SlideShare a Scribd company logo
1 of 14
SWOT Analysis – What Does it
Tell Us?
Federally Supported Data Repositories
Philip E. Bourne
Stephenson Dean
Professor of Data Science and Biomedical Engineering
peb6a@virginia.edu
January 13, 2021
@pebourne
Perspective
• Oversight of data - the Protein Data Bank (PDB),
Immune Epitope Database (IEDB)
• Researcher - user of supported data
• Fed - First NIH Associate Director for Data Science
(ADDS)
• Dean - School of Data Science
Disclaimer
This list is not meant to be definitive, simply
illustrative
Strengths
• Scope and depth
• Proven track record
• == Trust, reliability
• Maintained by domain experts
• == curated, high quality
• Funded
• == Vested, “sustained” – intramural vs extramural?
• Institutional recognition/branding
Weaknesses
• Data are international, funding is national
• == Repetition, wasted resources, lack of collaboration
• Curators et al. not fully appreciated
• == Attrition, continuity, sustainability
• Feature creep (Extramural)
• == Cost, ease of use
• Accountability (Intramural)
• == Technically backward, non-competitive, entrenched
• Lack of federation
Opportunities
• The data just keeps coming
• Newish compute modalities – notably cloud
• The “Commons” concept is abuzz
• Aggregation
• == Interdisciplinarity, multi-scale modeling
• The rise of data science
• == Interdisciplinarity, applied machine learning, open
• The role of libraries
• == Preservation, governance
Threats
• Demand outweighs supply
• == Lose of productivity & scientific opportunity
• Security, integrity
• == Loss of Trust
• Private sector takeover, notably publishers
• == Closed, costly, constrained
Blue Sky Recommendation –
IDSI
• Establish an International Data Science Institute
(IDSI) == CERN, Int space station
• Shared governance, software, hardware, people
• Cloud based
• Ten year commitment
• Measure – Impact, FAIRness, cost/benefit,
interdisciplinarity
• Include all sectors .gov, .com, .org, .edu …
• Include all countries
Core
Infrastructure
Data
Cloud
Tools
IDSI
Core
Infrastructure
Data
Cloud
Tools
Research
Software
Engineers
RSEs
IDSI
Core
Infrastructure
Data
Cloud
Tools
Research
Software
Engineers
RSEs
Domain Experts
IDSI
Core
Infrastructure
Data
Cloud
Tools
Research
Software
Engineers
RSEs
Domain Experts
Funders
Private
Sector
IDSI
Core
Infrastructure
Data
Cloud
Tools
Research
Software
Engineers
RSEs
Domain Experts
Funders
Private
Sector
International Governance International Evaluation
IDSI
IDSI
IDSI
IDSI
This Model is Not New – But it
Has Not Been Perfected
• Supercomputer Centers
• == Not integrated well enough with the domains
• National Labs
• == Just that national not international
• Domains (eg NCBI, EBI)
• == Limited cross talk across domains
• All
• == Lack of private sector engagement

More Related Content

What's hot

The Commons: Leveraging the Power of the Cloud for Big Data
The Commons: Leveraging the Power of the Cloud for Big DataThe Commons: Leveraging the Power of the Cloud for Big Data
The Commons: Leveraging the Power of the Cloud for Big DataPhilip Bourne
 
Big Data as a Catalyst for Collaboration & Innovation
Big Data as a Catalyst for Collaboration & InnovationBig Data as a Catalyst for Collaboration & Innovation
Big Data as a Catalyst for Collaboration & InnovationPhilip Bourne
 
From Where Have We Come & Where Are We Going
From Where Have We Come & Where Are We GoingFrom Where Have We Come & Where Are We Going
From Where Have We Come & Where Are We GoingPhilip Bourne
 
Data Science BD2K Update for NIH
Data Science BD2K Update for NIH Data Science BD2K Update for NIH
Data Science BD2K Update for NIH Philip Bourne
 
