SlideShare a Scribd company logo
1 of 24
Research vs Privacy
The new battles in our data
2
Over $7
Trillion In
Health
Spending
Your
Heart Rate.
3
apple.com
sleepcycle.com
Your
Sleep.
5
Your DNA.
23andme.com
Here We Go…
6
Your
Commute.
7
Google Maps
Your
Spending
Habits.
8
Your Workout.
9
strava.com
Actually anonymizing
the data is harder than
it sounds.
10
“There’s a ton of resources on NYC Taxi and Limousine
commission, including a mapping from licence number to
driver name, and a way to look up owners of medallions…
This anonymisation is so poor that anyone could, with less
than two hours work, figure which driver drove every single
trip in this entire dataset. It would even be easy to calculate
drivers' gross income or infer where they live.”
—Vijay Pandurangan, Mitro Founder
Incentives in
Opposition.
13
Large,
Well-Organised,
Open Data Sets 14
Accurate,
Secured,
Transparent,
Minimal
15
“On the one hand, constitutional law protects
the personality rights of people; the protection
against data misuse is enshrined in the Swiss
Federal Constitution. On the other hand, the
constitution also guarantees academic freedom.
Researchers thus have a right to be held back as
little as possible in their work.”
— Christian Schwarzenegger, Vice President University of Zurich
The Essential Tension:
17
The more thoroughly you blind the data,
the more thoroughly you blind the researcher.
The Right To
Be Forgotten
18
19
The
Opportunity To
Be Assimilated
Apple’s ResearchKit
https://www.cbinsights.com/research/apple-healthcare-strategy-apps/
Downloaded The App
(48,104)
Provided Consent &
Passed Quiz (16,585)
Email Address Verified
(14,684)
Opted To Share
Broadly (9,520)
Opted To Share
Narrowly (2,681)
Opted Not To Share
(2,483)
Email Not
Verified
(1,901)
Did Not Enroll
(31,519)
“mPower (a Parkinson’s disease app) saw more than 75% of people participating in the
study choose to donate their data, which has allowed it to open-source the data.”
Informed Consent
Evaluation needs to be made on the part of the subjects and the research designers
• When is it worth taking risks?
• We need broader public education about the downsides of data leaks.
• Data subjects need to understand potential implications. (Informed Consent)
To level the playing field, government also has a role in creating informed legislation
• “an aligning and simplification of legal norms to drive research forward efficiently.”
Potential Remedies
© Kaspian 2015-2016
Thank You!
Leitha Matz
@missginsu
COO/CoFounder : Zuper GmbH
getzuper.com
Apple Is Going After The Healthcare Industry, Starting With Personal Health Data
https://www.cbinsights.com/research/apple-healthcare-strategy-apps/

23andMe’s Pharma Deals Have Been The Plan All Along
https://www.wired.com/story/23andme-glaxosmithkline-pharma-deal/
On The Research For Big Data Uses For Public Good Purposes
https://journals.openedition.org/netcom/2556
The Conflicts Around Data Protection
https://www.news.uzh.ch/en/articles/2018/forschung-datenschutz.html
Stealing an AI algorithm and its underlying data is a “high-school level exercise”
https://qz.com/786219/stealing-an-ai-algorithm-and-its-underlying-data-is-a-high-school-level-exercise/
Machine Learning Models that Remember Too Much
https://arxiv.org/pdf/1709.07886.pdf
Toward Reproducibility: Balancing Privacy and Publication
https://towardsdatascience.com/toward-reproducibility-balancing-privacy-and-publication-77fee2366eee
New York taxi details can be extracted from anonymised data, researchers say
https://www.theguardian.com/technology/2014/jun/27/new-york-taxi-details-anonymised-data-researchers-warn
GDPR Requirements List in Plain English
https://www.varonis.com/blog/gdpr-requirements-list-in-plain-english/

New study to measure impact of sleep tracker data on patient-provider communication
https://www.regenstrief.org/article/new-study-measure-impact-sleep-tracker-data-patient-provider-communication/
References:

More Related Content

What's hot

Big data analytics and large-scale computers
Big data analytics and large-scale computersBig data analytics and large-scale computers
Big data analytics and large-scale computersShubhamKhurana20
 
Blockchain Healthcare Situation Report (BC/HC SITREP) Volume 2 Issue 13, 26 M...
Blockchain Healthcare Situation Report (BC/HC SITREP) Volume 2 Issue 13, 26 M...Blockchain Healthcare Situation Report (BC/HC SITREP) Volume 2 Issue 13, 26 M...
Blockchain Healthcare Situation Report (BC/HC SITREP) Volume 2 Issue 13, 26 M...Sean Manion PhD
 
LAK16 privacy and analytics (2016)
LAK16 privacy and analytics (2016)LAK16 privacy and analytics (2016)
LAK16 privacy and analytics (2016)Wolfgang Greller
 
Lars Lyberg, Inizio: Rapport från konferensen BigSurv18
Lars Lyberg, Inizio: Rapport från konferensen BigSurv18Lars Lyberg, Inizio: Rapport från konferensen BigSurv18
Lars Lyberg, Inizio: Rapport från konferensen BigSurv18Alf Fyhrlund
 
The Age of Big Data: A New Class of Economic Asset
The Age of Big Data: A New Class of Economic AssetThe Age of Big Data: A New Class of Economic Asset
The Age of Big Data: A New Class of Economic AssetChulalongkorn University
 
Analytics solution
Analytics solutionAnalytics solution
Analytics solutioncamssguide
 
Whitepaper - The need self service data tools, not scientists
Whitepaper - The need  self service data tools, not scientistsWhitepaper - The need  self service data tools, not scientists
Whitepaper - The need self service data tools, not scientistsJosh Howard
 
Introduction to machine_learning_us
Introduction to machine_learning_usIntroduction to machine_learning_us
Introduction to machine_learning_usAnasua Sarkar
 
Big Data & Analytics - What is it and How does it matter to Insurance?
Big Data & Analytics - What is it and How does it matter to Insurance?Big Data & Analytics - What is it and How does it matter to Insurance?
Big Data & Analytics - What is it and How does it matter to Insurance?Chulalongkorn University
 
