Your Browsing Behavior for a ! Big Mac: Economics of Personal Information Online
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Transcript of Your Browsing Behavior for a ! Big Mac: Economics of Personal Information Online
![Page 1: Your Browsing Behavior for a ! Big Mac: Economics of Personal Information Online](https://reader034.fdocuments.us/reader034/viewer/2022052523/5552153eb4c90520548b48c6/html5/thumbnails/1.jpg)
Your Browsing Behavior for a���Big Mac: Economics of Personal
Information Online
Juan Pablo Carrascal * Universitat Pompeu Fabra
Christopher Riederer * Columbia University
Vijay Erramilli Telefónica Research
Mauro Cherubini ** Telefónica Research
Rodrigo de Oliveira Telefónica Research
* Research conducted while working at Telefónica Research ** The author is currently working at Google Inc.
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Introduction
Collected Personal Identifiable Information (PII) is being economically exploited by internet based
companies in multiple ways!
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Introduction
But what do Internet users think about this?!!
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Introduction
For users to understand monetization of their PII, they should do a cost-benefit analysis!
!
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Introduction
But general the monetary value of PIIis hard to measure!!
!
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Research Questions
• RQ1: What monetary value do users assign to different types of PII while being online?!
• RQ2: What are the perceptions of users vis-à-vis their PII being monetized, improving existing services and for personalized advertisements?!
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Contributions
• We used a refined Experience Sampling Method to extract online PII valuation!
• We found that users valuated their browsing behavior information at around 7€ (~18 Reais)!
• Valuation of Offline PII was significantly higher than Online PII, and valuation of PII related to Social and Finance websites was significantly higher than Search and News!
• Even though users do not like the monetization of their PII, they would accept certain goods in exchange.!
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Outline
Challenges / Methodology!Procedure!Measures!Results!Implications for design!!!
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Challenges
Alice! Researcher!
PII $?
Alice!
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Challenges Retrospective!
recall!Validity of!
PII valuation!Engagement during participation /!
Burden of the probing!Honesty of!valuation!
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Methodology
A refined Experience Sampling Method (rESM) approach provides optimal recall!
Retrospective!recall!
Validity of!PII valuation!
Engagement during participation /!Burden of the probing!
Honesty of!valuation!
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Methodology
• We improved the validity by capturing the web browsing context by means of a Firefox plugin popup!
• This plugin enables the use of pertinent questions about the actions, at the time they were performed, that we want to capture in the first place!
Retrospective!recall!
Validity of!PII valuation!
Engagement during participation /!Burden of the probing!
Honesty of!valuation!
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Methodology
• To create engagement, we created an auction game where participants could trade their PII!
• We reduced the burden by limiting frequency and offering the possibility to skip the probe!
Retrospective!recall!
Validity of!PII valuation!
Engagement during participation /!Burden of the probing!
Honesty of!valuation!
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Methodology
To promote honesty of valuation, we used a reverse second-price auction mechanism!!!!
Bids! Payout!Winning
bid!
(lowest)!
Retrospective!recall!
Validity of!PII valuation!
Engagement during participation /!Burden of the probing!
Honesty of!valuation!
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Outline
Challenges / Methodology!Procedure!Measures!Results!Implications for design!
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Participants
Recruitment through popular Spanish web portals!Demographics:!– 168 participants, 18 to 58 years old
(mean = 31.83, s = 8.15)!– Well balanced across education and income levels!– Living in Spain (94% of Spanish nationality)!
Requirements:!– Firefox!– Only person using Firefox
on their computer!– Install the plugin!
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Procedure
From the userʼs perspective:!
?
A participant visits a website!
The Plugin classifies!the visited website!
The Plugin selects questions corresponding to the category of the website!and prompts the user with a
Pop-up!
The Plugin collects participantʼs answers and
sends them to the back-end!
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Procedure
From the back-end perspective:!
After 20 bids are received… !
… an auction is run!
All participants of the auction (both those who sold their PII and those who did not) are
notified of their results using neutral language!
All bids are received by the back-end!
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Outline
Challenges / Methodology!Procedure!Measures!Results!Implications for design!
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Measures – Popup questions
Auction questions!– Context independent!– Context dependent*!
Online privacy perception questions!– Context independent!– Context dependent*!
!
* Customized according to the detected category!of the website!!
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Measures - Auction questions examples
… data about your financial transaction(s) !(FINANCE)!… photo(s) you uploaded to this website ! !(SOCIAL)!… keywords you used in your last search(es) !(SEARCH)!
! ! ! ! ! ! ! ! ! ! ! ! !… and so on!
… information about your age, gender, salary and address? ! ! ! ! ! ! ! ! ! !(related to offline PII)!
… details about your presence on this website?! ! ! ! ! ! ! ! ! !(related to third party trackers)!
Context independent:!
Context dependent:!
“What is the minimum amount of money you would accept in exchange of… “
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Measures - Exit questionnaire
We asked some questions to clarify previously obtained results:!• Reasons for highest/lowest bids!• Knowledge of revenue/cost of online services!• Trust of PII management!• Further privacy perception questions!
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Outline
Challenges / Methodology!Procedure!Measures!Results!Implications for design!
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Results
RQ1: Users valuated their browsing behavior information at around 7€ (18 reais)!
RQ1: What monetary value do users assign to different types of PII while being online?!
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Results
RQ1: Users value offline PII more!and online PII less (25€ vs. 7€)!
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Results
RQ1: Users tend to value online PII related to Finance (15.5€) and Social networking (12€)
more than Search (2€) and News (2€).!!
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Results
RQ1: Users do not distinguish between quantity of PII, but type!
!!
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Results
RQ2: Users do not like monetization of their PII!!
RQ2: What are the perceptions of users vis-à-vis their PII being monetized, improving existing services and for
personalized advertisements?!
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Results
0%
5%
10%
15%
20%
25%
30%
35%
40%
Freq
uency (%
)
RQ2: But they would accept certain goods in exchange.!
!
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Results
RQ2: Users mainly trust themselves to manage the monetization of their PII. In second place, they trust
government and in third place banks and telcos!!
3 1 2
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Results
Most participants gave reasons of fair value or worthiness of the information for their highest/
lowest bids instead of trying to game the system!
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Outline
Challenges / Methodology!Procedure!Measures!Results!Implications for design!
![Page 33: Your Browsing Behavior for a ! Big Mac: Economics of Personal Information Online](https://reader034.fdocuments.us/reader034/viewer/2022052523/5552153eb4c90520548b48c6/html5/thumbnails/33.jpg)
Implications for design
There should be adequate incentives (economic or otherwise) for the adoption of privacy solutions!
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Implications for design
Online companies should be transparent in explaining their need to monetize on PII!
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Contributions
• We used a refined Experience Sampling Method to extract online PII valuation!
• We found that users valuated their browsing behavior information at around 7€ (~18 Reais)!
• Valuation of Offline PII was significantly higher than Online PII, and valuation of PII related to Social and Finance websites was significantly higher than Search and News!
• Even though users do not like the monetization of their PII, they would accept certain goods in exchange.!
![Page 36: Your Browsing Behavior for a ! Big Mac: Economics of Personal Information Online](https://reader034.fdocuments.us/reader034/viewer/2022052523/5552153eb4c90520548b48c6/html5/thumbnails/36.jpg)
Thank you. ���Questions?���
Juan Pablo [email protected]!
Christopher [email protected]!
Vijay [email protected]!
Mauro [email protected]!
Rodrigo de [email protected]!