The Vision for Data @ the NIH
The Vision for Data @ the NIHThe Vision for Data @ the NIH
The Vision for Data @ the NIHPhilip Bourne
 
Making Biomedical Research More Like Airbnb
Making Biomedical Research More Like AirbnbMaking Biomedical Research More Like Airbnb
Making Biomedical Research More Like AirbnbPhilip Bourne
 
Open Science: Some Possible Actions by University Leaders on Behalf of Resear...
Open Science:Some Possible Actions by University Leaders on Behalf of Resear...Open Science:Some Possible Actions by University Leaders on Behalf of Resear...
Open Science: Some Possible Actions by University Leaders on Behalf of Resear...Philip Bourne
 
Understanding the Big Data Enterprise
Understanding the Big Data EnterpriseUnderstanding the Big Data Enterprise
Understanding the Big Data EnterprisePhilip Bourne
 
Big Data in Biomedicine: Where is the NIH Headed
Big Data in Biomedicine: Where is the NIH HeadedBig Data in Biomedicine: Where is the NIH Headed
Big Data in Biomedicine: Where is the NIH HeadedPhilip Bourne
 
Will Biomedical Research Fundamentally Change in the Era of Big Data?
Will Biomedical Research Fundamentally Change in the Era of Big Data?Will Biomedical Research Fundamentally Change in the Era of Big Data?
Will Biomedical Research Fundamentally Change in the Era of Big Data?Philip Bourne
 
RDAP 15 EarthCollab: Connecting Scientific Information Sources using the Sema...
RDAP 15 EarthCollab: Connecting Scientific Information Sources using the Sema...RDAP 15 EarthCollab: Connecting Scientific Information Sources using the Sema...
RDAP 15 EarthCollab: Connecting Scientific Information Sources using the Sema...ASIS&T
 
There is No Intelligent Life Down Here
There is No Intelligent Life Down HereThere is No Intelligent Life Down Here
There is No Intelligent Life Down HerePhilip Bourne
 
Workshop intro090314
Workshop intro090314Workshop intro090314
Workshop intro090314Philip Bourne
 
Introduction to Big Data and its Potential for Dementia Research
Introduction to Big Data and its Potential for Dementia ResearchIntroduction to Big Data and its Potential for Dementia Research
Introduction to Big Data and its Potential for Dementia ResearchDavid De Roure
 
The Thinking Behind Big Data at the NIH
The Thinking Behind Big Data at the NIHThe Thinking Behind Big Data at the NIH
The Thinking Behind Big Data at the NIHPhilip Bourne
 
Bioinformatics in the Era of Open Science and Big Data
Bioinformatics in the Era of Open Science and Big DataBioinformatics in the Era of Open Science and Big Data
Bioinformatics in the Era of Open Science and Big DataPhilip Bourne
 

What's hot (20)

The Commons: Leveraging the Power of the Cloud for Big Data
The Commons: Leveraging the Power of the Cloud for Big DataThe Commons: Leveraging the Power of the Cloud for Big Data
The Commons: Leveraging the Power of the Cloud for Big Data
 
Big Data as a Catalyst for Collaboration & Innovation
Big Data as a Catalyst for Collaboration & InnovationBig Data as a Catalyst for Collaboration & Innovation
Big Data as a Catalyst for Collaboration & Innovation
 
From Where Have We Come & Where Are We Going
From Where Have We Come & Where Are We GoingFrom Where Have We Come & Where Are We Going
From Where Have We Come & Where Are We Going
 
Data Science BD2K Update for NIH
Data Science BD2K Update for NIH Data Science BD2K Update for NIH
Data Science BD2K Update for NIH
 
The Vision for Data @ the NIH
The Vision for Data @ the NIHThe Vision for Data @ the NIH
The Vision for Data @ the NIH
 
NIH BD2K DataMed model, DATS
NIH BD2K DataMed model, DATSNIH BD2K DataMed model, DATS
NIH BD2K DataMed model, DATS
 
Making Biomedical Research More Like Airbnb
Making Biomedical Research More Like AirbnbMaking Biomedical Research More Like Airbnb
Making Biomedical Research More Like Airbnb
 
Open Science: Some Possible Actions by University Leaders on Behalf of Resear...
Open Science:Some Possible Actions by University Leaders on Behalf of Resear...Open Science:Some Possible Actions by University Leaders on Behalf of Resear...
Open Science: Some Possible Actions by University Leaders on Behalf of Resear...
 