Copy of OSTP RFI on Big Data and Privacy
Copy of OSTP RFI on Big Data and PrivacyCopy of OSTP RFI on Big Data and Privacy
Copy of OSTP RFI on Big Data and PrivacyMicah Altman
 
Big Data and Analytics for Small Law Firms
Big Data and Analytics for Small Law FirmsBig Data and Analytics for Small Law Firms
Big Data and Analytics for Small Law FirmsOmar Ha-Redeye
 

What's hot (13)

MLA 2013 presentation
MLA 2013 presentationMLA 2013 presentation
MLA 2013 presentation
 
Big data analytics and large-scale computers
Big data analytics and large-scale computersBig data analytics and large-scale computers
Big data analytics and large-scale computers
 
Blockchain Healthcare Situation Report (BC/HC SITREP) Volume 2 Issue 13, 26 M...
Blockchain Healthcare Situation Report (BC/HC SITREP) Volume 2 Issue 13, 26 M...Blockchain Healthcare Situation Report (BC/HC SITREP) Volume 2 Issue 13, 26 M...
Blockchain Healthcare Situation Report (BC/HC SITREP) Volume 2 Issue 13, 26 M...
 
LAK16 privacy and analytics (2016)
LAK16 privacy and analytics (2016)LAK16 privacy and analytics (2016)
LAK16 privacy and analytics (2016)
 
Lars Lyberg, Inizio: Rapport från konferensen BigSurv18
Lars Lyberg, Inizio: Rapport från konferensen BigSurv18Lars Lyberg, Inizio: Rapport från konferensen BigSurv18
Lars Lyberg, Inizio: Rapport från konferensen BigSurv18
 
The Age of Big Data: A New Class of Economic Asset
The Age of Big Data: A New Class of Economic AssetThe Age of Big Data: A New Class of Economic Asset
The Age of Big Data: A New Class of Economic Asset
 
Open Data in Trinidad and Tobago : presentation to civil society
Open Data in Trinidad and Tobago : presentation to civil societyOpen Data in Trinidad and Tobago : presentation to civil society
Open Data in Trinidad and Tobago : presentation to civil society
 
Analytics solution
Analytics solutionAnalytics solution
Analytics solution
 
Whitepaper - The need self service data tools, not scientists
Whitepaper - The need  self service data tools, not scientistsWhitepaper - The need  self service data tools, not scientists
Whitepaper - The need self service data tools, not scientists
 
Introduction to machine_learning_us
Introduction to machine_learning_usIntroduction to machine_learning_us
Introduction to machine_learning_us
 
Big Data & Analytics - What is it and How does it matter to Insurance?
Big Data & Analytics - What is it and How does it matter to Insurance?Big Data & Analytics - What is it and How does it matter to Insurance?
Big Data & Analytics - What is it and How does it matter to Insurance?
 
Copy of OSTP RFI on Big Data and Privacy
Copy of OSTP RFI on Big Data and PrivacyCopy of OSTP RFI on Big Data and Privacy
Copy of OSTP RFI on Big Data and Privacy
 
Big Data and Analytics for Small Law Firms
Big Data and Analytics for Small Law FirmsBig Data and Analytics for Small Law Firms
Big Data and Analytics for Small Law Firms
 

Similar to Big Data Berlin 2019 | Data Research vs Data Privacy: The New Battlefield in our Databases | Leitha Matz | COO at Zuper

A New Era of Personalized Medicine: The Power of Analytics and AI
A New Era of Personalized Medicine: The Power of Analytics and AIA New Era of Personalized Medicine: The Power of Analytics and AI
A New Era of Personalized Medicine: The Power of Analytics and AIHealth Catalyst
 
Trust & Predictive Technologies 2016
Trust & Predictive Technologies 2016Trust & Predictive Technologies 2016
Trust & Predictive Technologies 2016Edelman
 
June 2015 (142) MIS Quarterly Executive 67The Big Dat.docx
June 2015 (142)  MIS Quarterly Executive   67The Big Dat.docxJune 2015 (142)  MIS Quarterly Executive   67The Big Dat.docx
June 2015 (142) MIS Quarterly Executive 67The Big Dat.docxcroysierkathey
 
Jeremy Wyatt's Presentation on Privacy for the mHealthHabitat Heart of the Ha...
Jeremy Wyatt's Presentation on Privacy for the mHealthHabitat Heart of the Ha...Jeremy Wyatt's Presentation on Privacy for the mHealthHabitat Heart of the Ha...
Jeremy Wyatt's Presentation on Privacy for the mHealthHabitat Heart of the Ha...m Habitat
 
The Essential Data Ingredient
The Essential Data IngredientThe Essential Data Ingredient
The Essential Data IngredientRich Cooper
 
Benefits of Big Data in Health Care A Revolution
Benefits of Big Data in Health Care A RevolutionBenefits of Big Data in Health Care A Revolution
Benefits of Big Data in Health Care A Revolutionijtsrd
 
Predicting the Future of Predictive Analytics in Healthcare
Predicting the Future of Predictive Analytics in HealthcarePredicting the Future of Predictive Analytics in Healthcare
Predicting the Future of Predictive Analytics in HealthcareDale Sanders
 
[AIIM18] GDPR: whose job is it now? - Paul Lanois
[AIIM18] GDPR: whose job is it now? - Paul Lanois[AIIM18] GDPR: whose job is it now? - Paul Lanois
[AIIM18] GDPR: whose job is it now? - Paul LanoisAIIM International
 
Alchemy of Big Data
Alchemy of Big DataAlchemy of Big Data
Alchemy of Big DataChuck Brooks
 
Module 5 - Legislation - Online
Module 5 - Legislation - OnlineModule 5 - Legislation - Online
Module 5 - Legislation - Onlinecaniceconsulting
 
The REAL Impact of Big Data on Privacy
The REAL Impact of Big Data on PrivacyThe REAL Impact of Big Data on Privacy
The REAL Impact of Big Data on PrivacyClaudiu Popa
 
