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Earning Digital Trust Through Personalisation & Big Data
Analytics
Digiworld Montpellier, 15/16/17 Nov 2016
Vesselin Popov, Business Development Director
The University of Cambridge Psychometrics Centre
History
o Founded by Prof John Rust in 1989; Moved to Cambridge 2005
o Multidisciplinary team of psychologists, statisticians, mathematicians, computer scientists, linguists,
engineers and entrepreneurs from across the University
Mission
o To establish the University of Cambridge as an international centre of excellence in computational
behavioural science
Expertise
o Psychological assessment
o Digital footprint analysis
o Bespoke test development
o Executive Education
o Big Data & Machine-learning
o Unstructured Text Analytics
o Facial recognition & Image analysis
o Open-source initiatives
How much can we trust an algorithm?
What Personalisation Can Do For Trust
Empower Citizens Through
Analytics
Enable a Dialogue Around
Data
Personalisation can empower citizens through analytics
Psychological prediction, data portability, open source
The world’s largest and richest social science database
40+ peer-reviewed articles
since 2011
6mil individual psych & social
media profiles
Data shared with 80+
Universities worldwide
Feedback was the only
incentive
30 validated psychometric
tests
All data collected through
opt-in
“Digital records of behavior can be used to automatically and accurately predict a
range of highly sensitive personal attributes”
“Computers’ judgments of people’s personalities based on their digital footprints are more accurate
and valid than judgments made by their close others (… )
For some outcomes, they even outperform the self-rated personality scores”
March 2013
January 2015
Traits we can predict from digital footprints
Political Views Religious Views Use of Language
Use of addictive substances
Parents’ relationship status
Financial Risk Propensity
Interest/Profession
Relationship status
Sexual orientation
Ethnic Origin
Gender
Age
Private traits and attributes are predictable from digital records of human behaviour, M. Kosinski, D. Stillwell, T. Graepel PNAS 2013
Intelligence Life SatisfactionBIG5 Personality
The Godfather
Mozart
Thunderstorms
The Daily Show
To Kill a Mockingbird
Lord of the Rings
Science
Jason Aldean
Tyler Perry
Sephora
Chiq
Bret Michaels
Harley-Davidson
Bebe
High IQ Low IQ
You Are What You Like
We could predict trustworthiness from digital behaviour
Ope. Consc. Ext. Agr. Neu.
Organizational deviance
e.g. intentionally working slowly, damaging
company property, sharing confidential
company information
-.04 -.42 -.09 -.32 -.23
Interpersonal deviance
e.g. violence, gossip, theft from co-workers
-.09 -.23 .02 -.46 -.24
Berry, Ones & Sackett (2007) in a meta-analysis of 30 studies
Sced (2004) reviewed 16 studies of police corruption and found “weak to moderate” links between
psychological traits and objective measures of corruption (termination, suspension, reprimands, etc.)
Boes, Chandler & Timm (1997) “The predictive scales did very poorly during the attempted cross-validation.” …
“The subjects were probably motivated to hide past problems and issues during the psychological testing
phase.”
Personality prediction algorithms are surpassing humans
Computer-based personality judgments are more accurate than those made by humans, W. Youyou, M. Kosinski, D. Stillwell, PNAS 2015
Automatic Personality Assessment Through Social Media Language, Park, Schwartz, Eichstaedt, Kern, Kosinski, Stillwell, Ungar, Seligman,
Journal of Personality and Social Psychology (2014)
Psycholinguistic Insights and Unstructured Text
Personal Insights Cash Rewards
Personal Data Exchange Connecting Digital Citizens
to Service Providers
+ =
Personalisation can enable a dialogue around data
Explain the black box, build psychologically-sensitive AI and make individual
communications more informative
As a society, we must be able to look into the ‘black box’ of big data analytics in
order to ensure that any particular analytics application can be safely installed and
will benefit us all
European Data Protection Supervisor Opinion 7/2015
“Meeting the Challenges of Big Data”
Simple features can start a conversation
Simple features can start a conversation
My psychological profile based on 64 of my Facebook Likes
www.applymagicsauce.com
Data science is rocket science, so use simple language
W E A S K E D 3 4 , 2 6 7 P EO P L E H OW T H E Y
WA N T E D B I G DATA & P R E D I C T I V E
T E C H TO B E U S E D
13% of the participants were marketing or
communications professionals
43% Europe, 27% North America, 15% South
America. Top countries were USA 23%, UK 8%,
Brazil 7%, France 5%
58% thought that smart fridge data should be
used to warn them about unhealthy dietary
habits.
