SlideShare ist ein Scribd-Unternehmen logo
1 von 60
Downloaden Sie, um offline zu lesen
From
DARPA to Shakespeare
and all the data we can handle
Big Data and Digital Humanities
February 2014
http://www.darpa.mil/newsevents/releases/2012/03/29.aspx
1. Big Data
2. Libraries & Librarians
3. University Researchers & Beyond
4. Digital Humanities
1. Big Data
High-Performance Computing (HPC) Act of 1991 (Public
Law 102-194)
as amended by the
Next Generation Internet Research Act of 1998 (Public Law
105-305)
and
America COMPETES Act of 2007 (Public Law 110-69).
It’s the law!
These laws authorize Federal agencies to set goals, prioritize their investments, and coordinate their
activities in networking and information technology research and development.
George O. Strawn NITRD
Networking and Information Technology Research and Development (NITRD) Program
From : Hot Topics in Big Data: What You Need to Know Now!
FEDLINK, NFAIS, CENDI; December 11, 2012
Big data...
is a mystery
is a child of the internet
Big Data has grown
from...
CPU's of information
Disks of information
...to
Networks of information
Sensors everywhere
George O. Strawn NITRD
Urban computing also aims to deeply understand the nature and sciences behind the phenomenon
occurring in urban spaces, using a variety of heterogeneous data sources, such as traffic flows, human
mobility, geographic and map data, environment, energy consumption, populations, and economics,
etc. Recently, real-world data reflecting city dynamics becomes widely available, including, e.g., users’
mobile phone signal, GPS traces of vehicles and people, ticketing data in public transportation systems,
user-generated content (like tweets, micro-blog, check-ins, photos), data from transportation sensor
networks (camera and loop sensors) and environment sensor networks (temperature and air quality), as
well as data from the Internet of Things.
http://www.meetup.com/UrbanComputing/
Smart
Cities
Examples of big data:
• Electronic Health Records
• Text vs tables
• Textual analytics TEI
• Sentiment analysis - FB posts, Twitter
• Distributed data, distributed computing
• Atmospheric sensors, undersea sensors
• Hubble telescope
• Library ERM
Big Data & Science...
• Analyzing output from simulations
• Analyzing instrument output - LHC, Curiosity
• Creating DB's to support wide collaboration:
Human Genome Project
• Creating Knowledge Bases from textural information:
Semantic Medline
• Proteomics will be bigger than genomics
How do you move 100TB of information
within a University or a research area?
http://www.ibmbigdatahub.com/infographic/four-vs-big-data
Experimental Science
Theoretical Science
Computational Science
Data Science - Big Data
4th Paradigm of Science
From bits to its...
Does the world consist of ...
matter, energy and information?
Newton - matter and motion
Steam engine - thermodynamics, matter, energy
Computer - science of information, matter, energy and information
Data intensive science is revolutionary science
Big Data is TOO BIG To KNOW!
The dust hasn't settled; dust is swirling all
around us; it is FUN dust! George O. Strawn
See presentation:
Philosophy & Big Data: Big Data, the Individual, and Society
by Melanie Swan
January 24, 2013
http://www.slideshare.net/lablogga/philosophy-and-big-data-
big-data-the-individual-and-society
2. Libraries & Librarians
3. University Researchers (YOU)
& Beyond
http://d2c2.lib.purdue.edu/publications
Purdue University
D. Scott Brandt and Jake Carlson
Michael Furlough
Associate Dean for Research and Scholarly Communications
Penn State University Libraries
Libraries roles and challenges:
Libraries will have to operate on faith
Libraries will need deep collaboration
Librarians - new roles
Instruction - Best Practices
Data Information Literacy
Collaborate - DMP & more
Data Management Plans
Preserving/curating research
DO
Manage - RDS Services
Keeping up!
Conversion & Interoperability
Cultures of Practice
Databases & Data Formats
Data Curation & Reuse
Data Management & Organization
Data Processing & Analysis
Data Quality & Documentation
Discovery & Acquisition
Ethics & Attribution
Metadata & Data Description
Preservation
Visualization & Representation
See more at: Data Information Literacy Competencies
http://wiki.lib.purdue.edu/display/ste/Materials+for+the+DIL+Symposium
Data
is
information
Librarians - new roles
Instruction - Best Practices
Data Information Literacy
Collaborate - DMP & more
Data Management Plans
Preserving/curating research
DO
Manage - RDS Services
Keeping up!
Build on successes
MANTRA - Research Management Data Training
http://datalib.edina.ac.uk/mantra/
Data Management Course 2014 -
University 0f Minnesota
https://sites.google.com/a/umn.edu/data-management-workshop-series/
Data Train
http://archaeologydataservice.ac.uk/learning/DataTrain#section-
DataTrain-AimsObjectives
See Data Managment Modules
from University of Minnesota
Lisa Johnston
https://sites.google.com/a/umn.edu/data-
management-workshop-series/module1
http://www.oucs.ox.ac.uk/oxgarage/
Librarians - new roles
Instruction - Best Practices
Data Information Literacy
Collaborate - DMP & more
Data Management Plans
Preserving/curating research
DO
Manage - RDS Services
Keeping up!
What do researchers care about?
Where can I put my stuff?
What is a data management plan?
