 09: Analysis and Workflows
 
METRO RDM Webinar
METRO RDM WebinarMETRO RDM Webinar
METRO RDM Webinar
 
DataONE Education Module 07: Metadata
DataONE Education Module 07: MetadataDataONE Education Module 07: Metadata
DataONE Education Module 07: Metadata
 
Share and Reuse: how data sharing can take your research to the next level
Share and Reuse: how data sharing can take your research to the next levelShare and Reuse: how data sharing can take your research to the next level
Share and Reuse: how data sharing can take your research to the next level
 
Who will use the open data? Mark Humphries keynote
Who will use the open data? Mark Humphries keynoteWho will use the open data? Mark Humphries keynote
Who will use the open data? Mark Humphries keynote
 
A basic course on Research data management, part 1: what and why
A basic course on Research data management, part 1: what and whyA basic course on Research data management, part 1: what and why
A basic course on Research data management, part 1: what and why
 
NISO Virtual Conference Scientific Data Management: Caring for Your Instituti...
NISO Virtual Conference Scientific Data Management: Caring for Your Instituti...NISO Virtual Conference Scientific Data Management: Caring for Your Instituti...
NISO Virtual Conference Scientific Data Management: Caring for Your Instituti...
 
Best Practices for Managing Your Data
Best Practices for Managing Your DataBest Practices for Managing Your Data
Best Practices for Managing Your Data
 
A basic course on Research data management, part 4: caring for your data, or ...
A basic course on Research data management, part 4: caring for your data, or ...A basic course on Research data management, part 4: caring for your data, or ...
A basic course on Research data management, part 4: caring for your data, or ...
 
Introduction to data management
Introduction to data managementIntroduction to data management
Introduction to data management
 
Documentation and Metdata - VA DM Bootcamp
Documentation and Metdata - VA DM BootcampDocumentation and Metdata - VA DM Bootcamp
Documentation and Metdata - VA DM Bootcamp
 
Data management woolfrey
Data management woolfreyData management woolfrey
Data management woolfrey
 
Next-Generation Search Engines for Information Retrieval
Next-Generation Search Engines for Information RetrievalNext-Generation Search Engines for Information Retrieval
Next-Generation Search Engines for Information Retrieval
 
Data Management Lab: Session 1 Slides
Data Management Lab: Session 1 SlidesData Management Lab: Session 1 Slides
Data Management Lab: Session 1 Slides
 
Why managedata
Why managedataWhy managedata
Why managedata
 

Viewers also liked

Marketing mix of an NGO (shanessa)
Marketing mix of an NGO (shanessa)Marketing mix of an NGO (shanessa)
Marketing mix of an NGO (shanessa)
Heemanish Midde
 
Communication Research Methods
Communication Research MethodsCommunication Research Methods
Communication Research Methods
Jenny Donley
 

Viewers also liked (20)

Expanding the content categories at JaLC
Expanding the content categories at JaLCExpanding the content categories at JaLC
Expanding the content categories at JaLC
 
The Experimental Project of DOI Registration for Research Data at Japan Link...
The Experimental Project of DOI Registration for Research Data at Japan Link...The Experimental Project of DOI Registration for Research Data at Japan Link...
The Experimental Project of DOI Registration for Research Data at Japan Link...
 
Bot開発における闇と影と壁
Bot開発における闇と影と壁Bot開発における闇と影と壁
Bot開発における闇と影と壁
 
Research Data-DOI Experiment in Japanese DOI Registration Agency (Japan Link ...
Research Data-DOI Experiment in Japanese DOI Registration Agency (Japan Link ...Research Data-DOI Experiment in Japanese DOI Registration Agency (Japan Link ...
Research Data-DOI Experiment in Japanese DOI Registration Agency (Japan Link ...
 
Open Science and Identifiers
Open Science and IdentifiersOpen Science and Identifiers
Open Science and Identifiers
 
Scholarly social media applications platforms for knowledge sharing and net...
Scholarly social media applications   platforms for knowledge sharing and net...Scholarly social media applications   platforms for knowledge sharing and net...
Scholarly social media applications platforms for knowledge sharing and net...
 