Clinical Decision Support: Driving the Last Mile
Clinical Decision Support: Driving the Last MileClinical Decision Support: Driving the Last Mile
Clinical Decision Support: Driving the Last MileHealth Catalyst
 
Innovation series 112318
Innovation series 112318Innovation series 112318
Innovation series 112318Tim Maurer
 
[DSC Adria 23]Josema Cavanillas How To Mitigate the Exposure Risk in Clinical...
[DSC Adria 23]Josema Cavanillas How To Mitigate the Exposure Risk in Clinical...[DSC Adria 23]Josema Cavanillas How To Mitigate the Exposure Risk in Clinical...
[DSC Adria 23]Josema Cavanillas How To Mitigate the Exposure Risk in Clinical...DataScienceConferenc1
 
Behavioral Big Data & Healthcare Research: Talk at WiDS Taipei
Behavioral Big Data & Healthcare Research: Talk at WiDS TaipeiBehavioral Big Data & Healthcare Research: Talk at WiDS Taipei
Behavioral Big Data & Healthcare Research: Talk at WiDS TaipeiGalit Shmueli
 
Health data sharing from patients' perspective
Health data sharing from patients' perspectiveHealth data sharing from patients' perspective
Health data sharing from patients' perspectiveipposi
 
10 ways big data is used in the real world
10 ways big data is used in the real world10 ways big data is used in the real world
10 ways big data is used in the real worldKDR Talent Solutions
 

Similar to Big Data Berlin 2019 | Data Research vs Data Privacy: The New Battlefield in our Databases | Leitha Matz | COO at Zuper (20)

A New Era of Personalized Medicine: The Power of Analytics and AI
A New Era of Personalized Medicine: The Power of Analytics and AIA New Era of Personalized Medicine: The Power of Analytics and AI
A New Era of Personalized Medicine: The Power of Analytics and AI
 
Trust & Predictive Technologies 2016
Trust & Predictive Technologies 2016Trust & Predictive Technologies 2016
Trust & Predictive Technologies 2016
 
June 2015 (142) MIS Quarterly Executive 67The Big Dat.docx
June 2015 (142)  MIS Quarterly Executive   67The Big Dat.docxJune 2015 (142)  MIS Quarterly Executive   67The Big Dat.docx
June 2015 (142) MIS Quarterly Executive 67The Big Dat.docx
 
Jeremy Wyatt's Presentation on Privacy for the mHealthHabitat Heart of the Ha...
Jeremy Wyatt's Presentation on Privacy for the mHealthHabitat Heart of the Ha...Jeremy Wyatt's Presentation on Privacy for the mHealthHabitat Heart of the Ha...
Jeremy Wyatt's Presentation on Privacy for the mHealthHabitat Heart of the Ha...
 
The Essential Data Ingredient
The Essential Data IngredientThe Essential Data Ingredient
The Essential Data Ingredient
 
Big data impact and concerns
Big data impact and concernsBig data impact and concerns
Big data impact and concerns
 
Jon Cornwall, "What Should Happen to Our Medical Records When We Die?"
Jon Cornwall, "What Should Happen to Our Medical Records When We Die?"Jon Cornwall, "What Should Happen to Our Medical Records When We Die?"
Jon Cornwall, "What Should Happen to Our Medical Records When We Die?"
 
Data-Driven HealthCare - Tobias Gantner English
Data-Driven HealthCare - Tobias Gantner EnglishData-Driven HealthCare - Tobias Gantner English
Data-Driven HealthCare - Tobias Gantner English
 
Benefits of Big Data in Health Care A Revolution
Benefits of Big Data in Health Care A RevolutionBenefits of Big Data in Health Care A Revolution
Benefits of Big Data in Health Care A Revolution
 
Predicting the Future of Predictive Analytics in Healthcare
Predicting the Future of Predictive Analytics in HealthcarePredicting the Future of Predictive Analytics in Healthcare
Predicting the Future of Predictive Analytics in Healthcare
 
[AIIM18] GDPR: whose job is it now? - Paul Lanois
[AIIM18] GDPR: whose job is it now? - Paul Lanois[AIIM18] GDPR: whose job is it now? - Paul Lanois
[AIIM18] GDPR: whose job is it now? - Paul Lanois
 
Alchemy of Big Data
Alchemy of Big DataAlchemy of Big Data
Alchemy of Big Data
 
Module 5 - Legislation - Online
Module 5 - Legislation - OnlineModule 5 - Legislation - Online
Module 5 - Legislation - Online
 
The REAL Impact of Big Data on Privacy
The REAL Impact of Big Data on PrivacyThe REAL Impact of Big Data on Privacy
The REAL Impact of Big Data on Privacy
 
Clinical Decision Support: Driving the Last Mile
Clinical Decision Support: Driving the Last MileClinical Decision Support: Driving the Last Mile
Clinical Decision Support: Driving the Last Mile
 
Innovation series 112318
Innovation series 112318Innovation series 112318
Innovation series 112318
 
[DSC Adria 23]Josema Cavanillas How To Mitigate the Exposure Risk in Clinical...
[DSC Adria 23]Josema Cavanillas How To Mitigate the Exposure Risk in Clinical...[DSC Adria 23]Josema Cavanillas How To Mitigate the Exposure Risk in Clinical...
[DSC Adria 23]Josema Cavanillas How To Mitigate the Exposure Risk in Clinical...
 
