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Data-Driven Discovery @ Carly Strasser, PhD ALPSP 15 September 2017

Data-Driven Discovery · Science Environment Bay Area Data-Driven Discovery ... View notebooks in browser Interactive All dependencies captured Reproducibility! beta.mybinder.org

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Page 1: Data-Driven Discovery · Science Environment Bay Area Data-Driven Discovery ... View notebooks in browser Interactive All dependencies captured Reproducibility! beta.mybinder.org

Data-Driven Discovery@

Carly Strasser, PhD ALPSP15 September 2017

Page 2: Data-Driven Discovery · Science Environment Bay Area Data-Driven Discovery ... View notebooks in browser Interactive All dependencies captured Reproducibility! beta.mybinder.org
Page 3: Data-Driven Discovery · Science Environment Bay Area Data-Driven Discovery ... View notebooks in browser Interactive All dependencies captured Reproducibility! beta.mybinder.org

Patient Care Environment Bay AreaScience

Page 4: Data-Driven Discovery · Science Environment Bay Area Data-Driven Discovery ... View notebooks in browser Interactive All dependencies captured Reproducibility! beta.mybinder.org

Patient Care

Marine Microbes

EnvironmentScience Bay Area

Data-Driven Discovery

EPiQS TMT …

Page 5: Data-Driven Discovery · Science Environment Bay Area Data-Driven Discovery ... View notebooks in browser Interactive All dependencies captured Reproducibility! beta.mybinder.org

Computational X

Data IntensiveData-Driven

Data Deluge

Big Data

Data Science

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From Flickr by deltaMike

Carly Strasser

From Flickr by melocactus

From Flickr by solarnu

From Wikimedia

From Wikimedia

More, bigger data…

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…means more computation, stats, and programming

Page 8: Data-Driven Discovery · Science Environment Bay Area Data-Driven Discovery ... View notebooks in browser Interactive All dependencies captured Reproducibility! beta.mybinder.org

The need for data science is ubiquitous

Page 9: Data-Driven Discovery · Science Environment Bay Area Data-Driven Discovery ... View notebooks in browser Interactive All dependencies captured Reproducibility! beta.mybinder.org

The need for data science is ubiquitous

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Computational skills

Math & Stats skills

Domain expertise

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Computational skills

Math & Stats skills

Domain expertise

!

Page 12: Data-Driven Discovery · Science Environment Bay Area Data-Driven Discovery ... View notebooks in browser Interactive All dependencies captured Reproducibility! beta.mybinder.org

Academia makes it hard for researchers to engage

Page 13: Data-Driven Discovery · Science Environment Bay Area Data-Driven Discovery ... View notebooks in browser Interactive All dependencies captured Reproducibility! beta.mybinder.org

Academia makes it hard for researchers to engage

Career tracksCredit & incentives

TrainingBarriers to interdisciplinary work

Page 14: Data-Driven Discovery · Science Environment Bay Area Data-Driven Discovery ... View notebooks in browser Interactive All dependencies captured Reproducibility! beta.mybinder.org

Career tracksCredit & incentives

TrainingBarriers to interdisciplinary work

Academia makes it hard for researchers to engage

Data-Driven Discovery @ Moore

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$60M

6 Years

Data-Driven Discovery @ Moore

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Institutions50%$30M3 grantees

People35%

$21M14 grantees

Practices15%$9M7 grantees

$60M

6 Years

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Institutions50%$30M3 grantees

Page 18: Data-Driven Discovery · Science Environment Bay Area Data-Driven Discovery ... View notebooks in browser Interactive All dependencies captured Reproducibility! beta.mybinder.org

How can we change the way institutions think about data-driven research(ers)?

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How can we change the way institutions think about data-driven research(ers)?

Page 20: Data-Driven Discovery · Science Environment Bay Area Data-Driven Discovery ... View notebooks in browser Interactive All dependencies captured Reproducibility! beta.mybinder.org

Careers

Space

Tools

Training

Open Science

Data Science Studies

Themes

Page 21: Data-Driven Discovery · Science Environment Bay Area Data-Driven Discovery ... View notebooks in browser Interactive All dependencies captured Reproducibility! beta.mybinder.org

People35%

$21M14 grantees

Page 22: Data-Driven Discovery · Science Environment Bay Area Data-Driven Discovery ... View notebooks in browser Interactive All dependencies captured Reproducibility! beta.mybinder.org

Computational skills

Math & Stats skills

Domain expertise

!

Page 23: Data-Driven Discovery · Science Environment Bay Area Data-Driven Discovery ... View notebooks in browser Interactive All dependencies captured Reproducibility! beta.mybinder.org

Metagenomics

StatisticsMathematics

Computer scienceGene expressionAstrophysics

Imaging EcologyEvolution

Gene expression

Computer science

EnvironmentalCS visualization

Astrophysics

DDD Investigators

$1.5M per investigator for 5 years

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Practices15%$9M7 grantees

Page 25: Data-Driven Discovery · Science Environment Bay Area Data-Driven Discovery ... View notebooks in browser Interactive All dependencies captured Reproducibility! beta.mybinder.org

Promote tools and techniquesfor data driven research

Page 26: Data-Driven Discovery · Science Environment Bay Area Data-Driven Discovery ... View notebooks in browser Interactive All dependencies captured Reproducibility! beta.mybinder.org

Promote tools and techniquesfor data driven research

Page 27: Data-Driven Discovery · Science Environment Bay Area Data-Driven Discovery ... View notebooks in browser Interactive All dependencies captured Reproducibility! beta.mybinder.org

Interactive lab notebook for sharing workflows

Code cell

Results of running code cell

Narrative/ instructions

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Code

Narrative

Info on dependencies

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Code

Narrative

Info on dependencies

Page 31: Data-Driven Discovery · Science Environment Bay Area Data-Driven Discovery ... View notebooks in browser Interactive All dependencies captured Reproducibility! beta.mybinder.org

Code

Narrative

Info on dependencies

Page 32: Data-Driven Discovery · Science Environment Bay Area Data-Driven Discovery ... View notebooks in browser Interactive All dependencies captured Reproducibility! beta.mybinder.org

Code

Narrative

Info on dependencies

● View notebooks in browser● Interactive● All dependencies captured● Reproducibility!

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beta.mybinder.org

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Oran Viriyincy CC-BY

We are part of the scientific infrastructure

Oran Viriyincy CC-BY

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We are part of the scientific infrastructure

Our decisions affect the quality of the science

research process

Oran Viriyincy CC-BY

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Requirements✓ Meetings✓ Budgets✓ Progress✓ Annual reports

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The foundation’s general policy is that Data and Intellectual Property must be managed and disseminated in a manner that leads to the greatest impact. Accordingly, in most cases, Data and Intellectual Property should be owned by the grantee and made available at no cost or, when justified, at a reasonable cost.

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websiteemail

twitter

[email protected]@carlystrasser #MooreData