Policy Briefs: a development research communication tool
Policy Briefs:a development research communication toolPolicy Briefs:a development research communication tool
Policy Briefs: a development research communication tool
 
Data and Donuts: Data organization
Data and Donuts: Data organizationData and Donuts: Data organization
Data and Donuts: Data organization
 
New science communication: Research and Innovation in the Era of the Internet
New science communication: Research and Innovation in the Era of the InternetNew science communication: Research and Innovation in the Era of the Internet
New science communication: Research and Innovation in the Era of the Internet
 
Marketing mix of an NGO (shanessa)
Marketing mix of an NGO (shanessa)Marketing mix of an NGO (shanessa)
Marketing mix of an NGO (shanessa)
 
Social Media for Research Communication
Social Media for Research CommunicationSocial Media for Research Communication
Social Media for Research Communication
 
Reproducible research concepts and tools
Reproducible research concepts and toolsReproducible research concepts and tools
Reproducible research concepts and tools
 
Communication tools for research communication
Communication tools for research communicationCommunication tools for research communication
Communication tools for research communication
 
Communication Research Methods
Communication Research MethodsCommunication Research Methods
Communication Research Methods
 
Fundamental of Communication Research
Fundamental of Communication ResearchFundamental of Communication Research
Fundamental of Communication Research
 
Social Media Marketing Nonprofits and NGO
Social Media Marketing Nonprofits and NGOSocial Media Marketing Nonprofits and NGO
Social Media Marketing Nonprofits and NGO
 
Beyond the usual: Integrating strategic communication into research
Beyond the usual: Integrating strategic communication into researchBeyond the usual: Integrating strategic communication into research
Beyond the usual: Integrating strategic communication into research
 
Building your brand – A practical guide for nonprofit organizations
Building your brand – A practical guide for nonprofit organizationsBuilding your brand – A practical guide for nonprofit organizations
Building your brand – A practical guide for nonprofit organizations
 
Non-Profit Marketing Communications Strategy
Non-Profit Marketing Communications StrategyNon-Profit Marketing Communications Strategy
Non-Profit Marketing Communications Strategy
 
Developing a Communications Strategy for Your Nonprofit
Developing a Communications Strategy for Your NonprofitDeveloping a Communications Strategy for Your Nonprofit
Developing a Communications Strategy for Your Nonprofit
 

Similar to Collaborative Data Management using OSF

Similar to Collaborative Data Management using OSF (20)

Data Management for librarians
Data Management for librariansData Management for librarians
Data Management for librarians
 
Getting to grips with research data management
Getting to grips with research data management Getting to grips with research data management
Getting to grips with research data management
 
Love Your Data Locally
Love Your Data LocallyLove Your Data Locally
Love Your Data Locally
 
Ands ttt2 perth_accelerate your data skills training_ top tips for topics and...
Ands ttt2 perth_accelerate your data skills training_ top tips for topics and...Ands ttt2 perth_accelerate your data skills training_ top tips for topics and...
Ands ttt2 perth_accelerate your data skills training_ top tips for topics and...
 
Getting to Grips with Research Data Management
Getting to Grips with Research Data Management Getting to Grips with Research Data Management
Getting to Grips with Research Data Management
 
Planning for Research Data Management
Planning for Research Data ManagementPlanning for Research Data Management
Planning for Research Data Management
 
Planning for Research Data Managment
Planning for Research Data ManagmentPlanning for Research Data Managment
Planning for Research Data Managment
 
Data Management Planning in the arts
Data Management Planning in the artsData Management Planning in the arts
Data Management Planning in the arts
 
Getting to grips with Research Data Management
Getting to grips with Research Data ManagementGetting to grips with Research Data Management
Getting to grips with Research Data Management
 
University of Edinburgh RDM Training: MANTRA & beyond
University of Edinburgh RDM Training: MANTRA & beyondUniversity of Edinburgh RDM Training: MANTRA & beyond
University of Edinburgh RDM Training: MANTRA & beyond
 
University of Edinburgh RDM Training: MANTRA & beyond
University of Edinburgh RDM Training: MANTRA & beyondUniversity of Edinburgh RDM Training: MANTRA & beyond
University of Edinburgh RDM Training: MANTRA & beyond
 
Winter school in research data science research data management - final
Winter school in research data science research data management - finalWinter school in research data science research data management - final
Winter school in research data science research data management - final
 
Educause 2015 RDM Maturity
Educause 2015 RDM Maturity Educause 2015 RDM Maturity
Educause 2015 RDM Maturity
 