Understanding the Big Data Enterprise
Understanding the Big Data EnterpriseUnderstanding the Big Data Enterprise
Understanding the Big Data Enterprise
 
AMIA 2014
AMIA 2014AMIA 2014
AMIA 2014
 
Big Data in Biomedicine: Where is the NIH Headed
Big Data in Biomedicine: Where is the NIH HeadedBig Data in Biomedicine: Where is the NIH Headed
Big Data in Biomedicine: Where is the NIH Headed
 
Will Biomedical Research Fundamentally Change in the Era of Big Data?
Will Biomedical Research Fundamentally Change in the Era of Big Data?Will Biomedical Research Fundamentally Change in the Era of Big Data?
Will Biomedical Research Fundamentally Change in the Era of Big Data?
 
RDAP 15 EarthCollab: Connecting Scientific Information Sources using the Sema...
RDAP 15 EarthCollab: Connecting Scientific Information Sources using the Sema...RDAP 15 EarthCollab: Connecting Scientific Information Sources using the Sema...
RDAP 15 EarthCollab: Connecting Scientific Information Sources using the Sema...
 
There is No Intelligent Life Down Here
There is No Intelligent Life Down HereThere is No Intelligent Life Down Here
There is No Intelligent Life Down Here
 
Workshop intro090314
Workshop intro090314Workshop intro090314
Workshop intro090314
 
Introduction to Big Data and its Potential for Dementia Research
Introduction to Big Data and its Potential for Dementia ResearchIntroduction to Big Data and its Potential for Dementia Research
Introduction to Big Data and its Potential for Dementia Research
 
The Thinking Behind Big Data at the NIH
The Thinking Behind Big Data at the NIHThe Thinking Behind Big Data at the NIH
The Thinking Behind Big Data at the NIH
 
Kno.e.sis Review: late 2012 to mid 2013
Kno.e.sis Review: late 2012 to mid 2013Kno.e.sis Review: late 2012 to mid 2013
Kno.e.sis Review: late 2012 to mid 2013
 
Bioinformatics in the Era of Open Science and Big Data
Bioinformatics in the Era of Open Science and Big DataBioinformatics in the Era of Open Science and Big Data
Bioinformatics in the Era of Open Science and Big Data
 
Fair by design
Fair by designFair by design
Fair by design
 

Similar to SWOT Analysis - What Does it Tell Us?

Exploring Data Visualization
Exploring Data VisualizationExploring Data Visualization
Exploring Data VisualizationJim Jenkins
 
Data science; why, what, how?
Data science; why, what, how?Data science; why, what, how?
Data science; why, what, how?Muhammad Shahid
 
Infusing Information Literacy Skills by Researching 'Never Events'
Infusing Information Literacy Skills by Researching 'Never Events'Infusing Information Literacy Skills by Researching 'Never Events'
Infusing Information Literacy Skills by Researching 'Never Events'Lin Wu
 
Talk at OHSU, September 25, 2013
Talk at OHSU, September 25, 2013Talk at OHSU, September 25, 2013
Talk at OHSU, September 25, 2013Anita de Waard
 
Sensor Analytics Ecosystems bringing value to IoT
Sensor Analytics Ecosystems bringing value to IoTSensor Analytics Ecosystems bringing value to IoT
Sensor Analytics Ecosystems bringing value to IoTJoseph A di Paolantonio
 
Pistoia Alliance debates AI in life science
Pistoia Alliance debates AI in life sciencePistoia Alliance debates AI in life science
Pistoia Alliance debates AI in life sciencePistoia Alliance
 
