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Data to Advance
Sustainability
Philip E. Bourne
Dean & Prof of Data Science and Biomedical Engineering
NASEM Workshop Sept. 9, 2021
Data – A Sustainability Enabler
https://digitalblog.ons.gov.uk/2016/01/25/open-data-new-oil-fuels-society/
https://digitalblog.ons.gov.uk/2016/01/25/open-data-new-oil-fuels-society/
https://www.towardssustainability.be/
In 40 Years in Academia I Have Never Seen
Anything Like it… There is a Precedent
http://www.ornl.gov/hgmis
• High throughput DNA digital
data changed how we think
about biomedicine
• Spawned a new field –
bioinformatics / computational
biology/ systems biology /
biomedical data science
Today that New Field is Data Science
https://techstory.in/mastering-data-science-answers-to-the-most-common-questions-and-answers/
Touching all domains
Example – UN Goal 10 Reduce Inequalities
• Historian meets data scientist to exploit
parish records to understand social
networks of native Americans and how
and why they were displaced
• Takeaways –
• To study history is not to repeat it (maybe)
• Its not all about STEM
• History like every other field is awash in
digital data – in this case text that can be
mined – it changes the academy in profound
ways
It’s Not a Magic Bullet
• Strengths
• Endless possibilities
• Data catalyzes interdisciplinarity
• Predictive modeling
• Opportunities
• Barrier to entry is relatively low – can
level the playing field
• Build trust based on solid evidence
• Create an open environment
• Threats – COVID, global warming etc.
are drivers of change
• Weaknesses
• AI is over-hyped
• Only meaningful when translated into
action
• Data are usually messy, noisy and
non-conclusive
• Threats
• Bias, disparities, lack of training
• Its more a social than a technical
issue – social change is hard
• Data = money = proprietary
• Sustaining an open data ecosystem
• Security
School of Data Science
peb6a@virginia.edu
@pebourne
Thank you

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Data to Advance Sustainability

  • 1. Data to Advance Sustainability Philip E. Bourne Dean & Prof of Data Science and Biomedical Engineering NASEM Workshop Sept. 9, 2021
  • 2. Data – A Sustainability Enabler https://digitalblog.ons.gov.uk/2016/01/25/open-data-new-oil-fuels-society/ https://digitalblog.ons.gov.uk/2016/01/25/open-data-new-oil-fuels-society/ https://www.towardssustainability.be/
  • 3. In 40 Years in Academia I Have Never Seen Anything Like it… There is a Precedent http://www.ornl.gov/hgmis • High throughput DNA digital data changed how we think about biomedicine • Spawned a new field – bioinformatics / computational biology/ systems biology / biomedical data science
  • 4. Today that New Field is Data Science https://techstory.in/mastering-data-science-answers-to-the-most-common-questions-and-answers/ Touching all domains
  • 5. Example – UN Goal 10 Reduce Inequalities • Historian meets data scientist to exploit parish records to understand social networks of native Americans and how and why they were displaced • Takeaways – • To study history is not to repeat it (maybe) • Its not all about STEM • History like every other field is awash in digital data – in this case text that can be mined – it changes the academy in profound ways
  • 6. It’s Not a Magic Bullet • Strengths • Endless possibilities • Data catalyzes interdisciplinarity • Predictive modeling • Opportunities • Barrier to entry is relatively low – can level the playing field • Build trust based on solid evidence • Create an open environment • Threats – COVID, global warming etc. are drivers of change • Weaknesses • AI is over-hyped • Only meaningful when translated into action • Data are usually messy, noisy and non-conclusive • Threats • Bias, disparities, lack of training • Its more a social than a technical issue – social change is hard • Data = money = proprietary • Sustaining an open data ecosystem • Security
  • 7. School of Data Science peb6a@virginia.edu @pebourne Thank you