Data needs to be...
• available
• findable
• re-usable
• citable
DO
DataNet from NSF
http://datafed.org/
Digital Preservation from the LoC
http://www.digitalpreservation.gov/
HathiTrust Digital Library
http://www.hathitrust.org/
Digital Preservation Network
http://www.dpn.org/
Title:
State of Sustainability Practices among Minnesota Tourism Businesses, 2007-2013
Authors:
Qian, Xinyi (Lisa)
Schneider, Ingrid E.
Title:
Public-Use Data from the Obstetrics and Periodontal
Therapy (OPT) Study, a randomized trial of periodontal
therapy to prevent pre-term birth
Authors:
Hodges, James S.
Michalowicz, Bryan S.
Title:
"Laundry Soap" from the Ojibwe Conversational Archives Project
Authors:
Hermes, Mary
Tainter, Rose
Kingbird-Porter, Margaret
https://www.lib.umn.edu/datamanagement/archiving
https://www.lib.umn.edu/datamanagement/archiving
Librarians - new roles
Instruction - Best Practices
Data Information Literacy
Collaborate - DMP & more
Data Management Plans
Preserving/curating research
DO
Manage - RDS Services
Keeping up!
Research Data Services
University of Minnesota
https://www.lib.umn.edu/datamanagement/archiving
George Mason University
http://dataservices.gmu.edu/resources/data-management
University of Maryland
http://www.lib.umd.edu/data
For all links please see:
http://guides.lib.cua.edu/hoffman
[tab] BigData
Keeping Research Data Safe
http://www.beagrie.com/krds.php
4. Digital Humanities WHY?
4. Digital Humanities
...Using data to tell our story
Data Visualization Catalog
http://blog.visual.ly/the-data-visualization-catalogue/
Visualization
http://www.edwardtufte.com/tufte/posters
http://www.masswerk.at/minard/
http://vannevar.blogspot.com/2009/03/minard-napolean-russia-1812-best-chart.html
http://research.google.com/bigpicture/music/?utm_content=buffer662d6&utm_medium=social&utm_so
urce=twitter.com&utm_campaign=buffer#
http://www.ucl.ac.uk/infostudies/melissa-terras/DigitalHumanitiesInfographic.pdf
http://www.folgerdigitaltexts.org/
Geography of the London Ballad Trade 1500-
1700
http://ebba.english.ucsb.edu/balladprintersite/L
BP_main.html
World War I Document Archive
http://www.gwpda.org/
Examples and Tools for DH projects
http://miriamposner.com/blog/how-did-they-make-that/#more-1571
ScrollKit
https://www.scrollkit.com/
JISC media hub
http://jiscmediahub.ac.uk/
Examples of TEI:
American Memory (uses a TEI-conformant DTD)
http://memory.loc.gov/ammem/index.html
Early Canada Online
http://www.canadiana.org/
Victorian Women Writers Project
http://www.indiana.edu/~letrs/vwwp/index.html
Oxford Text Archive
http://ota.ahds.ac.uk/
Metadata Standards (UNM)
http://libguides.unm.edu/content.php?pid=137795&sid=2556043
Data Formats
Types and formats of data
HDF
http://en.wikipedia.org/wiki/Hierarchical_Data_Format
Common Data Format
http://cdf.gsfc.nasa.gov/
[Also use of protocol buffers]
NEVER
DONE
• Data is information
• Libraries can be partners in providing value
- access and analytics
• Deep Collaboration - Federal, University,
Business, Researchers/Industry, Future of
Research
• Data Policies
• Renaissance of Archivists
• Librarians as information consultants
• Librarians as researchers
Images:
Images:
http://www.darpa.mil/newsevents/releases/2012/03/29.aspx
http://www.darpa.mil/uploadedImages/Content/NewsEvents/Releases/2012/cyber_c.jpg
http://www.ibm.com/smarterplanet/ie/en/smarter_cities/overview/index.html?re=CS1
http://upload.wikimedia.org/wikipedia/commons/4/4b/OSU_William_Oxley_Thompson_Memorial_Library_Stacks.JPG
http://www.lib.ua.edu/wiki/sura/index.php/Data_Life_Cycle_Models
References
2012/03/29 DARPA calls for advances in big data to help the warfighter. (2012). Retrieved from
http://www.darpa.mil/newsevents/releases/2012/03/29.aspx
Boyle, D. E., Yates, D. C., & Yeatman, E. M. (2013). Urban sensor data streams: London 2013. Internet Computing, IEEE, 17(6), 12-20.
doi:10.1109/MIC.2013.85
Domingo, A., Bellalta, B., Palacin, M., Oliver, M., & Almirall, E. (2013). Public open sensor data: Revolutionizing smart cities. Technology and
Society Magazine, IEEE, 32(4), 50-56. doi:10.1109/MTS.2013.2286421
Gladney, H. M. (2012). Long-term digital preservation: A digital humanities topic? HISTORICAL SOCIAL RESEARCH-HISTORISCHE
SOZIALFORSCHUNG, 37(3), 201-217.
IBM smarter cities - overview - ireland. Retrieved from http://www.ibm.com/smarterplanet/ie/en/smarter_cities/overview/index.html?re=CS1
JADH 2013: ODDly pragmatic: Documenting encoding practices in digital humanities projects by james cummings on prezi. Retrieved from
http://prezi.com/af2auinap-ug/jadh-2013-oddly-pragmatic-documenting-encoding-practices-in-digital-humanities-projects/
Lisa Johnston, Research Data Management and Curation Lead, & University Libraries University of Minnesota -‐ Twin Cities . (2014). A
Workflow Model for Curating Research Data in the University of Minnesota Libraries: Report from the 2013 Data Curation Pilot .
().University Digital of Minnesota Conservancy.
Michael Pepi. (2013). The postmodernity of big data – the new inquiry. Retrieved from http://thenewinquiry.com/essays/the-postmodernity-of-
big-data/
Van den Eynden, V., Corti, L., Woollard, M., Bishop, L., & Horton, L. (2011). Managing and sharing data: Best practice for researchers
From DARPA to Shakespeare: All the Data we Can Handle
From DARPA to Shakespeare: All the Data we Can Handle

