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Big Data

Big Data - American Geosciences Institute...“Big data turns traditional information architecture on its head, putting into question commonly accepted notions of where and how data

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Page 1: Big Data - American Geosciences Institute...“Big data turns traditional information architecture on its head, putting into question commonly accepted notions of where and how data

Big Data

Page 2: Big Data - American Geosciences Institute...“Big data turns traditional information architecture on its head, putting into question commonly accepted notions of where and how data

The World Economic Forum convened

in Switzerland in January, 2012

highlighted big data as a new economic

asset comparable to currency and gold

Rethinking Personal Data: Strengthening Trust, World

Economic Forum. May, 2012

Why Big Data?

Page 3: Big Data - American Geosciences Institute...“Big data turns traditional information architecture on its head, putting into question commonly accepted notions of where and how data

“Big data turns traditional information

architecture on its head, putting into

question commonly accepted notions

of where and how data should be

aggregated, processed, analyzed, and

stored.”

Dain Hansen, Oracle Corp. Bridging the Big Data

Divide with Data Integration, August 7, 2012

Page 4: Big Data - American Geosciences Institute...“Big data turns traditional information architecture on its head, putting into question commonly accepted notions of where and how data

What is Big Data?

Page 5: Big Data - American Geosciences Institute...“Big data turns traditional information architecture on its head, putting into question commonly accepted notions of where and how data

Big Data: Data Integration (“interoperability”)

Data integration -

bulk data movement

replication

synchronization

transformation

data quality

data services

Capabilities for moving data between data warehousing,

business analytics, master data management, enterprise

applications, and custom applications.

Integrating structured data in relational databases with

social media data, weblogs, and various unstructured data

Page 6: Big Data - American Geosciences Institute...“Big data turns traditional information architecture on its head, putting into question commonly accepted notions of where and how data
Page 7: Big Data - American Geosciences Institute...“Big data turns traditional information architecture on its head, putting into question commonly accepted notions of where and how data

McKinsey Global

Institute, 2011

Page 8: Big Data - American Geosciences Institute...“Big data turns traditional information architecture on its head, putting into question commonly accepted notions of where and how data

McKinsey Global

Institute, 2011

Page 9: Big Data - American Geosciences Institute...“Big data turns traditional information architecture on its head, putting into question commonly accepted notions of where and how data

Big Data in the Geosciences

Web-based

Standards-based

Open source

Interoperable

Community of practice

Page 10: Big Data - American Geosciences Institute...“Big data turns traditional information architecture on its head, putting into question commonly accepted notions of where and how data

McKinsey Global Institute, 2011

Page 11: Big Data - American Geosciences Institute...“Big data turns traditional information architecture on its head, putting into question commonly accepted notions of where and how data

a standards-based, ad-hoc, geoscientific data analysis method, scalable

to Exabyte volume (1 Exabyte = 1,000 Petabytes

“Lighthouse Applications”: >100 Terabytes of 2D to 5D data

EU e-infrastructure

Page 12: Big Data - American Geosciences Institute...“Big data turns traditional information architecture on its head, putting into question commonly accepted notions of where and how data

White House Big Data initiative

EarthCube is the Geoscience Cyberinfrastructure prototype

for NSF’s Cyberinfrastructure in the 21st Century (CIF21)

CIF21 is NSF’s flagship effort for Big Data

Page 13: Big Data - American Geosciences Institute...“Big data turns traditional information architecture on its head, putting into question commonly accepted notions of where and how data
Page 14: Big Data - American Geosciences Institute...“Big data turns traditional information architecture on its head, putting into question commonly accepted notions of where and how data

Goal of Earth Cube

to transform the conduct of research in geosciences by supporting community-based cyberinfrastructure to integrate data and information for knowledge management across the Geosciences.

Page 15: Big Data - American Geosciences Institute...“Big data turns traditional information architecture on its head, putting into question commonly accepted notions of where and how data

What Is Knowledge Management

It is a human-centric context for the scientific enterprise

Elements :

Easy use and discovery of data and information

Ease of collaboration and training to create knowledge

Access through open architecture and interworkability

Shared community vision/value system

The community will strategically connect these elements over time for the geosciences

The use of existing or emerging technologies will moderate the pace of development

Page 16: Big Data - American Geosciences Institute...“Big data turns traditional information architecture on its head, putting into question commonly accepted notions of where and how data

• An approach to respond to daunting science and CI challenges

• An outcome and a process

• A knowledge management system

• An infrastructure

• An integrated framework

• An integrated system

• A cyberinfrastructure

• An integrated set of services

• An architectural framework

Page 17: Big Data - American Geosciences Institute...“Big data turns traditional information architecture on its head, putting into question commonly accepted notions of where and how data
Page 18: Big Data - American Geosciences Institute...“Big data turns traditional information architecture on its head, putting into question commonly accepted notions of where and how data

GEOSCIENCES IS READY

Cyberinfrastructure (CI) is part of the research fabric of

Geosciences

Geoscientists are sophisticated CI users and creators

NSF and other agencies support substantial

infrastructure and research that will form the foundation

of EarthCube

Community is connected by the science and collegial

relationships

Page 19: Big Data - American Geosciences Institute...“Big data turns traditional information architecture on its head, putting into question commonly accepted notions of where and how data

“The Internet has no centralized governance in either technological implementation or policies for access and usage; each constituent network sets its own standards”

Decentralized governance

Other funding sources

EarthCube

Light touch vs heavy hand

Page 20: Big Data - American Geosciences Institute...“Big data turns traditional information architecture on its head, putting into question commonly accepted notions of where and how data

(Edwards et al. 2007)

DARPA

Governance needs evolve as infrastructure matures and spreads

Long tail of adopters

Page 21: Big Data - American Geosciences Institute...“Big data turns traditional information architecture on its head, putting into question commonly accepted notions of where and how data

Big Data and the Geoscience Profession

There will be a shortage of talent necessary for

organizations to take advantage of big data. By 2018,

the United States alone could face a shortage of

140,000 to 190,000 people with deep analytical skills

as well as 1.5 million managers and analysts with the

know-how to use the analysis of big data to make

effective decisions. McKinsey Global Institute, 2011

Page 22: Big Data - American Geosciences Institute...“Big data turns traditional information architecture on its head, putting into question commonly accepted notions of where and how data

Big Data

Big Changes

Big Opportunities

Page 23: Big Data - American Geosciences Institute...“Big data turns traditional information architecture on its head, putting into question commonly accepted notions of where and how data
Page 24: Big Data - American Geosciences Institute...“Big data turns traditional information architecture on its head, putting into question commonly accepted notions of where and how data
Page 25: Big Data - American Geosciences Institute...“Big data turns traditional information architecture on its head, putting into question commonly accepted notions of where and how data
Page 26: Big Data - American Geosciences Institute...“Big data turns traditional information architecture on its head, putting into question commonly accepted notions of where and how data