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Nov 7th th 2019 Dr Virginia Wheway Manager, Data Systems and Strategy, Thiess / Chief Data Officer CIMIC How does Data Science play out in industry and what skills are we looking for?

How does Data Science play out in industry and what skills ... · • Big data + combining multiple data sources • Unstructured data in forms of image, video, text • Data Engineering,

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Page 1: How does Data Science play out in industry and what skills ... · • Big data + combining multiple data sources • Unstructured data in forms of image, video, text • Data Engineering,

Nov 7thth 2019Dr Virginia WhewayManager, Data Systems and Strategy, Thiess / Chief Data Officer CIMIC 

How does Data Science play out in industry and what skills are we looking for?

Page 2: How does Data Science play out in industry and what skills ... · • Big data + combining multiple data sources • Unstructured data in forms of image, video, text • Data Engineering,

More and more data is being collected….

Page 3: How does Data Science play out in industry and what skills ... · • Big data + combining multiple data sources • Unstructured data in forms of image, video, text • Data Engineering,

Most organisations don’t  fully utilise their data

Page 4: How does Data Science play out in industry and what skills ... · • Big data + combining multiple data sources • Unstructured data in forms of image, video, text • Data Engineering,

Demand for Data Scientists is increasing dramatically….

Page 5: How does Data Science play out in industry and what skills ... · • Big data + combining multiple data sources • Unstructured data in forms of image, video, text • Data Engineering,

What is Data Science?

Page 6: How does Data Science play out in industry and what skills ... · • Big data + combining multiple data sources • Unstructured data in forms of image, video, text • Data Engineering,
Page 7: How does Data Science play out in industry and what skills ... · • Big data + combining multiple data sources • Unstructured data in forms of image, video, text • Data Engineering,

No shortage in tools, and many are open source

Page 8: How does Data Science play out in industry and what skills ... · • Big data + combining multiple data sources • Unstructured data in forms of image, video, text • Data Engineering,

Other offerings and trends

Page 9: How does Data Science play out in industry and what skills ... · • Big data + combining multiple data sources • Unstructured data in forms of image, video, text • Data Engineering,

Industry problems I’ve helped solve as a Data 

Scientist

Page 10: How does Data Science play out in industry and what skills ... · • Big data + combining multiple data sources • Unstructured data in forms of image, video, text • Data Engineering,

10

Page 11: How does Data Science play out in industry and what skills ... · • Big data + combining multiple data sources • Unstructured data in forms of image, video, text • Data Engineering,
Page 12: How does Data Science play out in industry and what skills ... · • Big data + combining multiple data sources • Unstructured data in forms of image, video, text • Data Engineering,
Page 13: How does Data Science play out in industry and what skills ... · • Big data + combining multiple data sources • Unstructured data in forms of image, video, text • Data Engineering,
Page 14: How does Data Science play out in industry and what skills ... · • Big data + combining multiple data sources • Unstructured data in forms of image, video, text • Data Engineering,

Examples

Page 15: How does Data Science play out in industry and what skills ... · • Big data + combining multiple data sources • Unstructured data in forms of image, video, text • Data Engineering,

No more tables….

Page 16: How does Data Science play out in industry and what skills ... · • Big data + combining multiple data sources • Unstructured data in forms of image, video, text • Data Engineering,

WaterNSW Bulk Water Supply Jan15 – Feb 16

Page 17: How does Data Science play out in industry and what skills ... · • Big data + combining multiple data sources • Unstructured data in forms of image, video, text • Data Engineering,

Interactive maps example ‐ NSW station barrier counts

https://vwheway.cartodb.com/viz/f14bbef8‐cfbd‐11e5‐bc6e‐0ecd1babdde5/public_map

Page 18: How does Data Science play out in industry and what skills ... · • Big data + combining multiple data sources • Unstructured data in forms of image, video, text • Data Engineering,

High demand for production of self‐service dashboards

Page 19: How does Data Science play out in industry and what skills ... · • Big data + combining multiple data sources • Unstructured data in forms of image, video, text • Data Engineering,
Page 20: How does Data Science play out in industry and what skills ... · • Big data + combining multiple data sources • Unstructured data in forms of image, video, text • Data Engineering,

Winner of international Data Viz competition

Page 21: How does Data Science play out in industry and what skills ... · • Big data + combining multiple data sources • Unstructured data in forms of image, video, text • Data Engineering,

Predictive Maintenance – Data Mining

Page 22: How does Data Science play out in industry and what skills ... · • Big data + combining multiple data sources • Unstructured data in forms of image, video, text • Data Engineering,
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+

Page 24: How does Data Science play out in industry and what skills ... · • Big data + combining multiple data sources • Unstructured data in forms of image, video, text • Data Engineering,
Page 25: How does Data Science play out in industry and what skills ... · • Big data + combining multiple data sources • Unstructured data in forms of image, video, text • Data Engineering,

Building a Data Science team in 

industry

Page 26: How does Data Science play out in industry and what skills ... · • Big data + combining multiple data sources • Unstructured data in forms of image, video, text • Data Engineering,

9/12/2019 P26

WHY build an internal Data Science team?

1. There are increasing regulatory or tender requirements about the collection and reporting of timely, accurate information. More data requirements needed to even be able to respond to a tender

9. You monetises your data and insights (companies that have successfully done this are Boeing via Airplane Health Management, GE, CAT (to some extent), Supermarkets, Banks, social media companies)

More “Reactive”

More “Proactive”

Page 27: How does Data Science play out in industry and what skills ... · • Big data + combining multiple data sources • Unstructured data in forms of image, video, text • Data Engineering,
Page 28: How does Data Science play out in industry and what skills ... · • Big data + combining multiple data sources • Unstructured data in forms of image, video, text • Data Engineering,

Carly Fiorina – previous CEO of HP

Page 29: How does Data Science play out in industry and what skills ... · • Big data + combining multiple data sources • Unstructured data in forms of image, video, text • Data Engineering,
Page 30: How does Data Science play out in industry and what skills ... · • Big data + combining multiple data sources • Unstructured data in forms of image, video, text • Data Engineering,
Page 31: How does Data Science play out in industry and what skills ... · • Big data + combining multiple data sources • Unstructured data in forms of image, video, text • Data Engineering,

Themes• Big data + combining multiple data sources• Unstructured data in forms of image, video, text• Data Engineering, ETL , data ‘munging’• More use of open source tools such as R, python• Clients wanting ‘instant gratification’• Self‐service tools and dashboards• 80% solution is OK• Need a combination of skills – not just stats/maths but 

also Comp Sci and consulting skills

Page 32: How does Data Science play out in industry and what skills ... · • Big data + combining multiple data sources • Unstructured data in forms of image, video, text • Data Engineering,

Questions?