Weitere ähnliche Inhalte

Was ist angesagt?

資訊素養工作坊PowerPoint
資訊素養工作坊PowerPoint資訊素養工作坊PowerPoint
資訊素養工作坊PowerPointkaikwong
 
Research Data Management in the Humanities and Social Sciences
Research Data Management in the Humanities and Social SciencesResearch Data Management in the Humanities and Social Sciences
Research Data Management in the Humanities and Social SciencesCelia Emmelhainz
 
The Importance of Marketing Digital Collections
The Importance of Marketing Digital CollectionsThe Importance of Marketing Digital Collections
The Importance of Marketing Digital CollectionsChristine Madsen
 
Linked Open Data in Libraries, Archives & Museums
Linked Open Data in Libraries, Archives & MuseumsLinked Open Data in Libraries, Archives & Museums
Linked Open Data in Libraries, Archives & MuseumsJon Voss
 
The Power of Sharing Linked Data (NASIG)
The Power of Sharing Linked Data (NASIG)The Power of Sharing Linked Data (NASIG)
The Power of Sharing Linked Data (NASIG)Richard Wallis
 
Viewing universities as landscapes of scholarship, VIVO keynote, 2017-08-04
Viewing universities as landscapes of scholarship, VIVO keynote, 2017-08-04Viewing universities as landscapes of scholarship, VIVO keynote, 2017-08-04
Viewing universities as landscapes of scholarship, VIVO keynote, 2017-08-04jodischneider
 
Information habits in continuously changing information environments : digg...
Information habits in continuously changing information environments : digg...Information habits in continuously changing information environments : digg...
Information habits in continuously changing information environments : digg...Thomas Hapke
 
DC-2016 Keynote 2016-10-13
DC-2016 Keynote 2016-10-13DC-2016 Keynote 2016-10-13
DC-2016 Keynote 2016-10-13Bradley Allen
 
Building the Archive of DH Research
Building the Archive of DH ResearchBuilding the Archive of DH Research
Building the Archive of DH ResearchHarriett Green
 
Data Journalism at HSE conference
Data Journalism at HSE conferenceData Journalism at HSE conference
Data Journalism at HSE conferenceIrina Radchenko
 
Workset Creation for Scholarly Analysis Project presentation at CNI 2013
Workset Creation for Scholarly Analysis Project presentation at CNI 2013Workset Creation for Scholarly Analysis Project presentation at CNI 2013
Workset Creation for Scholarly Analysis Project presentation at CNI 2013Harriett Green
 
Open Data and the Panton Principles in the Humanities
Open Data and the Panton Principles in the HumanitiesOpen Data and the Panton Principles in the Humanities
Open Data and the Panton Principles in the HumanitiesOpen Knowledge Maps
 
Managing and Sharing Research Data: Good practices for an ideal world...in th...
Managing and Sharing Research Data: Good practices for an ideal world...in th...Managing and Sharing Research Data: Good practices for an ideal world...in th...
Managing and Sharing Research Data: Good practices for an ideal world...in th...Martin Donnelly
 
The liaison librarian: connecting with the qualitative research lifecycle
The liaison librarian: connecting with the qualitative research lifecycleThe liaison librarian: connecting with the qualitative research lifecycle
The liaison librarian: connecting with the qualitative research lifecycleCelia Emmelhainz
 
LIS 653 Posters Fall 2014
LIS 653 Posters Fall 2014 LIS 653 Posters Fall 2014
LIS 653 Posters Fall 2014 PrattSILS
 
Metadata for researchers
Metadata for researchers Metadata for researchers
Metadata for researchers Getaneh Alemu
 
LIS 653 Knowledge Organization | Pratt Institute School of Information | Fall...
LIS 653 Knowledge Organization | Pratt Institute School of Information | Fall...LIS 653 Knowledge Organization | Pratt Institute School of Information | Fall...
LIS 653 Knowledge Organization | Pratt Institute School of Information | Fall...PrattSILS
 

Was ist angesagt? (20)

資訊素養工作坊PowerPoint
資訊素養工作坊PowerPoint資訊素養工作坊PowerPoint
資訊素養工作坊PowerPoint
 
Research Data Management in the Humanities and Social Sciences
Research Data Management in the Humanities and Social SciencesResearch Data Management in the Humanities and Social Sciences
Research Data Management in the Humanities and Social Sciences
 
The Importance of Marketing Digital Collections
The Importance of Marketing Digital CollectionsThe Importance of Marketing Digital Collections
The Importance of Marketing Digital Collections
 
Linked Open Data in Libraries, Archives & Museums
Linked Open Data in Libraries, Archives & MuseumsLinked Open Data in Libraries, Archives & Museums
Linked Open Data in Libraries, Archives & Museums
 
The Power of Sharing Linked Data (NASIG)
The Power of Sharing Linked Data (NASIG)The Power of Sharing Linked Data (NASIG)
The Power of Sharing Linked Data (NASIG)
 
Viewing universities as landscapes of scholarship, VIVO keynote, 2017-08-04
Viewing universities as landscapes of scholarship, VIVO keynote, 2017-08-04Viewing universities as landscapes of scholarship, VIVO keynote, 2017-08-04
Viewing universities as landscapes of scholarship, VIVO keynote, 2017-08-04
 
Information habits in continuously changing information environments : digg...
Information habits in continuously changing information environments : digg...Information habits in continuously changing information environments : digg...
Information habits in continuously changing information environments : digg...
 
DC-2016 Keynote 2016-10-13
DC-2016 Keynote 2016-10-13DC-2016 Keynote 2016-10-13
DC-2016 Keynote 2016-10-13
 
Building the Archive of DH Research
Building the Archive of DH ResearchBuilding the Archive of DH Research
Building the Archive of DH Research
 
Data Journalism at HSE conference
Data Journalism at HSE conferenceData Journalism at HSE conference
Data Journalism at HSE conference
 
Workset Creation for Scholarly Analysis Project presentation at CNI 2013
Workset Creation for Scholarly Analysis Project presentation at CNI 2013Workset Creation for Scholarly Analysis Project presentation at CNI 2013
Workset Creation for Scholarly Analysis Project presentation at CNI 2013
 
Qpat 2007
Qpat 2007Qpat 2007
Qpat 2007
 
Curation is for cytomics
Curation is for cytomicsCuration is for cytomics
Curation is for cytomics
 
Open Data and the Panton Principles in the Humanities
Open Data and the Panton Principles in the HumanitiesOpen Data and the Panton Principles in the Humanities
Open Data and the Panton Principles in the Humanities
 
Managing and Sharing Research Data: Good practices for an ideal world...in th...
Managing and Sharing Research Data: Good practices for an ideal world...in th...Managing and Sharing Research Data: Good practices for an ideal world...in th...
Managing and Sharing Research Data: Good practices for an ideal world...in th...
 
The liaison librarian: connecting with the qualitative research lifecycle
The liaison librarian: connecting with the qualitative research lifecycleThe liaison librarian: connecting with the qualitative research lifecycle
The liaison librarian: connecting with the qualitative research lifecycle
 
Balkanlighting gcf2015
Balkanlighting gcf2015Balkanlighting gcf2015
Balkanlighting gcf2015
 
LIS 653 Posters Fall 2014
LIS 653 Posters Fall 2014 LIS 653 Posters Fall 2014
LIS 653 Posters Fall 2014
 
Metadata for researchers
Metadata for researchers Metadata for researchers
Metadata for researchers
 
LIS 653 Knowledge Organization | Pratt Institute School of Information | Fall...
LIS 653 Knowledge Organization | Pratt Institute School of Information | Fall...LIS 653 Knowledge Organization | Pratt Institute School of Information | Fall...
LIS 653 Knowledge Organization | Pratt Institute School of Information | Fall...
 