Event: Cyber resilience and the role of CSIRTs/ISAC in Capacity Building
Event: Cyber resilience and the role of CSIRTs/ISAC in Capacity BuildingEvent: Cyber resilience and the role of CSIRTs/ISAC in Capacity Building
Event: Cyber resilience and the role of CSIRTs/ISAC in Capacity BuildingAPNIC
 
Genome sharing projects around the world nijmegen oct 29 - 2015
Genome sharing projects around the world   nijmegen oct 29 - 2015Genome sharing projects around the world   nijmegen oct 29 - 2015
Genome sharing projects around the world nijmegen oct 29 - 2015Fiona Nielsen
 
Crowdsourcing Approaches to Big Data Curation for Earth Sciences
Crowdsourcing Approaches to Big Data Curation for Earth SciencesCrowdsourcing Approaches to Big Data Curation for Earth Sciences
Crowdsourcing Approaches to Big Data Curation for Earth SciencesEdward Curry
 
MedicalPlexus
MedicalPlexusMedicalPlexus
MedicalPlexusneurosign
 
Alert 2017 duff co_nsolidating tools for outcomes
Alert 2017 duff co_nsolidating tools for outcomesAlert 2017 duff co_nsolidating tools for outcomes
Alert 2017 duff co_nsolidating tools for outcomesINSPIRE_Network
 
One View of Data Science
One View of Data ScienceOne View of Data Science
One View of Data SciencePhilip Bourne
 
User Experience Design on Cleveland Clinic Corporate Website | Medical Inform...
User Experience Design on Cleveland Clinic Corporate Website | Medical Inform...User Experience Design on Cleveland Clinic Corporate Website | Medical Inform...
User Experience Design on Cleveland Clinic Corporate Website | Medical Inform...Kaitlan Chu
 
D paul ecn2013
D paul ecn2013D paul ecn2013
D paul ecn2013ECNOfficer
 
To Preserve Or Not To Preserve?
To Preserve Or Not To Preserve?To Preserve Or Not To Preserve?
To Preserve Or Not To Preserve?pbajcsy
 
DataONE_cobb_hubbub2012_20120924_v05
DataONE_cobb_hubbub2012_20120924_v05DataONE_cobb_hubbub2012_20120924_v05
DataONE_cobb_hubbub2012_20120924_v05John Cobb
 
Spreadmart To Data Mart BISIG Presentation
Spreadmart To Data Mart BISIG PresentationSpreadmart To Data Mart BISIG Presentation
Spreadmart To Data Mart BISIG PresentationDan English
 

Similar to SWOT Analysis - What Does it Tell Us? (20)

Exploring Data Visualization
Exploring Data VisualizationExploring Data Visualization
Exploring Data Visualization
 
Data science; why, what, how?
Data science; why, what, how?Data science; why, what, how?
Data science; why, what, how?
 
Infusing Information Literacy Skills by Researching 'Never Events'
Infusing Information Literacy Skills by Researching 'Never Events'Infusing Information Literacy Skills by Researching 'Never Events'
Infusing Information Literacy Skills by Researching 'Never Events'
 
Talk at OHSU, September 25, 2013
Talk at OHSU, September 25, 2013Talk at OHSU, September 25, 2013
Talk at OHSU, September 25, 2013
 
Sensor Analytics Ecosystems bringing value to IoT
Sensor Analytics Ecosystems bringing value to IoTSensor Analytics Ecosystems bringing value to IoT
Sensor Analytics Ecosystems bringing value to IoT
 
Pistoia Alliance debates AI in life science
Pistoia Alliance debates AI in life sciencePistoia Alliance debates AI in life science
Pistoia Alliance debates AI in life science
 
Event: Cyber resilience and the role of CSIRTs/ISAC in Capacity Building
Event: Cyber resilience and the role of CSIRTs/ISAC in Capacity BuildingEvent: Cyber resilience and the role of CSIRTs/ISAC in Capacity Building
Event: Cyber resilience and the role of CSIRTs/ISAC in Capacity Building
 