27% would pay $3/month to use Facebook
without being tracked
Only 29% thought that most companies with
access to their personal data use it ethically. There
is still much work to do.www.predictivedataproject.com
Merci!
vp288@cam.ac.uk
@VessPopov

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DWS16 - Plenary - Earning digital trust - Vesselin Popov, University of Cambridge - Psychometrics Centre

  • 1. Earning Digital Trust Through Personalisation & Big Data Analytics Digiworld Montpellier, 15/16/17 Nov 2016 Vesselin Popov, Business Development Director The University of Cambridge Psychometrics Centre
  • 2. History o Founded by Prof John Rust in 1989; Moved to Cambridge 2005 o Multidisciplinary team of psychologists, statisticians, mathematicians, computer scientists, linguists, engineers and entrepreneurs from across the University Mission o To establish the University of Cambridge as an international centre of excellence in computational behavioural science Expertise o Psychological assessment o Digital footprint analysis o Bespoke test development o Executive Education o Big Data & Machine-learning o Unstructured Text Analytics o Facial recognition & Image analysis o Open-source initiatives
  • 3. How much can we trust an algorithm?
  • 4. What Personalisation Can Do For Trust Empower Citizens Through Analytics Enable a Dialogue Around Data
  • 5. Personalisation can empower citizens through analytics Psychological prediction, data portability, open source
  • 6. The world’s largest and richest social science database 40+ peer-reviewed articles since 2011 6mil individual psych & social media profiles Data shared with 80+ Universities worldwide Feedback was the only incentive 30 validated psychometric tests All data collected through opt-in
  • 7. “Digital records of behavior can be used to automatically and accurately predict a range of highly sensitive personal attributes” “Computers’ judgments of people’s personalities based on their digital footprints are more accurate and valid than judgments made by their close others (… ) For some outcomes, they even outperform the self-rated personality scores” March 2013 January 2015
  • 8. Traits we can predict from digital footprints Political Views Religious Views Use of Language Use of addictive substances Parents’ relationship status Financial Risk Propensity Interest/Profession Relationship status Sexual orientation Ethnic Origin Gender Age Private traits and attributes are predictable from digital records of human behaviour, M. Kosinski, D. Stillwell, T. Graepel PNAS 2013 Intelligence Life SatisfactionBIG5 Personality
  • 9. The Godfather Mozart Thunderstorms The Daily Show To Kill a Mockingbird Lord of the Rings Science Jason Aldean Tyler Perry Sephora Chiq Bret Michaels Harley-Davidson Bebe High IQ Low IQ You Are What You Like
  • 10. We could predict trustworthiness from digital behaviour Ope. Consc. Ext. Agr. Neu. Organizational deviance e.g. intentionally working slowly, damaging company property, sharing confidential company information -.04 -.42 -.09 -.32 -.23 Interpersonal deviance e.g. violence, gossip, theft from co-workers -.09 -.23 .02 -.46 -.24 Berry, Ones & Sackett (2007) in a meta-analysis of 30 studies Sced (2004) reviewed 16 studies of police corruption and found “weak to moderate” links between psychological traits and objective measures of corruption (termination, suspension, reprimands, etc.) Boes, Chandler & Timm (1997) “The predictive scales did very poorly during the attempted cross-validation.” … “The subjects were probably motivated to hide past problems and issues during the psychological testing phase.”
  • 11. Personality prediction algorithms are surpassing humans Computer-based personality judgments are more accurate than those made by humans, W. Youyou, M. Kosinski, D. Stillwell, PNAS 2015
  • 12. Automatic Personality Assessment Through Social Media Language, Park, Schwartz, Eichstaedt, Kern, Kosinski, Stillwell, Ungar, Seligman, Journal of Personality and Social Psychology (2014) Psycholinguistic Insights and Unstructured Text
  • 13. Personal Insights Cash Rewards Personal Data Exchange Connecting Digital Citizens to Service Providers + =
  • 14. Personalisation can enable a dialogue around data Explain the black box, build psychologically-sensitive AI and make individual communications more informative
  • 15. As a society, we must be able to look into the ‘black box’ of big data analytics in order to ensure that any particular analytics application can be safely installed and will benefit us all European Data Protection Supervisor Opinion 7/2015 “Meeting the Challenges of Big Data”
  • 16. Simple features can start a conversation
  • 17. Simple features can start a conversation
  • 18. My psychological profile based on 64 of my Facebook Likes www.applymagicsauce.com
  • 19.
  • 20. Data science is rocket science, so use simple language
  • 21. W E A S K E D 3 4 , 2 6 7 P EO P L E H OW T H E Y WA N T E D B I G DATA & P R E D I C T I V E T E C H TO B E U S E D 13% of the participants were marketing or communications professionals 43% Europe, 27% North America, 15% South America. Top countries were USA 23%, UK 8%, Brazil 7%, France 5% 58% thought that smart fridge data should be used to warn them about unhealthy dietary habits. 27% would pay $3/month to use Facebook without being tracked Only 29% thought that most companies with access to their personal data use it ethically. There is still much work to do.www.predictivedataproject.com