Ähnlich wie From DARPA to Shakespeare: All the Data we Can Handle

MAKING SENSE OF IOT DATA W/ BIG DATA + DATA SCIENCE - CHARLES CAI
MAKING SENSE OF IOT DATA W/ BIG DATA + DATA SCIENCE - CHARLES CAIMAKING SENSE OF IOT DATA W/ BIG DATA + DATA SCIENCE - CHARLES CAI
MAKING SENSE OF IOT DATA W/ BIG DATA + DATA SCIENCE - CHARLES CAIBig Data Week
 
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
 
Big Data in NATO and Your Role
Big Data in NATO and Your RoleBig Data in NATO and Your Role
Big Data in NATO and Your RoleJay Gendron
 
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
 
Big data-and-creativity v.1
Big data-and-creativity v.1Big data-and-creativity v.1
Big data-and-creativity v.1Kim Flintoff
 
Informatics Transform : Re-engineering Libraries for the Data Decade
Informatics Transform : Re-engineering Libraries for the Data DecadeInformatics Transform : Re-engineering Libraries for the Data Decade
Informatics Transform : Re-engineering Libraries for the Data DecadeLiz Lyon
 
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: Harnessing Open Data for High Impact Solutions
Data Science: Harnessing Open Data for High Impact SolutionsData Science: Harnessing Open Data for High Impact Solutions
Data Science: Harnessing Open Data for High Impact SolutionsMohd Izhar Firdaus Ismail
 
Data Management and Horizon 2020
Data Management and Horizon 2020Data Management and Horizon 2020
Data Management and Horizon 2020Sarah Jones
 
Introduction for skills seminar on Search and Data Mining, Master of European...
Introduction for skills seminar on Search and Data Mining, Master of European...Introduction for skills seminar on Search and Data Mining, Master of European...
Introduction for skills seminar on Search and Data Mining, Master of European...Gerben Zaagsma
 
Open Government Data for transparency, innovation and public engagement in so...
Open Government Data for transparency, innovation and public engagement in so...Open Government Data for transparency, innovation and public engagement in so...
Open Government Data for transparency, innovation and public engagement in so...Samos2019Summit
 
Introduction to Data Mining and technologies .ppt
Introduction to Data Mining and technologies .pptIntroduction to Data Mining and technologies .ppt
Introduction to Data Mining and technologies .pptSangrangBargayary3
 
Big data by Ravi .pdf
Big data by Ravi .pdfBig data by Ravi .pdf
Big data by Ravi .pdfRAVIPSHARMA2
 
Data Science - An emerging Stream of Science with its Spreading Reach & Impact
Data Science - An emerging Stream of Science with its Spreading Reach & ImpactData Science - An emerging Stream of Science with its Spreading Reach & Impact
Data Science - An emerging Stream of Science with its Spreading Reach & ImpactDr. Sunil Kr. Pandey
 
Smart Data Module 1 introduction to big and smart data
Smart Data Module 1 introduction to big and smart dataSmart Data Module 1 introduction to big and smart data
Smart Data Module 1 introduction to big and smart datacaniceconsulting
 
Big Data in the Cloud: Enabling the Fourth Paradigm by Matching SMEs with Dat...
Big Data in the Cloud: Enabling the Fourth Paradigm by Matching SMEs with Dat...Big Data in the Cloud: Enabling the Fourth Paradigm by Matching SMEs with Dat...
Big Data in the Cloud: Enabling the Fourth Paradigm by Matching SMEs with Dat...Alexandru Iosup
 
Research Data management - Importance, Good Practices, Guidance
Research Data management - Importance, Good Practices, GuidanceResearch Data management - Importance, Good Practices, Guidance
Research Data management - Importance, Good Practices, GuidanceFrank Uiterwaal
 
Big Data: Profile and Skills of the Information Professional.
Big Data: Profile and Skills of the Information Professional.Big Data: Profile and Skills of the Information Professional.
Big Data: Profile and Skills of the Information Professional.Luísa Alvim
 

Ähnlich wie From DARPA to Shakespeare: All the Data we Can Handle (20)

MAKING SENSE OF IOT DATA W/ BIG DATA + DATA SCIENCE - CHARLES CAI
MAKING SENSE OF IOT DATA W/ BIG DATA + DATA SCIENCE - CHARLES CAIMAKING SENSE OF IOT DATA W/ BIG DATA + DATA SCIENCE - CHARLES CAI
MAKING SENSE OF IOT DATA W/ BIG DATA + DATA SCIENCE - CHARLES CAI
 
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
 
Big Data in NATO and Your Role
Big Data in NATO and Your RoleBig Data in NATO and Your Role
Big Data in NATO and Your Role
 
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
 
Big data-and-creativity v.1
Big data-and-creativity v.1Big data-and-creativity v.1
Big data-and-creativity v.1
 
CAEPIA 2011
CAEPIA 2011CAEPIA 2011
CAEPIA 2011
 
Informatics Transform : Re-engineering Libraries for the Data Decade
Informatics Transform : Re-engineering Libraries for the Data DecadeInformatics Transform : Re-engineering Libraries for the Data Decade
Informatics Transform : Re-engineering Libraries for the Data Decade
 
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: Harnessing Open Data for High Impact Solutions
Data Science: Harnessing Open Data for High Impact SolutionsData Science: Harnessing Open Data for High Impact Solutions
Data Science: Harnessing Open Data for High Impact Solutions
 
Data Management and Horizon 2020
Data Management and Horizon 2020Data Management and Horizon 2020
Data Management and Horizon 2020
 
Introduction for skills seminar on Search and Data Mining, Master of European...
Introduction for skills seminar on Search and Data Mining, Master of European...Introduction for skills seminar on Search and Data Mining, Master of European...
Introduction for skills seminar on Search and Data Mining, Master of European...
 
Open Government Data for transparency, innovation and public engagement in so...
Open Government Data for transparency, innovation and public engagement in so...Open Government Data for transparency, innovation and public engagement in so...
Open Government Data for transparency, innovation and public engagement in so...
 