Genome sharing projects around the world nijmegen oct 29 - 2015
Genome sharing projects around the world   nijmegen oct 29 - 2015Genome sharing projects around the world   nijmegen oct 29 - 2015
Genome sharing projects around the world nijmegen oct 29 - 2015
 
Crowdsourcing Approaches to Big Data Curation for Earth Sciences
Crowdsourcing Approaches to Big Data Curation for Earth SciencesCrowdsourcing Approaches to Big Data Curation for Earth Sciences
Crowdsourcing Approaches to Big Data Curation for Earth Sciences
 
Wiser2009 Luis Martinez
Wiser2009 Luis MartinezWiser2009 Luis Martinez
Wiser2009 Luis Martinez
 
MedicalPlexus
MedicalPlexusMedicalPlexus
MedicalPlexus
 
Alert 2017 duff co_nsolidating tools for outcomes
Alert 2017 duff co_nsolidating tools for outcomesAlert 2017 duff co_nsolidating tools for outcomes
Alert 2017 duff co_nsolidating tools for outcomes
 
One View of Data Science
One View of Data ScienceOne View of Data Science
One View of Data Science
 
User Experience Design on Cleveland Clinic Corporate Website | Medical Inform...
User Experience Design on Cleveland Clinic Corporate Website | Medical Inform...User Experience Design on Cleveland Clinic Corporate Website | Medical Inform...
User Experience Design on Cleveland Clinic Corporate Website | Medical Inform...
 
D paul ecn2013
D paul ecn2013D paul ecn2013
D paul ecn2013
 
To Preserve Or Not To Preserve?
To Preserve Or Not To Preserve?To Preserve Or Not To Preserve?
To Preserve Or Not To Preserve?
 
2014 aus-agta
2014 aus-agta2014 aus-agta
2014 aus-agta
 
Analytics - Trends and Prospects
Analytics - Trends and ProspectsAnalytics - Trends and Prospects
Analytics - Trends and Prospects
 
DataONE_cobb_hubbub2012_20120924_v05
DataONE_cobb_hubbub2012_20120924_v05DataONE_cobb_hubbub2012_20120924_v05
DataONE_cobb_hubbub2012_20120924_v05
 
Spreadmart To Data Mart BISIG Presentation
Spreadmart To Data Mart BISIG PresentationSpreadmart To Data Mart BISIG Presentation
Spreadmart To Data Mart BISIG Presentation
 

More from Philip Bourne

Data Science and AI in Biomedicine: The World has Changed
Data Science and AI in Biomedicine: The World has ChangedData Science and AI in Biomedicine: The World has Changed
Data Science and AI in Biomedicine: The World has ChangedPhilip Bourne
 
Data Science and AI in Biomedicine: The World has Changed
Data Science and AI in Biomedicine: The World has ChangedData Science and AI in Biomedicine: The World has Changed
Data Science and AI in Biomedicine: The World has ChangedPhilip Bourne
 
AI in Medical Education A Meta View to Start a Conversation
AI in Medical Education A Meta View to Start a ConversationAI in Medical Education A Meta View to Start a Conversation
AI in Medical Education A Meta View to Start a ConversationPhilip Bourne
 
AI+ Now and Then How Did We Get Here And Where Are We Going
AI+ Now and Then How Did We Get Here And Where Are We GoingAI+ Now and Then How Did We Get Here And Where Are We Going
AI+ Now and Then How Did We Get Here And Where Are We GoingPhilip Bourne
 
Thoughts on Biological Data Sustainability
Thoughts on Biological Data SustainabilityThoughts on Biological Data Sustainability
Thoughts on Biological Data SustainabilityPhilip Bourne
 
What is FAIR Data and Who Needs It?
What is FAIR Data and Who Needs It?What is FAIR Data and Who Needs It?
What is FAIR Data and Who Needs It?Philip Bourne
 