Planning for Research Data Management: 26th January 2016
Planning for Research Data Management: 26th January 2016Planning for Research Data Management: 26th January 2016
Planning for Research Data Management: 26th January 2016
 
Managing your research data
Managing your research dataManaging your research data
Managing your research data
 
20160414 23 Research Data Things
20160414 23 Research Data Things20160414 23 Research Data Things
20160414 23 Research Data Things
 
Sue cook c3 dis dm-ps 1.pptx
Sue cook c3 dis dm-ps 1.pptxSue cook c3 dis dm-ps 1.pptx
Sue cook c3 dis dm-ps 1.pptx
 
Planning for Research Data Management
Planning for Research Data ManagementPlanning for Research Data Management
Planning for Research Data Management
 
Practical Research Data Management: tools and approaches, pre- and post-award
Practical Research Data Management:  tools and approaches, pre- and post-awardPractical Research Data Management:  tools and approaches, pre- and post-award
Practical Research Data Management: tools and approaches, pre- and post-award
 
Creating a Data Management Plan
Creating a Data Management PlanCreating a Data Management Plan
Creating a Data Management Plan
 

More from C. Tobin Magle

More from C. Tobin Magle (13)

Coding and Cookies: R basics
Coding and Cookies: R basicsCoding and Cookies: R basics
Coding and Cookies: R basics
 
Datat and donuts: how to write a data management plan
Datat and donuts: how to write a data management planDatat and donuts: how to write a data management plan
Datat and donuts: how to write a data management plan
 
Data Archiving and Sharing
Data Archiving and SharingData Archiving and Sharing
Data Archiving and Sharing
 
Data wrangling with dplyr
Data wrangling with dplyrData wrangling with dplyr
Data wrangling with dplyr
 
Reproducible research
Reproducible researchReproducible research
Reproducible research
 
Intro to Reproducible Research
Intro to Reproducible ResearchIntro to Reproducible Research
Intro to Reproducible Research
 
Data and donuts: Data Visualization using R
Data and donuts: Data Visualization using RData and donuts: Data Visualization using R
Data and donuts: Data Visualization using R
 
Basic data analysis using R.
Basic data analysis using R.Basic data analysis using R.
Basic data analysis using R.
 
Data and Donuts: Data cleaning with OpenRefine
Data and Donuts: Data cleaning with OpenRefineData and Donuts: Data cleaning with OpenRefine
Data and Donuts: Data cleaning with OpenRefine
 
Reproducible research: practice
Reproducible research: practiceReproducible research: practice
Reproducible research: practice
 
Reproducible research: theory
Reproducible research: theoryReproducible research: theory
Reproducible research: theory
 
CU Anschutz Health Science Library Data Services
CU Anschutz Health Science Library Data ServicesCU Anschutz Health Science Library Data Services
CU Anschutz Health Science Library Data Services
 
Magle data curation in libraries
Magle data curation in librariesMagle data curation in libraries
Magle data curation in libraries
 

Recently uploaded

edited gordis ebook sixth edition david d.pdf
edited gordis ebook sixth edition david d.pdfedited gordis ebook sixth edition david d.pdf
edited gordis ebook sixth edition david d.pdf
great91
 
Abortion Clinic in Randfontein +27791653574 Randfontein WhatsApp Abortion Cli...
Abortion Clinic in Randfontein +27791653574 Randfontein WhatsApp Abortion Cli...Abortion Clinic in Randfontein +27791653574 Randfontein WhatsApp Abortion Cli...
Abortion Clinic in Randfontein +27791653574 Randfontein WhatsApp Abortion Cli...
mikehavy0
 
一比一原版(Monash毕业证书)莫纳什大学毕业证成绩单如何办理
一比一原版(Monash毕业证书)莫纳什大学毕业证成绩单如何办理一比一原版(Monash毕业证书)莫纳什大学毕业证成绩单如何办理
一比一原版(Monash毕业证书)莫纳什大学毕业证成绩单如何办理
pyhepag
 
1:1原版定制利物浦大学毕业证(Liverpool毕业证)成绩单学位证书留信学历认证
1:1原版定制利物浦大学毕业证(Liverpool毕业证)成绩单学位证书留信学历认证1:1原版定制利物浦大学毕业证(Liverpool毕业证)成绩单学位证书留信学历认证
1:1原版定制利物浦大学毕业证(Liverpool毕业证)成绩单学位证书留信学历认证
ppy8zfkfm
 