Introduction to Data Mining and technologies .ppt
Introduction to Data Mining and technologies .pptIntroduction to Data Mining and technologies .ppt
Introduction to Data Mining and technologies .ppt
 
Big data by Ravi .pdf
Big data by Ravi .pdfBig data by Ravi .pdf
Big data by Ravi .pdf
 
Data Science - An emerging Stream of Science with its Spreading Reach & Impact
Data Science - An emerging Stream of Science with its Spreading Reach & ImpactData Science - An emerging Stream of Science with its Spreading Reach & Impact
Data Science - An emerging Stream of Science with its Spreading Reach & Impact
 
Cs501 dm intro
Cs501 dm introCs501 dm intro
Cs501 dm intro
 
Smart Data Module 1 introduction to big and smart data
Smart Data Module 1 introduction to big and smart dataSmart Data Module 1 introduction to big and smart data
Smart Data Module 1 introduction to big and smart data
 
Big Data in the Cloud: Enabling the Fourth Paradigm by Matching SMEs with Dat...
Big Data in the Cloud: Enabling the Fourth Paradigm by Matching SMEs with Dat...Big Data in the Cloud: Enabling the Fourth Paradigm by Matching SMEs with Dat...
Big Data in the Cloud: Enabling the Fourth Paradigm by Matching SMEs with Dat...
 
Research Data management - Importance, Good Practices, Guidance
Research Data management - Importance, Good Practices, GuidanceResearch Data management - Importance, Good Practices, Guidance
Research Data management - Importance, Good Practices, Guidance
 
Big Data: Profile and Skills of the Information Professional.
Big Data: Profile and Skills of the Information Professional.Big Data: Profile and Skills of the Information Professional.
Big Data: Profile and Skills of the Information Professional.
 

Mehr von Kimberly Hoffman

Mehr von Kimberly Hoffman (19)

Librarians and Data: a presentation for CUA LIS Bridging the Spectrum Symposi...
Librarians and Data: a presentation for CUA LIS Bridging the Spectrum Symposi...Librarians and Data: a presentation for CUA LIS Bridging the Spectrum Symposi...
Librarians and Data: a presentation for CUA LIS Bridging the Spectrum Symposi...
 
Trends and teams for strong libraries posted
Trends and teams for strong libraries postedTrends and teams for strong libraries posted
Trends and teams for strong libraries posted
 
CUA Engineering104
CUA Engineering104CUA Engineering104
CUA Engineering104
 
BE Summer 2014
BE Summer 2014BE Summer 2014
BE Summer 2014
 
Physics Library at CUA
Physics Library at CUAPhysics Library at CUA
Physics Library at CUA
 
Physics library furniture
Physics library furniturePhysics library furniture
Physics library furniture
 
Presentation ENG101
Presentation ENG101Presentation ENG101
Presentation ENG101
 
BE530_Spring2011
BE530_Spring2011BE530_Spring2011
BE530_Spring2011
 
CE301_FALL2010
CE301_FALL2010CE301_FALL2010
CE301_FALL2010
 
CE110_Fall2010
CE110_Fall2010CE110_Fall2010
CE110_Fall2010
 
Be529_Fall2010
Be529_Fall2010Be529_Fall2010
Be529_Fall2010
 
ARTStor_CUA_Archit
ARTStor_CUA_ArchitARTStor_CUA_Archit
ARTStor_CUA_Archit
 
Pecha Kucha Style: Conference 2 0
Pecha Kucha Style: Conference 2 0Pecha Kucha Style: Conference 2 0
Pecha Kucha Style: Conference 2 0
 
Powerpoints, Prezis and Pecha Kucha Presentations
Powerpoints, Prezis and Pecha Kucha PresentationsPowerpoints, Prezis and Pecha Kucha Presentations
Powerpoints, Prezis and Pecha Kucha Presentations
 
EA_Lib_09_10
EA_Lib_09_10EA_Lib_09_10
EA_Lib_09_10
 
English101
English101English101
English101
 
Be554 2010
Be554 2010Be554 2010
Be554 2010
 
CUA_SciLib
CUA_SciLibCUA_SciLib
CUA_SciLib
 
A Good Walk In Maine
A Good Walk In MaineA Good Walk In Maine
A Good Walk In Maine
 

Kürzlich hochgeladen

ISYU TUNGKOL SA SEKSWLADIDA (ISSUE ABOUT SEXUALITY
ISYU TUNGKOL SA SEKSWLADIDA (ISSUE ABOUT SEXUALITYISYU TUNGKOL SA SEKSWLADIDA (ISSUE ABOUT SEXUALITY
ISYU TUNGKOL SA SEKSWLADIDA (ISSUE ABOUT SEXUALITYKayeClaireEstoconing
 
Concurrency Control in Database Management system
Concurrency Control in Database Management systemConcurrency Control in Database Management system
Concurrency Control in Database Management systemChristalin Nelson
 
ACC 2024 Chronicles. Cardiology. Exam.pdf
ACC 2024 Chronicles. Cardiology. Exam.pdfACC 2024 Chronicles. Cardiology. Exam.pdf
ACC 2024 Chronicles. Cardiology. Exam.pdfSpandanaRallapalli
 
Judging the Relevance and worth of ideas part 2.pptx
Judging the Relevance  and worth of ideas part 2.pptxJudging the Relevance  and worth of ideas part 2.pptx
Judging the Relevance and worth of ideas part 2.pptxSherlyMaeNeri
 
Keynote by Prof. Wurzer at Nordex about IP-design
Keynote by Prof. Wurzer at Nordex about IP-designKeynote by Prof. Wurzer at Nordex about IP-design
Keynote by Prof. Wurzer at Nordex about IP-designMIPLM
 
How to Add Barcode on PDF Report in Odoo 17
How to Add Barcode on PDF Report in Odoo 17How to Add Barcode on PDF Report in Odoo 17
How to Add Barcode on PDF Report in Odoo 17Celine George
 
FILIPINO PSYCHology sikolohiyang pilipino
FILIPINO PSYCHology sikolohiyang pilipinoFILIPINO PSYCHology sikolohiyang pilipino
FILIPINO PSYCHology sikolohiyang pilipinojohnmickonozaleda
 