Data Science Meets Biomedicine, Does Anything Change
Data Science Meets Biomedicine, Does Anything ChangeData Science Meets Biomedicine, Does Anything Change
Data Science Meets Biomedicine, Does Anything ChangePhilip Bourne
 
Data Science Meets Drug Discovery
Data Science Meets Drug DiscoveryData Science Meets Drug Discovery
Data Science Meets Drug DiscoveryPhilip Bourne
 
Biomedical Data Science: We Are Not Alone
Biomedical Data Science: We Are Not AloneBiomedical Data Science: We Are Not Alone
Biomedical Data Science: We Are Not AlonePhilip Bourne
 
BIMS7100-2023. Social Responsibility in Research
BIMS7100-2023. Social Responsibility in ResearchBIMS7100-2023. Social Responsibility in Research
BIMS7100-2023. Social Responsibility in ResearchPhilip Bourne
 
AI from the Perspective of a School of Data Science
AI from the Perspective of a School of Data ScienceAI from the Perspective of a School of Data Science
AI from the Perspective of a School of Data SciencePhilip Bourne
 
What Data Science Will Mean to You - One Person's View
What Data Science Will Mean to You - One Person's ViewWhat Data Science Will Mean to You - One Person's View
What Data Science Will Mean to You - One Person's ViewPhilip Bourne
 
Novo Nordisk 080522.pptx
Novo Nordisk 080522.pptxNovo Nordisk 080522.pptx
Novo Nordisk 080522.pptxPhilip Bourne
 
Towards a US Open research Commons (ORC)
Towards a US Open research Commons (ORC)Towards a US Open research Commons (ORC)
Towards a US Open research Commons (ORC)Philip Bourne
 
COVID and Precision Education
COVID and Precision EducationCOVID and Precision Education
COVID and Precision EducationPhilip Bourne
 
Cancer Research Meets Data Science — What Can We Do Together?
Cancer Research Meets Data Science — What Can We Do Together?Cancer Research Meets Data Science — What Can We Do Together?
Cancer Research Meets Data Science — What Can We Do Together?Philip Bourne
 
Data Science Meets Open Scholarship – What Comes Next?
Data Science Meets Open Scholarship – What Comes Next?Data Science Meets Open Scholarship – What Comes Next?
Data Science Meets Open Scholarship – What Comes Next?Philip Bourne
 
Data to Advance Sustainability
Data to Advance SustainabilityData to Advance Sustainability
Data to Advance SustainabilityPhilip Bourne
 
Frontiers of Computing at the Cellular and Molecular Scales
Frontiers of Computing at the Cellular and Molecular ScalesFrontiers of Computing at the Cellular and Molecular Scales
Frontiers of Computing at the Cellular and Molecular ScalesPhilip Bourne
 
Social Responsibility in Research
Social Responsibility in ResearchSocial Responsibility in Research
Social Responsibility in ResearchPhilip Bourne
 

More from Philip Bourne (20)

Data Science and AI in Biomedicine: The World has Changed
Data Science and AI in Biomedicine: The World has ChangedData Science and AI in Biomedicine: The World has Changed
Data Science and AI in Biomedicine: The World has Changed
 
Data Science and AI in Biomedicine: The World has Changed
Data Science and AI in Biomedicine: The World has ChangedData Science and AI in Biomedicine: The World has Changed
Data Science and AI in Biomedicine: The World has Changed
 
AI in Medical Education A Meta View to Start a Conversation
AI in Medical Education A Meta View to Start a ConversationAI in Medical Education A Meta View to Start a Conversation
AI in Medical Education A Meta View to Start a Conversation
 
AI+ Now and Then How Did We Get Here And Where Are We Going
AI+ Now and Then How Did We Get Here And Where Are We GoingAI+ Now and Then How Did We Get Here And Where Are We Going
AI+ Now and Then How Did We Get Here And Where Are We Going
 
Thoughts on Biological Data Sustainability
Thoughts on Biological Data SustainabilityThoughts on Biological Data Sustainability
Thoughts on Biological Data Sustainability
 
What is FAIR Data and Who Needs It?
What is FAIR Data and Who Needs It?What is FAIR Data and Who Needs It?
What is FAIR Data and Who Needs It?
 