Behavioral Big Data & Healthcare Research: Talk at WiDS Taipei
Behavioral Big Data & Healthcare Research: Talk at WiDS TaipeiBehavioral Big Data & Healthcare Research: Talk at WiDS Taipei
Behavioral Big Data & Healthcare Research: Talk at WiDS Taipei
 
Health data sharing from patients' perspective
Health data sharing from patients' perspectiveHealth data sharing from patients' perspective
Health data sharing from patients' perspective
 
10 ways big data is used in the real world
10 ways big data is used in the real world10 ways big data is used in the real world
10 ways big data is used in the real world
 

More from Dataconomy Media

Data Natives Paris v 10.0 | "Blockchain in Healthcare" - Lea Dias & David An...
Data Natives Paris v 10.0 | "Blockchain in Healthcare" - Lea Dias & 	David An...Data Natives Paris v 10.0 | "Blockchain in Healthcare" - Lea Dias & 	David An...
Data Natives Paris v 10.0 | "Blockchain in Healthcare" - Lea Dias & David An...Dataconomy Media
 
Data Natives Frankfurt v 11.0 | "Competitive advantages with knowledge graphs...
Data Natives Frankfurt v 11.0 | "Competitive advantages with knowledge graphs...Data Natives Frankfurt v 11.0 | "Competitive advantages with knowledge graphs...
Data Natives Frankfurt v 11.0 | "Competitive advantages with knowledge graphs...Dataconomy Media
 
Data Natives Frankfurt v 11.0 | "Can we be responsible for misuse of data & a...
Data Natives Frankfurt v 11.0 | "Can we be responsible for misuse of data & a...Data Natives Frankfurt v 11.0 | "Can we be responsible for misuse of data & a...
Data Natives Frankfurt v 11.0 | "Can we be responsible for misuse of data & a...Dataconomy Media
 
Data Natives Munich v 12.0 | "How to be more productive with Autonomous Data ...
Data Natives Munich v 12.0 | "How to be more productive with Autonomous Data ...Data Natives Munich v 12.0 | "How to be more productive with Autonomous Data ...
Data Natives Munich v 12.0 | "How to be more productive with Autonomous Data ...Dataconomy Media
 
Data Natives meets DataRobot | "Build and deploy an anti-money laundering mo...
Data Natives meets DataRobot |  "Build and deploy an anti-money laundering mo...Data Natives meets DataRobot |  "Build and deploy an anti-money laundering mo...
Data Natives meets DataRobot | "Build and deploy an anti-money laundering mo...Dataconomy Media
 
Data Natives Munich v 12.0 | "Political Data Science: A tale of Fake News, So...
Data Natives Munich v 12.0 | "Political Data Science: A tale of Fake News, So...Data Natives Munich v 12.0 | "Political Data Science: A tale of Fake News, So...
Data Natives Munich v 12.0 | "Political Data Science: A tale of Fake News, So...Dataconomy Media
 
Data Natives Vienna v 7.0 | "Building Kubernetes Operators with KUDO for Dat...
Data Natives Vienna v 7.0  | "Building Kubernetes Operators with KUDO for Dat...Data Natives Vienna v 7.0  | "Building Kubernetes Operators with KUDO for Dat...
Data Natives Vienna v 7.0 | "Building Kubernetes Operators with KUDO for Dat...Dataconomy Media
 
Data Natives Vienna v 7.0 | "The Ingredients of Data Innovation" - Robbert de...
Data Natives Vienna v 7.0 | "The Ingredients of Data Innovation" - Robbert de...Data Natives Vienna v 7.0 | "The Ingredients of Data Innovation" - Robbert de...
Data Natives Vienna v 7.0 | "The Ingredients of Data Innovation" - Robbert de...Dataconomy Media
 
Data Natives Cologne v 4.0 | "The Data Lorax: Planting the Seeds of Fairness...
Data Natives Cologne v 4.0  | "The Data Lorax: Planting the Seeds of Fairness...Data Natives Cologne v 4.0  | "The Data Lorax: Planting the Seeds of Fairness...
Data Natives Cologne v 4.0 | "The Data Lorax: Planting the Seeds of Fairness...Dataconomy Media
 
Data Natives Cologne v 4.0 | "How People Analytics Can Reveal the Hidden Aspe...
Data Natives Cologne v 4.0 | "How People Analytics Can Reveal the Hidden Aspe...Data Natives Cologne v 4.0 | "How People Analytics Can Reveal the Hidden Aspe...
Data Natives Cologne v 4.0 | "How People Analytics Can Reveal the Hidden Aspe...Dataconomy Media
 
Data Natives Amsterdam v 9.0 | "Ten Little Servers: A Story of no Downtime" -...
Data Natives Amsterdam v 9.0 | "Ten Little Servers: A Story of no Downtime" -...Data Natives Amsterdam v 9.0 | "Ten Little Servers: A Story of no Downtime" -...
Data Natives Amsterdam v 9.0 | "Ten Little Servers: A Story of no Downtime" -...Dataconomy Media
 
Data Natives Amsterdam v 9.0 | "Point in Time Labeling at Scale" - Timothy Th...
Data Natives Amsterdam v 9.0 | "Point in Time Labeling at Scale" - Timothy Th...Data Natives Amsterdam v 9.0 | "Point in Time Labeling at Scale" - Timothy Th...
Data Natives Amsterdam v 9.0 | "Point in Time Labeling at Scale" - Timothy Th...Dataconomy Media
 
Data Natives Hamburg v 6.0 | "Interpersonal behavior: observing Alex to under...
Data Natives Hamburg v 6.0 | "Interpersonal behavior: observing Alex to under...Data Natives Hamburg v 6.0 | "Interpersonal behavior: observing Alex to under...
Data Natives Hamburg v 6.0 | "Interpersonal behavior: observing Alex to under...Dataconomy Media
 
Data Natives Hamburg v 6.0 | "About Surfing, Failing & Scaling" - Florian Sch...
Data Natives Hamburg v 6.0 | "About Surfing, Failing & Scaling" - Florian Sch...Data Natives Hamburg v 6.0 | "About Surfing, Failing & Scaling" - Florian Sch...
Data Natives Hamburg v 6.0 | "About Surfing, Failing & Scaling" - Florian Sch...Dataconomy Media
 
Data NativesBerlin v 20.0 | "Serving A/B experimentation platform end-to-end"...
Data NativesBerlin v 20.0 | "Serving A/B experimentation platform end-to-end"...Data NativesBerlin v 20.0 | "Serving A/B experimentation platform end-to-end"...
Data NativesBerlin v 20.0 | "Serving A/B experimentation platform end-to-end"...Dataconomy Media
 
Data Natives Berlin v 20.0 | "Ten Little Servers: A Story of no Downtime" - A...
Data Natives Berlin v 20.0 | "Ten Little Servers: A Story of no Downtime" - A...Data Natives Berlin v 20.0 | "Ten Little Servers: A Story of no Downtime" - A...
Data Natives Berlin v 20.0 | "Ten Little Servers: A Story of no Downtime" - A...Dataconomy Media
 