Like-prefer-love -hate+verb+ing & silent letters & citizenship text.pdf
Like-prefer-love -hate+verb+ing & silent letters & citizenship text.pdfLike-prefer-love -hate+verb+ing & silent letters & citizenship text.pdf
Like-prefer-love -hate+verb+ing & silent letters & citizenship text.pdfMr Bounab Samir
 
THEORIES OF ORGANIZATION-PUBLIC ADMINISTRATION
THEORIES OF ORGANIZATION-PUBLIC ADMINISTRATIONTHEORIES OF ORGANIZATION-PUBLIC ADMINISTRATION
THEORIES OF ORGANIZATION-PUBLIC ADMINISTRATIONHumphrey A Beña
 
Karra SKD Conference Presentation Revised.pptx
Karra SKD Conference Presentation Revised.pptxKarra SKD Conference Presentation Revised.pptx
Karra SKD Conference Presentation Revised.pptxAshokKarra1
 
Grade 9 Quarter 4 Dll Grade 9 Quarter 4 DLL.pdf
Grade 9 Quarter 4 Dll Grade 9 Quarter 4 DLL.pdfGrade 9 Quarter 4 Dll Grade 9 Quarter 4 DLL.pdf
Grade 9 Quarter 4 Dll Grade 9 Quarter 4 DLL.pdfJemuel Francisco
 
Inclusivity Essentials_ Creating Accessible Websites for Nonprofits .pdf
Inclusivity Essentials_ Creating Accessible Websites for Nonprofits .pdfInclusivity Essentials_ Creating Accessible Websites for Nonprofits .pdf
Inclusivity Essentials_ Creating Accessible Websites for Nonprofits .pdfTechSoup
 
ENGLISH6-Q4-W3.pptxqurter our high choom
ENGLISH6-Q4-W3.pptxqurter our high choomENGLISH6-Q4-W3.pptxqurter our high choom
ENGLISH6-Q4-W3.pptxqurter our high choomnelietumpap1
 
Field Attribute Index Feature in Odoo 17
Field Attribute Index Feature in Odoo 17Field Attribute Index Feature in Odoo 17
Field Attribute Index Feature in Odoo 17Celine George
 
Incoming and Outgoing Shipments in 3 STEPS Using Odoo 17
Incoming and Outgoing Shipments in 3 STEPS Using Odoo 17Incoming and Outgoing Shipments in 3 STEPS Using Odoo 17
Incoming and Outgoing Shipments in 3 STEPS Using Odoo 17Celine George
 
MULTIDISCIPLINRY NATURE OF THE ENVIRONMENTAL STUDIES.pptx
MULTIDISCIPLINRY NATURE OF THE ENVIRONMENTAL STUDIES.pptxMULTIDISCIPLINRY NATURE OF THE ENVIRONMENTAL STUDIES.pptx
MULTIDISCIPLINRY NATURE OF THE ENVIRONMENTAL STUDIES.pptxAnupkumar Sharma
 
ENGLISH 7_Q4_LESSON 2_ Employing a Variety of Strategies for Effective Interp...
ENGLISH 7_Q4_LESSON 2_ Employing a Variety of Strategies for Effective Interp...ENGLISH 7_Q4_LESSON 2_ Employing a Variety of Strategies for Effective Interp...
ENGLISH 7_Q4_LESSON 2_ Employing a Variety of Strategies for Effective Interp...JhezDiaz1
 

Kürzlich hochgeladen (20)

Raw materials used in Herbal Cosmetics.pptx
Raw materials used in Herbal Cosmetics.pptxRaw materials used in Herbal Cosmetics.pptx
Raw materials used in Herbal Cosmetics.pptx
 
ISYU TUNGKOL SA SEKSWLADIDA (ISSUE ABOUT SEXUALITY
ISYU TUNGKOL SA SEKSWLADIDA (ISSUE ABOUT SEXUALITYISYU TUNGKOL SA SEKSWLADIDA (ISSUE ABOUT SEXUALITY
ISYU TUNGKOL SA SEKSWLADIDA (ISSUE ABOUT SEXUALITY
 
Concurrency Control in Database Management system
Concurrency Control in Database Management systemConcurrency Control in Database Management system
Concurrency Control in Database Management system
 
ACC 2024 Chronicles. Cardiology. Exam.pdf
ACC 2024 Chronicles. Cardiology. Exam.pdfACC 2024 Chronicles. Cardiology. Exam.pdf
ACC 2024 Chronicles. Cardiology. Exam.pdf
 
Judging the Relevance and worth of ideas part 2.pptx
Judging the Relevance  and worth of ideas part 2.pptxJudging the Relevance  and worth of ideas part 2.pptx
Judging the Relevance and worth of ideas part 2.pptx
 
Keynote by Prof. Wurzer at Nordex about IP-design
Keynote by Prof. Wurzer at Nordex about IP-designKeynote by Prof. Wurzer at Nordex about IP-design
Keynote by Prof. Wurzer at Nordex about IP-design
 
How to Add Barcode on PDF Report in Odoo 17
How to Add Barcode on PDF Report in Odoo 17How to Add Barcode on PDF Report in Odoo 17
How to Add Barcode on PDF Report in Odoo 17
 
FILIPINO PSYCHology sikolohiyang pilipino
FILIPINO PSYCHology sikolohiyang pilipinoFILIPINO PSYCHology sikolohiyang pilipino
FILIPINO PSYCHology sikolohiyang pilipino
 
Like-prefer-love -hate+verb+ing & silent letters & citizenship text.pdf
Like-prefer-love -hate+verb+ing & silent letters & citizenship text.pdfLike-prefer-love -hate+verb+ing & silent letters & citizenship text.pdf
Like-prefer-love -hate+verb+ing & silent letters & citizenship text.pdf
 
THEORIES OF ORGANIZATION-PUBLIC ADMINISTRATION
THEORIES OF ORGANIZATION-PUBLIC ADMINISTRATIONTHEORIES OF ORGANIZATION-PUBLIC ADMINISTRATION
THEORIES OF ORGANIZATION-PUBLIC ADMINISTRATION
 
Karra SKD Conference Presentation Revised.pptx
Karra SKD Conference Presentation Revised.pptxKarra SKD Conference Presentation Revised.pptx
Karra SKD Conference Presentation Revised.pptx
 