Data Science Meets Biomedicine, Does Anything Change
Data Science Meets Biomedicine, Does Anything ChangeData Science Meets Biomedicine, Does Anything Change
Data Science Meets Biomedicine, Does Anything Change
 
Data Science Meets Drug Discovery
Data Science Meets Drug DiscoveryData Science Meets Drug Discovery
Data Science Meets Drug Discovery
 
Biomedical Data Science: We Are Not Alone
Biomedical Data Science: We Are Not AloneBiomedical Data Science: We Are Not Alone
Biomedical Data Science: We Are Not Alone
 
BIMS7100-2023. Social Responsibility in Research
BIMS7100-2023. Social Responsibility in ResearchBIMS7100-2023. Social Responsibility in Research
BIMS7100-2023. Social Responsibility in Research
 
AI from the Perspective of a School of Data Science
AI from the Perspective of a School of Data ScienceAI from the Perspective of a School of Data Science
AI from the Perspective of a School of Data Science
 
What Data Science Will Mean to You - One Person's View
What Data Science Will Mean to You - One Person's ViewWhat Data Science Will Mean to You - One Person's View
What Data Science Will Mean to You - One Person's View
 
Novo Nordisk 080522.pptx
Novo Nordisk 080522.pptxNovo Nordisk 080522.pptx
Novo Nordisk 080522.pptx
 
Towards a US Open research Commons (ORC)
Towards a US Open research Commons (ORC)Towards a US Open research Commons (ORC)
Towards a US Open research Commons (ORC)
 
COVID and Precision Education
COVID and Precision EducationCOVID and Precision Education
COVID and Precision Education
 
Cancer Research Meets Data Science — What Can We Do Together?
Cancer Research Meets Data Science — What Can We Do Together?Cancer Research Meets Data Science — What Can We Do Together?
Cancer Research Meets Data Science — What Can We Do Together?
 
Data Science Meets Open Scholarship – What Comes Next?
Data Science Meets Open Scholarship – What Comes Next?Data Science Meets Open Scholarship – What Comes Next?
Data Science Meets Open Scholarship – What Comes Next?
 
Data to Advance Sustainability
Data to Advance SustainabilityData to Advance Sustainability
Data to Advance Sustainability
 
Frontiers of Computing at the Cellular and Molecular Scales
Frontiers of Computing at the Cellular and Molecular ScalesFrontiers of Computing at the Cellular and Molecular Scales
Frontiers of Computing at the Cellular and Molecular Scales
 
Social Responsibility in Research
Social Responsibility in ResearchSocial Responsibility in Research
Social Responsibility in Research
 

Recently uploaded

Z Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot GraphZ Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot GraphThiyagu K
 
Sanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdfSanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdfsanyamsingh5019
 
APM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across SectorsAPM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across SectorsAssociation for Project Management
 
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...Krashi Coaching
 
General AI for Medical Educators April 2024
General AI for Medical Educators April 2024General AI for Medical Educators April 2024
General AI for Medical Educators April 2024Janet Corral
 
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in DelhiRussian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhikauryashika82
 
Interactive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communicationInteractive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communicationnomboosow
 
BAG TECHNIQUE Bag technique-a tool making use of public health bag through wh...
BAG TECHNIQUE Bag technique-a tool making use of public health bag through wh...BAG TECHNIQUE Bag technique-a tool making use of public health bag through wh...
BAG TECHNIQUE Bag technique-a tool making use of public health bag through wh...Sapna Thakur
 
fourth grading exam for kindergarten in writing
fourth grading exam for kindergarten in writingfourth grading exam for kindergarten in writing
fourth grading exam for kindergarten in writingTeacherCyreneCayanan
 
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...christianmathematics
 
A Critique of the Proposed National Education Policy Reform
A Critique of the Proposed National Education Policy ReformA Critique of the Proposed National Education Policy Reform
A Critique of the Proposed National Education Policy ReformChameera Dedduwage
 
Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..Disha Kariya
 
9548086042 for call girls in Indira Nagar with room service
9548086042  for call girls in Indira Nagar  with room service9548086042  for call girls in Indira Nagar  with room service
9548086042 for call girls in Indira Nagar with room servicediscovermytutordmt
 
Q4-W6-Restating Informational Text Grade 3
Q4-W6-Restating Informational Text Grade 3Q4-W6-Restating Informational Text Grade 3
Q4-W6-Restating Informational Text Grade 3JemimahLaneBuaron
 
Disha NEET Physics Guide for classes 11 and 12.pdf
Disha NEET Physics Guide for classes 11 and 12.pdfDisha NEET Physics Guide for classes 11 and 12.pdf
Disha NEET Physics Guide for classes 11 and 12.pdfchloefrazer622
 
microwave assisted reaction. General introduction
microwave assisted reaction. General introductionmicrowave assisted reaction. General introduction
microwave assisted reaction. General introductionMaksud Ahmed
 
Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)eniolaolutunde
 
The basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptxThe basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptxheathfieldcps1
 
Nutritional Needs Presentation - HLTH 104
Nutritional Needs Presentation - HLTH 104Nutritional Needs Presentation - HLTH 104
Nutritional Needs Presentation - HLTH 104misteraugie
 

Recently uploaded (20)

Z Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot GraphZ Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot Graph
 
Sanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdfSanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdf
 
APM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across SectorsAPM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across Sectors
 
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
 
General AI for Medical Educators April 2024
General AI for Medical Educators April 2024General AI for Medical Educators April 2024
General AI for Medical Educators April 2024
 
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in DelhiRussian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
 
Interactive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communicationInteractive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communication
 
BAG TECHNIQUE Bag technique-a tool making use of public health bag through wh...
BAG TECHNIQUE Bag technique-a tool making use of public health bag through wh...BAG TECHNIQUE Bag technique-a tool making use of public health bag through wh...
BAG TECHNIQUE Bag technique-a tool making use of public health bag through wh...
 
fourth grading exam for kindergarten in writing
fourth grading exam for kindergarten in writingfourth grading exam for kindergarten in writing
fourth grading exam for kindergarten in writing
 
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
 
A Critique of the Proposed National Education Policy Reform
A Critique of the Proposed National Education Policy ReformA Critique of the Proposed National Education Policy Reform
A Critique of the Proposed National Education Policy Reform
 
Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..
 
9548086042 for call girls in Indira Nagar with room service
9548086042  for call girls in Indira Nagar  with room service9548086042  for call girls in Indira Nagar  with room service
9548086042 for call girls in Indira Nagar with room service
 
Q4-W6-Restating Informational Text Grade 3
Q4-W6-Restating Informational Text Grade 3Q4-W6-Restating Informational Text Grade 3
Q4-W6-Restating Informational Text Grade 3
 
Disha NEET Physics Guide for classes 11 and 12.pdf
Disha NEET Physics Guide for classes 11 and 12.pdfDisha NEET Physics Guide for classes 11 and 12.pdf
Disha NEET Physics Guide for classes 11 and 12.pdf
 
microwave assisted reaction. General introduction
microwave assisted reaction. General introductionmicrowave assisted reaction. General introduction
microwave assisted reaction. General introduction
 
Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)
 
The basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptxThe basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptx
 
Mattingly "AI & Prompt Design: The Basics of Prompt Design"
Mattingly "AI & Prompt Design: The Basics of Prompt Design"Mattingly "AI & Prompt Design: The Basics of Prompt Design"
Mattingly "AI & Prompt Design: The Basics of Prompt Design"
 
Nutritional Needs Presentation - HLTH 104
Nutritional Needs Presentation - HLTH 104Nutritional Needs Presentation - HLTH 104
Nutritional Needs Presentation - HLTH 104
 

SWOT Analysis - What Does it Tell Us?