如何办理(Dalhousie毕业证书)达尔豪斯大学毕业证成绩单留信学历认证
如何办理(Dalhousie毕业证书)达尔豪斯大学毕业证成绩单留信学历认证如何办理(Dalhousie毕业证书)达尔豪斯大学毕业证成绩单留信学历认证
如何办理(Dalhousie毕业证书)达尔豪斯大学毕业证成绩单留信学历认证
zifhagzkk
 
Audience Researchndfhcvnfgvgbhujhgfv.pptx
Audience Researchndfhcvnfgvgbhujhgfv.pptxAudience Researchndfhcvnfgvgbhujhgfv.pptx
Audience Researchndfhcvnfgvgbhujhgfv.pptx
Stephen266013
 
一比一原版纽卡斯尔大学毕业证成绩单如何办理
一比一原版纽卡斯尔大学毕业证成绩单如何办理一比一原版纽卡斯尔大学毕业证成绩单如何办理
一比一原版纽卡斯尔大学毕业证成绩单如何办理
cyebo
 
如何办理(WashU毕业证书)圣路易斯华盛顿大学毕业证成绩单本科硕士学位证留信学历认证
如何办理(WashU毕业证书)圣路易斯华盛顿大学毕业证成绩单本科硕士学位证留信学历认证如何办理(WashU毕业证书)圣路易斯华盛顿大学毕业证成绩单本科硕士学位证留信学历认证
如何办理(WashU毕业证书)圣路易斯华盛顿大学毕业证成绩单本科硕士学位证留信学历认证
acoha1
 
一比一原版阿德莱德大学毕业证成绩单如何办理
一比一原版阿德莱德大学毕业证成绩单如何办理一比一原版阿德莱德大学毕业证成绩单如何办理
一比一原版阿德莱德大学毕业证成绩单如何办理
pyhepag
 
Data Analytics for Digital Marketing Lecture for Advanced Digital & Social Me...
Data Analytics for Digital Marketing Lecture for Advanced Digital & Social Me...Data Analytics for Digital Marketing Lecture for Advanced Digital & Social Me...
Data Analytics for Digital Marketing Lecture for Advanced Digital & Social Me...
Valters Lauzums
 

Recently uploaded (20)

The Significance of Transliteration Enhancing
The Significance of Transliteration EnhancingThe Significance of Transliteration Enhancing
The Significance of Transliteration Enhancing
 
edited gordis ebook sixth edition david d.pdf
edited gordis ebook sixth edition david d.pdfedited gordis ebook sixth edition david d.pdf
edited gordis ebook sixth edition david d.pdf
 
Abortion Clinic in Randfontein +27791653574 Randfontein WhatsApp Abortion Cli...
Abortion Clinic in Randfontein +27791653574 Randfontein WhatsApp Abortion Cli...Abortion Clinic in Randfontein +27791653574 Randfontein WhatsApp Abortion Cli...
Abortion Clinic in Randfontein +27791653574 Randfontein WhatsApp Abortion Cli...
 
一比一原版(Monash毕业证书)莫纳什大学毕业证成绩单如何办理
一比一原版(Monash毕业证书)莫纳什大学毕业证成绩单如何办理一比一原版(Monash毕业证书)莫纳什大学毕业证成绩单如何办理
一比一原版(Monash毕业证书)莫纳什大学毕业证成绩单如何办理
 
1:1原版定制利物浦大学毕业证(Liverpool毕业证)成绩单学位证书留信学历认证
1:1原版定制利物浦大学毕业证(Liverpool毕业证)成绩单学位证书留信学历认证1:1原版定制利物浦大学毕业证(Liverpool毕业证)成绩单学位证书留信学历认证
1:1原版定制利物浦大学毕业证(Liverpool毕业证)成绩单学位证书留信学历认证
 
如何办理(Dalhousie毕业证书)达尔豪斯大学毕业证成绩单留信学历认证
如何办理(Dalhousie毕业证书)达尔豪斯大学毕业证成绩单留信学历认证如何办理(Dalhousie毕业证书)达尔豪斯大学毕业证成绩单留信学历认证
如何办理(Dalhousie毕业证书)达尔豪斯大学毕业证成绩单留信学历认证
 