Grade 9 Quarter 4 Dll Grade 9 Quarter 4 DLL.pdf
Grade 9 Quarter 4 Dll Grade 9 Quarter 4 DLL.pdfGrade 9 Quarter 4 Dll Grade 9 Quarter 4 DLL.pdf
Grade 9 Quarter 4 Dll Grade 9 Quarter 4 DLL.pdf
 
Inclusivity Essentials_ Creating Accessible Websites for Nonprofits .pdf
Inclusivity Essentials_ Creating Accessible Websites for Nonprofits .pdfInclusivity Essentials_ Creating Accessible Websites for Nonprofits .pdf
Inclusivity Essentials_ Creating Accessible Websites for Nonprofits .pdf
 
ENGLISH6-Q4-W3.pptxqurter our high choom
ENGLISH6-Q4-W3.pptxqurter our high choomENGLISH6-Q4-W3.pptxqurter our high choom
ENGLISH6-Q4-W3.pptxqurter our high choom
 
Field Attribute Index Feature in Odoo 17
Field Attribute Index Feature in Odoo 17Field Attribute Index Feature in Odoo 17
Field Attribute Index Feature in Odoo 17
 
Incoming and Outgoing Shipments in 3 STEPS Using Odoo 17
Incoming and Outgoing Shipments in 3 STEPS Using Odoo 17Incoming and Outgoing Shipments in 3 STEPS Using Odoo 17
Incoming and Outgoing Shipments in 3 STEPS Using Odoo 17
 
YOUVE GOT EMAIL_FINALS_EL_DORADO_2024.pptx
YOUVE GOT EMAIL_FINALS_EL_DORADO_2024.pptxYOUVE GOT EMAIL_FINALS_EL_DORADO_2024.pptx
YOUVE GOT EMAIL_FINALS_EL_DORADO_2024.pptx
 
Model Call Girl in Tilak Nagar Delhi reach out to us at 🔝9953056974🔝
Model Call Girl in Tilak Nagar Delhi reach out to us at 🔝9953056974🔝Model Call Girl in Tilak Nagar Delhi reach out to us at 🔝9953056974🔝
Model Call Girl in Tilak Nagar Delhi reach out to us at 🔝9953056974🔝
 
MULTIDISCIPLINRY NATURE OF THE ENVIRONMENTAL STUDIES.pptx
MULTIDISCIPLINRY NATURE OF THE ENVIRONMENTAL STUDIES.pptxMULTIDISCIPLINRY NATURE OF THE ENVIRONMENTAL STUDIES.pptx
MULTIDISCIPLINRY NATURE OF THE ENVIRONMENTAL STUDIES.pptx
 
ENGLISH 7_Q4_LESSON 2_ Employing a Variety of Strategies for Effective Interp...
ENGLISH 7_Q4_LESSON 2_ Employing a Variety of Strategies for Effective Interp...ENGLISH 7_Q4_LESSON 2_ Employing a Variety of Strategies for Effective Interp...
ENGLISH 7_Q4_LESSON 2_ Employing a Variety of Strategies for Effective Interp...
 