Big Data Frankfurt meets Thinkport | "The Cloud as a Driver of Innovation" - ...
Big Data Frankfurt meets Thinkport | "The Cloud as a Driver of Innovation" - ...Big Data Frankfurt meets Thinkport | "The Cloud as a Driver of Innovation" - ...
Big Data Frankfurt meets Thinkport | "The Cloud as a Driver of Innovation" - ...Dataconomy Media
 
Thinkport meets Frankfurt | "Financial Time Series Analysis using Wavelets" -...
Thinkport meets Frankfurt | "Financial Time Series Analysis using Wavelets" -...Thinkport meets Frankfurt | "Financial Time Series Analysis using Wavelets" -...
Thinkport meets Frankfurt | "Financial Time Series Analysis using Wavelets" -...Dataconomy Media
 
Big Data Helsinki v 3 | "Distributed Machine and Deep Learning at Scale with ...
Big Data Helsinki v 3 | "Distributed Machine and Deep Learning at Scale with ...Big Data Helsinki v 3 | "Distributed Machine and Deep Learning at Scale with ...
Big Data Helsinki v 3 | "Distributed Machine and Deep Learning at Scale with ...Dataconomy Media
 
Big Data Helsinki v 3 | "Federated Learning and Privacy-preserving AI" - Oguz...
Big Data Helsinki v 3 | "Federated Learning and Privacy-preserving AI" - Oguz...Big Data Helsinki v 3 | "Federated Learning and Privacy-preserving AI" - Oguz...
Big Data Helsinki v 3 | "Federated Learning and Privacy-preserving AI" - Oguz...Dataconomy Media
 

More from Dataconomy Media (20)

Data Natives Paris v 10.0 | "Blockchain in Healthcare" - Lea Dias & David An...
Data Natives Paris v 10.0 | "Blockchain in Healthcare" - Lea Dias & 	David An...Data Natives Paris v 10.0 | "Blockchain in Healthcare" - Lea Dias & 	David An...
Data Natives Paris v 10.0 | "Blockchain in Healthcare" - Lea Dias & David An...
 
Data Natives Frankfurt v 11.0 | "Competitive advantages with knowledge graphs...
Data Natives Frankfurt v 11.0 | "Competitive advantages with knowledge graphs...Data Natives Frankfurt v 11.0 | "Competitive advantages with knowledge graphs...
Data Natives Frankfurt v 11.0 | "Competitive advantages with knowledge graphs...
 
Data Natives Frankfurt v 11.0 | "Can we be responsible for misuse of data & a...
Data Natives Frankfurt v 11.0 | "Can we be responsible for misuse of data & a...Data Natives Frankfurt v 11.0 | "Can we be responsible for misuse of data & a...
Data Natives Frankfurt v 11.0 | "Can we be responsible for misuse of data & a...
 
Data Natives Munich v 12.0 | "How to be more productive with Autonomous Data ...
Data Natives Munich v 12.0 | "How to be more productive with Autonomous Data ...Data Natives Munich v 12.0 | "How to be more productive with Autonomous Data ...
Data Natives Munich v 12.0 | "How to be more productive with Autonomous Data ...
 
Data Natives meets DataRobot | "Build and deploy an anti-money laundering mo...
Data Natives meets DataRobot |  "Build and deploy an anti-money laundering mo...Data Natives meets DataRobot |  "Build and deploy an anti-money laundering mo...
Data Natives meets DataRobot | "Build and deploy an anti-money laundering mo...
 
Data Natives Munich v 12.0 | "Political Data Science: A tale of Fake News, So...
Data Natives Munich v 12.0 | "Political Data Science: A tale of Fake News, So...Data Natives Munich v 12.0 | "Political Data Science: A tale of Fake News, So...
Data Natives Munich v 12.0 | "Political Data Science: A tale of Fake News, So...
 
Data Natives Vienna v 7.0 | "Building Kubernetes Operators with KUDO for Dat...
Data Natives Vienna v 7.0  | "Building Kubernetes Operators with KUDO for Dat...Data Natives Vienna v 7.0  | "Building Kubernetes Operators with KUDO for Dat...
Data Natives Vienna v 7.0 | "Building Kubernetes Operators with KUDO for Dat...
 
Data Natives Vienna v 7.0 | "The Ingredients of Data Innovation" - Robbert de...
Data Natives Vienna v 7.0 | "The Ingredients of Data Innovation" - Robbert de...Data Natives Vienna v 7.0 | "The Ingredients of Data Innovation" - Robbert de...
Data Natives Vienna v 7.0 | "The Ingredients of Data Innovation" - Robbert de...
 
Data Natives Cologne v 4.0 | "The Data Lorax: Planting the Seeds of Fairness...
Data Natives Cologne v 4.0  | "The Data Lorax: Planting the Seeds of Fairness...Data Natives Cologne v 4.0  | "The Data Lorax: Planting the Seeds of Fairness...
Data Natives Cologne v 4.0 | "The Data Lorax: Planting the Seeds of Fairness...
 
Data Natives Cologne v 4.0 | "How People Analytics Can Reveal the Hidden Aspe...
Data Natives Cologne v 4.0 | "How People Analytics Can Reveal the Hidden Aspe...Data Natives Cologne v 4.0 | "How People Analytics Can Reveal the Hidden Aspe...
Data Natives Cologne v 4.0 | "How People Analytics Can Reveal the Hidden Aspe...
 
Data Natives Amsterdam v 9.0 | "Ten Little Servers: A Story of no Downtime" -...
Data Natives Amsterdam v 9.0 | "Ten Little Servers: A Story of no Downtime" -...Data Natives Amsterdam v 9.0 | "Ten Little Servers: A Story of no Downtime" -...
Data Natives Amsterdam v 9.0 | "Ten Little Servers: A Story of no Downtime" -...
 