Audience Researchndfhcvnfgvgbhujhgfv.pptx
Audience Researchndfhcvnfgvgbhujhgfv.pptxAudience Researchndfhcvnfgvgbhujhgfv.pptx
Audience Researchndfhcvnfgvgbhujhgfv.pptx
 
MATERI MANAJEMEN OF PENYAKIT TETANUS.ppt
MATERI  MANAJEMEN OF PENYAKIT TETANUS.pptMATERI  MANAJEMEN OF PENYAKIT TETANUS.ppt
MATERI MANAJEMEN OF PENYAKIT TETANUS.ppt
 
Atlantic Grupa Case Study (Mintec Data AI)
Atlantic Grupa Case Study (Mintec Data AI)Atlantic Grupa Case Study (Mintec Data AI)
Atlantic Grupa Case Study (Mintec Data AI)
 
社内勉強会資料  Mamba - A new era or ephemeral
社内勉強会資料   Mamba - A new era or ephemeral社内勉強会資料   Mamba - A new era or ephemeral
社内勉強会資料  Mamba - A new era or ephemeral
 
Bios of leading Astrologers & Researchers
Bios of leading Astrologers & ResearchersBios of leading Astrologers & Researchers
Bios of leading Astrologers & Researchers
 
What is Insertion Sort. Its basic information
What is Insertion Sort. Its basic informationWhat is Insertion Sort. Its basic information
What is Insertion Sort. Its basic information
 
一比一原版纽卡斯尔大学毕业证成绩单如何办理
一比一原版纽卡斯尔大学毕业证成绩单如何办理一比一原版纽卡斯尔大学毕业证成绩单如何办理
一比一原版纽卡斯尔大学毕业证成绩单如何办理
 
Formulas dax para power bI de microsoft.pdf
Formulas dax para power bI de microsoft.pdfFormulas dax para power bI de microsoft.pdf
Formulas dax para power bI de microsoft.pdf
 
如何办理(WashU毕业证书)圣路易斯华盛顿大学毕业证成绩单本科硕士学位证留信学历认证
如何办理(WashU毕业证书)圣路易斯华盛顿大学毕业证成绩单本科硕士学位证留信学历认证如何办理(WashU毕业证书)圣路易斯华盛顿大学毕业证成绩单本科硕士学位证留信学历认证
如何办理(WashU毕业证书)圣路易斯华盛顿大学毕业证成绩单本科硕士学位证留信学历认证
 
一比一原版阿德莱德大学毕业证成绩单如何办理
一比一原版阿德莱德大学毕业证成绩单如何办理一比一原版阿德莱德大学毕业证成绩单如何办理
一比一原版阿德莱德大学毕业证成绩单如何办理
 
Data Analytics for Digital Marketing Lecture for Advanced Digital & Social Me...
Data Analytics for Digital Marketing Lecture for Advanced Digital & Social Me...Data Analytics for Digital Marketing Lecture for Advanced Digital & Social Me...
Data Analytics for Digital Marketing Lecture for Advanced Digital & Social Me...
 
Genuine love spell caster )! ,+27834335081) Ex lover back permanently in At...
Genuine love spell caster )! ,+27834335081)   Ex lover back permanently in At...Genuine love spell caster )! ,+27834335081)   Ex lover back permanently in At...
Genuine love spell caster )! ,+27834335081) Ex lover back permanently in At...
 
Credit Card Fraud Detection: Safeguarding Transactions in the Digital Age
Credit Card Fraud Detection: Safeguarding Transactions in the Digital AgeCredit Card Fraud Detection: Safeguarding Transactions in the Digital Age
Credit Card Fraud Detection: Safeguarding Transactions in the Digital Age
 
2024 Q2 Orange County (CA) Tableau User Group Meeting
2024 Q2 Orange County (CA) Tableau User Group Meeting2024 Q2 Orange County (CA) Tableau User Group Meeting
2024 Q2 Orange County (CA) Tableau User Group Meeting
 

Collaborative Data Management using OSF

Editor's Notes

  1. As one of my colleagues so kindly put it, I should tell you all “that I’m a weirdo”
  2. Authoring New storage – some that can run under your desk Analytic workflow Lab notebook Data management plan Institutional platforms like vivo Publishing platforms like OJS and Ubiquity Press