From DARPA to Shakespeare: All the Data we Can Handle

  • 1.
  • 2. From DARPA to Shakespeare and all the data we can handle Big Data and Digital Humanities February 2014 http://www.darpa.mil/newsevents/releases/2012/03/29.aspx
  • 3. 1. Big Data 2. Libraries & Librarians 3. University Researchers & Beyond 4. Digital Humanities
  • 5. High-Performance Computing (HPC) Act of 1991 (Public Law 102-194) as amended by the Next Generation Internet Research Act of 1998 (Public Law 105-305) and America COMPETES Act of 2007 (Public Law 110-69). It’s the law! These laws authorize Federal agencies to set goals, prioritize their investments, and coordinate their activities in networking and information technology research and development. George O. Strawn NITRD Networking and Information Technology Research and Development (NITRD) Program From : Hot Topics in Big Data: What You Need to Know Now! FEDLINK, NFAIS, CENDI; December 11, 2012
  • 6.
  • 7. Big data... is a mystery is a child of the internet Big Data has grown from... CPU's of information Disks of information ...to Networks of information Sensors everywhere George O. Strawn NITRD
  • 8. Urban computing also aims to deeply understand the nature and sciences behind the phenomenon occurring in urban spaces, using a variety of heterogeneous data sources, such as traffic flows, human mobility, geographic and map data, environment, energy consumption, populations, and economics, etc. Recently, real-world data reflecting city dynamics becomes widely available, including, e.g., users’ mobile phone signal, GPS traces of vehicles and people, ticketing data in public transportation systems, user-generated content (like tweets, micro-blog, check-ins, photos), data from transportation sensor networks (camera and loop sensors) and environment sensor networks (temperature and air quality), as well as data from the Internet of Things. http://www.meetup.com/UrbanComputing/ Smart Cities
  • 9. Examples of big data: • Electronic Health Records • Text vs tables • Textual analytics TEI • Sentiment analysis - FB posts, Twitter • Distributed data, distributed computing • Atmospheric sensors, undersea sensors • Hubble telescope • Library ERM
  • 10. Big Data & Science... • Analyzing output from simulations • Analyzing instrument output - LHC, Curiosity • Creating DB's to support wide collaboration: Human Genome Project • Creating Knowledge Bases from textural information: Semantic Medline • Proteomics will be bigger than genomics How do you move 100TB of information within a University or a research area?
  • 12. Experimental Science Theoretical Science Computational Science Data Science - Big Data 4th Paradigm of Science
  • 13. From bits to its... Does the world consist of ... matter, energy and information? Newton - matter and motion Steam engine - thermodynamics, matter, energy Computer - science of information, matter, energy and information Data intensive science is revolutionary science Big Data is TOO BIG To KNOW! The dust hasn't settled; dust is swirling all around us; it is FUN dust! George O. Strawn
  • 14. See presentation: Philosophy & Big Data: Big Data, the Individual, and Society by Melanie Swan January 24, 2013 http://www.slideshare.net/lablogga/philosophy-and-big-data- big-data-the-individual-and-society
  • 15.
  • 16. 2. Libraries & Librarians 3. University Researchers (YOU) & Beyond
  • 18. Michael Furlough Associate Dean for Research and Scholarly Communications Penn State University Libraries Libraries roles and challenges: Libraries will have to operate on faith Libraries will need deep collaboration
  • 19. Librarians - new roles Instruction - Best Practices Data Information Literacy Collaborate - DMP & more Data Management Plans Preserving/curating research DO Manage - RDS Services Keeping up!
  • 20. Conversion & Interoperability Cultures of Practice Databases & Data Formats Data Curation & Reuse Data Management & Organization Data Processing & Analysis Data Quality & Documentation Discovery & Acquisition Ethics & Attribution Metadata & Data Description Preservation Visualization & Representation See more at: Data Information Literacy Competencies http://wiki.lib.purdue.edu/display/ste/Materials+for+the+DIL+Symposium Data is information
  • 21. Librarians - new roles Instruction - Best Practices Data Information Literacy Collaborate - DMP & more Data Management Plans Preserving/curating research DO Manage - RDS Services Keeping up!
  • 22. Build on successes MANTRA - Research Management Data Training http://datalib.edina.ac.uk/mantra/ Data Management Course 2014 - University 0f Minnesota https://sites.google.com/a/umn.edu/data-management-workshop-series/ Data Train http://archaeologydataservice.ac.uk/learning/DataTrain#section- DataTrain-AimsObjectives
  • 23. See Data Managment Modules from University of Minnesota Lisa Johnston https://sites.google.com/a/umn.edu/data- management-workshop-series/module1
  • 25. Librarians - new roles Instruction - Best Practices Data Information Literacy Collaborate - DMP & more Data Management Plans Preserving/curating research DO Manage - RDS Services Keeping up!
  • 26. What do researchers care about? Where can I put my stuff? What is a data management plan? Data needs to be... • available • findable • re-usable • citable
  • 27.
  • 28.
  • 29. DO
  • 30. DataNet from NSF http://datafed.org/ Digital Preservation from the LoC http://www.digitalpreservation.gov/ HathiTrust Digital Library http://www.hathitrust.org/ Digital Preservation Network http://www.dpn.org/
  • 31. Title: State of Sustainability Practices among Minnesota Tourism Businesses, 2007-2013 Authors: Qian, Xinyi (Lisa) Schneider, Ingrid E.
  • 32. Title: Public-Use Data from the Obstetrics and Periodontal Therapy (OPT) Study, a randomized trial of periodontal therapy to prevent pre-term birth Authors: Hodges, James S. Michalowicz, Bryan S.
  • 33. Title: "Laundry Soap" from the Ojibwe Conversational Archives Project Authors: Hermes, Mary Tainter, Rose Kingbird-Porter, Margaret
  • 36. Librarians - new roles Instruction - Best Practices Data Information Literacy Collaborate - DMP & more Data Management Plans Preserving/curating research DO Manage - RDS Services Keeping up!
  • 37. Research Data Services University of Minnesota https://www.lib.umn.edu/datamanagement/archiving George Mason University http://dataservices.gmu.edu/resources/data-management University of Maryland http://www.lib.umd.edu/data
  • 38. For all links please see: http://guides.lib.cua.edu/hoffman [tab] BigData Keeping Research Data Safe http://www.beagrie.com/krds.php
  • 40. 4. Digital Humanities ...Using data to tell our story
  • 46.
  • 47. Geography of the London Ballad Trade 1500- 1700 http://ebba.english.ucsb.edu/balladprintersite/L BP_main.html World War I Document Archive http://www.gwpda.org/
  • 48.
  • 49. Examples and Tools for DH projects http://miriamposner.com/blog/how-did-they-make-that/#more-1571 ScrollKit https://www.scrollkit.com/
  • 51.
  • 52.
  • 53. Examples of TEI: American Memory (uses a TEI-conformant DTD) http://memory.loc.gov/ammem/index.html Early Canada Online http://www.canadiana.org/ Victorian Women Writers Project http://www.indiana.edu/~letrs/vwwp/index.html Oxford Text Archive http://ota.ahds.ac.uk/
  • 54. Metadata Standards (UNM) http://libguides.unm.edu/content.php?pid=137795&sid=2556043 Data Formats Types and formats of data HDF http://en.wikipedia.org/wiki/Hierarchical_Data_Format Common Data Format http://cdf.gsfc.nasa.gov/ [Also use of protocol buffers]
  • 56. • Data is information • Libraries can be partners in providing value - access and analytics • Deep Collaboration - Federal, University, Business, Researchers/Industry, Future of Research • Data Policies • Renaissance of Archivists • Librarians as information consultants • Librarians as researchers
  • 58. References 2012/03/29 DARPA calls for advances in big data to help the warfighter. (2012). Retrieved from http://www.darpa.mil/newsevents/releases/2012/03/29.aspx Boyle, D. E., Yates, D. C., & Yeatman, E. M. (2013). Urban sensor data streams: London 2013. Internet Computing, IEEE, 17(6), 12-20. doi:10.1109/MIC.2013.85 Domingo, A., Bellalta, B., Palacin, M., Oliver, M., & Almirall, E. (2013). Public open sensor data: Revolutionizing smart cities. Technology and Society Magazine, IEEE, 32(4), 50-56. doi:10.1109/MTS.2013.2286421 Gladney, H. M. (2012). Long-term digital preservation: A digital humanities topic? HISTORICAL SOCIAL RESEARCH-HISTORISCHE SOZIALFORSCHUNG, 37(3), 201-217. IBM smarter cities - overview - ireland. Retrieved from http://www.ibm.com/smarterplanet/ie/en/smarter_cities/overview/index.html?re=CS1 JADH 2013: ODDly pragmatic: Documenting encoding practices in digital humanities projects by james cummings on prezi. Retrieved from http://prezi.com/af2auinap-ug/jadh-2013-oddly-pragmatic-documenting-encoding-practices-in-digital-humanities-projects/ Lisa Johnston, Research Data Management and Curation Lead, & University Libraries University of Minnesota -‐ Twin Cities . (2014). A Workflow Model for Curating Research Data in the University of Minnesota Libraries: Report from the 2013 Data Curation Pilot . ().University Digital of Minnesota Conservancy. Michael Pepi. (2013). The postmodernity of big data – the new inquiry. Retrieved from http://thenewinquiry.com/essays/the-postmodernity-of- big-data/ Van den Eynden, V., Corti, L., Woollard, M., Bishop, L., & Horton, L. (2011). Managing and sharing data: Best practice for researchers