Data Natives Amsterdam v 9.0 | "Point in Time Labeling at Scale" - Timothy Th...
Data Natives Amsterdam v 9.0 | "Point in Time Labeling at Scale" - Timothy Th...Data Natives Amsterdam v 9.0 | "Point in Time Labeling at Scale" - Timothy Th...
Data Natives Amsterdam v 9.0 | "Point in Time Labeling at Scale" - Timothy Th...
 
Data Natives Hamburg v 6.0 | "Interpersonal behavior: observing Alex to under...
Data Natives Hamburg v 6.0 | "Interpersonal behavior: observing Alex to under...Data Natives Hamburg v 6.0 | "Interpersonal behavior: observing Alex to under...
Data Natives Hamburg v 6.0 | "Interpersonal behavior: observing Alex to under...
 
Data Natives Hamburg v 6.0 | "About Surfing, Failing & Scaling" - Florian Sch...
Data Natives Hamburg v 6.0 | "About Surfing, Failing & Scaling" - Florian Sch...Data Natives Hamburg v 6.0 | "About Surfing, Failing & Scaling" - Florian Sch...
Data Natives Hamburg v 6.0 | "About Surfing, Failing & Scaling" - Florian Sch...
 
Data NativesBerlin v 20.0 | "Serving A/B experimentation platform end-to-end"...
Data NativesBerlin v 20.0 | "Serving A/B experimentation platform end-to-end"...Data NativesBerlin v 20.0 | "Serving A/B experimentation platform end-to-end"...
Data NativesBerlin v 20.0 | "Serving A/B experimentation platform end-to-end"...
 
Data Natives Berlin v 20.0 | "Ten Little Servers: A Story of no Downtime" - A...
Data Natives Berlin v 20.0 | "Ten Little Servers: A Story of no Downtime" - A...Data Natives Berlin v 20.0 | "Ten Little Servers: A Story of no Downtime" - A...
Data Natives Berlin v 20.0 | "Ten Little Servers: A Story of no Downtime" - A...
 
Big Data Frankfurt meets Thinkport | "The Cloud as a Driver of Innovation" - ...
Big Data Frankfurt meets Thinkport | "The Cloud as a Driver of Innovation" - ...Big Data Frankfurt meets Thinkport | "The Cloud as a Driver of Innovation" - ...
Big Data Frankfurt meets Thinkport | "The Cloud as a Driver of Innovation" - ...
 
Thinkport meets Frankfurt | "Financial Time Series Analysis using Wavelets" -...
Thinkport meets Frankfurt | "Financial Time Series Analysis using Wavelets" -...Thinkport meets Frankfurt | "Financial Time Series Analysis using Wavelets" -...
Thinkport meets Frankfurt | "Financial Time Series Analysis using Wavelets" -...
 
Big Data Helsinki v 3 | "Distributed Machine and Deep Learning at Scale with ...
Big Data Helsinki v 3 | "Distributed Machine and Deep Learning at Scale with ...Big Data Helsinki v 3 | "Distributed Machine and Deep Learning at Scale with ...
Big Data Helsinki v 3 | "Distributed Machine and Deep Learning at Scale with ...
 
Big Data Helsinki v 3 | "Federated Learning and Privacy-preserving AI" - Oguz...
Big Data Helsinki v 3 | "Federated Learning and Privacy-preserving AI" - Oguz...Big Data Helsinki v 3 | "Federated Learning and Privacy-preserving AI" - Oguz...
Big Data Helsinki v 3 | "Federated Learning and Privacy-preserving AI" - Oguz...
 

Recently uploaded

EMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM TRACKING WITH GOOGLE ANALYTICS.pptx
EMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM  TRACKING WITH GOOGLE ANALYTICS.pptxEMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM  TRACKING WITH GOOGLE ANALYTICS.pptx
EMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM TRACKING WITH GOOGLE ANALYTICS.pptxthyngster
 
Dubai Call Girls Wifey O52&786472 Call Girls Dubai
Dubai Call Girls Wifey O52&786472 Call Girls DubaiDubai Call Girls Wifey O52&786472 Call Girls Dubai
Dubai Call Girls Wifey O52&786472 Call Girls Dubaihf8803863
 
Low Rate Call Girls Bhilai Anika 8250192130 Independent Escort Service Bhilai
Low Rate Call Girls Bhilai Anika 8250192130 Independent Escort Service BhilaiLow Rate Call Girls Bhilai Anika 8250192130 Independent Escort Service Bhilai
Low Rate Call Girls Bhilai Anika 8250192130 Independent Escort Service BhilaiSuhani Kapoor
 
Predicting Employee Churn: A Data-Driven Approach Project Presentation
Predicting Employee Churn: A Data-Driven Approach Project PresentationPredicting Employee Churn: A Data-Driven Approach Project Presentation
Predicting Employee Churn: A Data-Driven Approach Project PresentationBoston Institute of Analytics
 
PKS-TGC-1084-630 - Stage 1 Proposal.pptx
PKS-TGC-1084-630 - Stage 1 Proposal.pptxPKS-TGC-1084-630 - Stage 1 Proposal.pptx
PKS-TGC-1084-630 - Stage 1 Proposal.pptxPramod Kumar Srivastava
 
RA-11058_IRR-COMPRESS Do 198 series of 1998
RA-11058_IRR-COMPRESS Do 198 series of 1998RA-11058_IRR-COMPRESS Do 198 series of 1998
RA-11058_IRR-COMPRESS Do 198 series of 1998YohFuh
 
Kantar AI Summit- Under Embargo till Wednesday, 24th April 2024, 4 PM, IST.pdf
Kantar AI Summit- Under Embargo till Wednesday, 24th April 2024, 4 PM, IST.pdfKantar AI Summit- Under Embargo till Wednesday, 24th April 2024, 4 PM, IST.pdf
Kantar AI Summit- Under Embargo till Wednesday, 24th April 2024, 4 PM, IST.pdfSocial Samosa
 
From idea to production in a day – Leveraging Azure ML and Streamlit to build...
From idea to production in a day – Leveraging Azure ML and Streamlit to build...From idea to production in a day – Leveraging Azure ML and Streamlit to build...
From idea to production in a day – Leveraging Azure ML and Streamlit to build...Florian Roscheck
 
Full night 🥵 Call Girls Delhi New Friends Colony {9711199171} Sanya Reddy ✌️o...
Full night 🥵 Call Girls Delhi New Friends Colony {9711199171} Sanya Reddy ✌️o...Full night 🥵 Call Girls Delhi New Friends Colony {9711199171} Sanya Reddy ✌️o...
Full night 🥵 Call Girls Delhi New Friends Colony {9711199171} Sanya Reddy ✌️o...shivangimorya083
 
Schema on read is obsolete. Welcome metaprogramming..pdf
Schema on read is obsolete. Welcome metaprogramming..pdfSchema on read is obsolete. Welcome metaprogramming..pdf
Schema on read is obsolete. Welcome metaprogramming..pdfLars Albertsson
 
Unveiling Insights: The Role of a Data Analyst
Unveiling Insights: The Role of a Data AnalystUnveiling Insights: The Role of a Data Analyst
Unveiling Insights: The Role of a Data AnalystSamantha Rae Coolbeth
 
FESE Capital Markets Fact Sheet 2024 Q1.pdf
FESE Capital Markets Fact Sheet 2024 Q1.pdfFESE Capital Markets Fact Sheet 2024 Q1.pdf
FESE Capital Markets Fact Sheet 2024 Q1.pdfMarinCaroMartnezBerg
 
B2 Creative Industry Response Evaluation.docx
B2 Creative Industry Response Evaluation.docxB2 Creative Industry Response Evaluation.docx
B2 Creative Industry Response Evaluation.docxStephen266013
 
(PARI) Call Girls Wanowrie ( 7001035870 ) HI-Fi Pune Escorts Service
(PARI) Call Girls Wanowrie ( 7001035870 ) HI-Fi Pune Escorts Service(PARI) Call Girls Wanowrie ( 7001035870 ) HI-Fi Pune Escorts Service
(PARI) Call Girls Wanowrie ( 7001035870 ) HI-Fi Pune Escorts Serviceranjana rawat
 
Log Analysis using OSSEC sasoasasasas.pptx
Log Analysis using OSSEC sasoasasasas.pptxLog Analysis using OSSEC sasoasasasas.pptx
Log Analysis using OSSEC sasoasasasas.pptxJohnnyPlasten
 
Delhi Call Girls CP 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls CP 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip CallDelhi Call Girls CP 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls CP 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Callshivangimorya083
 

Recently uploaded (20)

EMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM TRACKING WITH GOOGLE ANALYTICS.pptx
EMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM  TRACKING WITH GOOGLE ANALYTICS.pptxEMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM  TRACKING WITH GOOGLE ANALYTICS.pptx
EMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM TRACKING WITH GOOGLE ANALYTICS.pptx
 
VIP Call Girls Service Charbagh { Lucknow Call Girls Service 9548273370 } Boo...
VIP Call Girls Service Charbagh { Lucknow Call Girls Service 9548273370 } Boo...VIP Call Girls Service Charbagh { Lucknow Call Girls Service 9548273370 } Boo...
VIP Call Girls Service Charbagh { Lucknow Call Girls Service 9548273370 } Boo...
 
Dubai Call Girls Wifey O52&786472 Call Girls Dubai
Dubai Call Girls Wifey O52&786472 Call Girls DubaiDubai Call Girls Wifey O52&786472 Call Girls Dubai
Dubai Call Girls Wifey O52&786472 Call Girls Dubai
 
Low Rate Call Girls Bhilai Anika 8250192130 Independent Escort Service Bhilai
Low Rate Call Girls Bhilai Anika 8250192130 Independent Escort Service BhilaiLow Rate Call Girls Bhilai Anika 8250192130 Independent Escort Service Bhilai
Low Rate Call Girls Bhilai Anika 8250192130 Independent Escort Service Bhilai
 
Predicting Employee Churn: A Data-Driven Approach Project Presentation
Predicting Employee Churn: A Data-Driven Approach Project PresentationPredicting Employee Churn: A Data-Driven Approach Project Presentation
Predicting Employee Churn: A Data-Driven Approach Project Presentation
 
PKS-TGC-1084-630 - Stage 1 Proposal.pptx
PKS-TGC-1084-630 - Stage 1 Proposal.pptxPKS-TGC-1084-630 - Stage 1 Proposal.pptx
PKS-TGC-1084-630 - Stage 1 Proposal.pptx
 
RA-11058_IRR-COMPRESS Do 198 series of 1998
RA-11058_IRR-COMPRESS Do 198 series of 1998RA-11058_IRR-COMPRESS Do 198 series of 1998
RA-11058_IRR-COMPRESS Do 198 series of 1998
 
Kantar AI Summit- Under Embargo till Wednesday, 24th April 2024, 4 PM, IST.pdf
Kantar AI Summit- Under Embargo till Wednesday, 24th April 2024, 4 PM, IST.pdfKantar AI Summit- Under Embargo till Wednesday, 24th April 2024, 4 PM, IST.pdf
Kantar AI Summit- Under Embargo till Wednesday, 24th April 2024, 4 PM, IST.pdf
 
From idea to production in a day – Leveraging Azure ML and Streamlit to build...
From idea to production in a day – Leveraging Azure ML and Streamlit to build...From idea to production in a day – Leveraging Azure ML and Streamlit to build...
From idea to production in a day – Leveraging Azure ML and Streamlit to build...
 
Full night 🥵 Call Girls Delhi New Friends Colony {9711199171} Sanya Reddy ✌️o...
Full night 🥵 Call Girls Delhi New Friends Colony {9711199171} Sanya Reddy ✌️o...Full night 🥵 Call Girls Delhi New Friends Colony {9711199171} Sanya Reddy ✌️o...
Full night 🥵 Call Girls Delhi New Friends Colony {9711199171} Sanya Reddy ✌️o...
 
Schema on read is obsolete. Welcome metaprogramming..pdf
Schema on read is obsolete. Welcome metaprogramming..pdfSchema on read is obsolete. Welcome metaprogramming..pdf
Schema on read is obsolete. Welcome metaprogramming..pdf
 
꧁❤ Aerocity Call Girls Service Aerocity Delhi ❤꧂ 9999965857 ☎️ Hard And Sexy ...
꧁❤ Aerocity Call Girls Service Aerocity Delhi ❤꧂ 9999965857 ☎️ Hard And Sexy ...꧁❤ Aerocity Call Girls Service Aerocity Delhi ❤꧂ 9999965857 ☎️ Hard And Sexy ...
꧁❤ Aerocity Call Girls Service Aerocity Delhi ❤꧂ 9999965857 ☎️ Hard And Sexy ...
 
Unveiling Insights: The Role of a Data Analyst
Unveiling Insights: The Role of a Data AnalystUnveiling Insights: The Role of a Data Analyst
Unveiling Insights: The Role of a Data Analyst
 
FESE Capital Markets Fact Sheet 2024 Q1.pdf
FESE Capital Markets Fact Sheet 2024 Q1.pdfFESE Capital Markets Fact Sheet 2024 Q1.pdf
FESE Capital Markets Fact Sheet 2024 Q1.pdf
 
B2 Creative Industry Response Evaluation.docx
B2 Creative Industry Response Evaluation.docxB2 Creative Industry Response Evaluation.docx
B2 Creative Industry Response Evaluation.docx
 
(PARI) Call Girls Wanowrie ( 7001035870 ) HI-Fi Pune Escorts Service
(PARI) Call Girls Wanowrie ( 7001035870 ) HI-Fi Pune Escorts Service(PARI) Call Girls Wanowrie ( 7001035870 ) HI-Fi Pune Escorts Service
(PARI) Call Girls Wanowrie ( 7001035870 ) HI-Fi Pune Escorts Service
 
E-Commerce Order PredictionShraddha Kamble.pptx
E-Commerce Order PredictionShraddha Kamble.pptxE-Commerce Order PredictionShraddha Kamble.pptx
E-Commerce Order PredictionShraddha Kamble.pptx
 
Log Analysis using OSSEC sasoasasasas.pptx
Log Analysis using OSSEC sasoasasasas.pptxLog Analysis using OSSEC sasoasasasas.pptx
Log Analysis using OSSEC sasoasasasas.pptx
 
Decoding Loan Approval: Predictive Modeling in Action
Decoding Loan Approval: Predictive Modeling in ActionDecoding Loan Approval: Predictive Modeling in Action
Decoding Loan Approval: Predictive Modeling in Action
 
Delhi Call Girls CP 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls CP 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip CallDelhi Call Girls CP 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
Delhi Call Girls CP 9711199171 ☎✔👌✔ Whatsapp Hard And Sexy Vip Call
 

Big Data Berlin 2019 | Data Research vs Data Privacy: The New Battlefield in our Databases | Leitha Matz | COO at Zuper

  • 1. Research vs Privacy The new battles in our data
  • 10. Actually anonymizing the data is harder than it sounds. 10
  • 11.
  • 12. “There’s a ton of resources on NYC Taxi and Limousine commission, including a mapping from licence number to driver name, and a way to look up owners of medallions… This anonymisation is so poor that anyone could, with less than two hours work, figure which driver drove every single trip in this entire dataset. It would even be easy to calculate drivers' gross income or infer where they live.” —Vijay Pandurangan, Mitro Founder
  • 16. “On the one hand, constitutional law protects the personality rights of people; the protection against data misuse is enshrined in the Swiss Federal Constitution. On the other hand, the constitution also guarantees academic freedom. Researchers thus have a right to be held back as little as possible in their work.” — Christian Schwarzenegger, Vice President University of Zurich
  • 17. The Essential Tension: 17 The more thoroughly you blind the data, the more thoroughly you blind the researcher.
  • 18. The Right To Be Forgotten 18
  • 21. https://www.cbinsights.com/research/apple-healthcare-strategy-apps/ Downloaded The App (48,104) Provided Consent & Passed Quiz (16,585) Email Address Verified (14,684) Opted To Share Broadly (9,520) Opted To Share Narrowly (2,681) Opted Not To Share (2,483) Email Not Verified (1,901) Did Not Enroll (31,519) “mPower (a Parkinson’s disease app) saw more than 75% of people participating in the study choose to donate their data, which has allowed it to open-source the data.” Informed Consent
  • 22. Evaluation needs to be made on the part of the subjects and the research designers • When is it worth taking risks? • We need broader public education about the downsides of data leaks. • Data subjects need to understand potential implications. (Informed Consent) To level the playing field, government also has a role in creating informed legislation • “an aligning and simplification of legal norms to drive research forward efficiently.” Potential Remedies
  • 23. © Kaspian 2015-2016 Thank You! Leitha Matz @missginsu COO/CoFounder : Zuper GmbH getzuper.com
  • 24. Apple Is Going After The Healthcare Industry, Starting With Personal Health Data https://www.cbinsights.com/research/apple-healthcare-strategy-apps/ 23andMe’s Pharma Deals Have Been The Plan All Along https://www.wired.com/story/23andme-glaxosmithkline-pharma-deal/ On The Research For Big Data Uses For Public Good Purposes https://journals.openedition.org/netcom/2556 The Conflicts Around Data Protection https://www.news.uzh.ch/en/articles/2018/forschung-datenschutz.html Stealing an AI algorithm and its underlying data is a “high-school level exercise” https://qz.com/786219/stealing-an-ai-algorithm-and-its-underlying-data-is-a-high-school-level-exercise/ Machine Learning Models that Remember Too Much https://arxiv.org/pdf/1709.07886.pdf Toward Reproducibility: Balancing Privacy and Publication https://towardsdatascience.com/toward-reproducibility-balancing-privacy-and-publication-77fee2366eee New York taxi details can be extracted from anonymised data, researchers say https://www.theguardian.com/technology/2014/jun/27/new-york-taxi-details-anonymised-data-researchers-warn GDPR Requirements List in Plain English https://www.varonis.com/blog/gdpr-requirements-list-in-plain-english/ New study to measure impact of sleep tracker data on patient-provider communication https://www.regenstrief.org/article/new-study-measure-impact-sleep-tracker-data-patient-provider-communication/ References: