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Collecting and Selling Personal
Information:
the Two Faces of Data Brokers
David Bounie, Antoine Dubus, Patrick Waelbroeck
Introduction
• 2014: Oracle acquires Datalogix and Bluekai
– Datalogix:
• “Datalogix connects offline purchasing data to digital
media to improve audience targeting”
• “Datalogix aggregates and provides insights on over $2
trillion in consumer spending to deliver purchase-based
targeting and drive more sales.”
Introduction
– Bluekai:
• “runs the world's largest 3rd party data marketplace to
augment a customer's proprietary data with actionable
information on more than 700 million profiles.”
Question 1
• How does competition between data brokers
change their strategies of
– Information collection
– Information selling
Question 2
• What are the effects of competition between
data brokers on
– Consumer surplus
– Firms profits
Literature
– Bloch Demange 2018:
• endogenous collection of consumer information by a
monopolist
– Casadesus Massanell & Hervas Drane 2015:
• Privacy as competitive factor
• Competition encourages firms to lower the collection of
consumer information (unless they have a low willingness
to pay)
– Kesler & al. 2017:
• Empirically, competition between firms decreases
consumer information collection
Description of the model
Description of the model
Consumer
Description of the model
1
Consumer
0.50
0 1
• Modelling Information:
1
𝑘
1 k2 .. ..i.. ..
Description of the model
Description of the model
0 1
p1 p2 … pi pk
p'1…p'ip'k
Description of the model
• We allow for the sale of any structure:
0 1
.. .... ..s1 s2 si sm
Description of the model
Description of the model
Description of the model
• Data brokers sell information:
Description of the model
• Data brokers compete in the price 𝑤𝑙(𝑘) and
the information partition that they sell.
Description of the model
• Each Data broker knows the precision of
information of its competitor
• Each firm knows whether its competitor has
acquired information and which one
Description of the model
• Timing:
– Stage 1: data brokers collect consumer
information with precision 𝑘1, 𝑘2
– Stage 2: data brokers set information structures
and sell them
– Stage 3: both firms set their prices and compete
Selling information in monopoly
Resolution: Optimal information selling
0
𝑗
𝑘
1 −
𝑗
𝑘
Resolution: Optimal information selling
• Monopolists data-brokers:
–Information sold to both firms until:
–Firms profits:
Resolution: Optimal information selling
• Information collection 𝑘 increases with 𝑗
Resolution: information collection and selling
0
𝑗
𝑘
𝑗
𝑘
0
𝑗′
𝑘
≥
𝑗
𝑘
𝑗′
𝑘
Selling information in competition
Nash Equilibrium when data brokers compete
0
p1 p2 … pi
pr
pl
p'1p'i …
• Maximum reached:
monopoly: j =
6𝑘−9
22
competition: j′ =
𝑘
3
−
1
2
0
p1 p2 … pi
pr
pl
p'1p'i …
Resolution: Optimal information selling
• 𝜋1 𝑘1 − 𝜋1 𝑘2
• 𝜋2 𝑘1 − 𝜋2(𝑘2)
0
0
DB2, 𝑘2
DB1, 𝑘1
Resolution: Optimal information collection
Resolution: Optimal information collection
Implications
• Data collection, selling and competition:
• Competition increases the precision of
information collected by the dominant data
broker
• Decreases the precision of information collected
by the smallest data broker or by both of them
when they are symmetric
• Data brokers sell more information when they
compete
Implications
• Consumer surplus always increases with
𝑙
𝑚
Implications
• The higher precision of information increases the
rent extraction effect
• The increase in the share of consumers identified
increases the competitive effect of information
• The latter dominates the former and consumer
surplus increases
Implications
• Firms’ profits always decrease with
𝑙
𝑚
Implications
• Information is more valuable for firms since the
dominant data broker collects more information
under competition
• Firms pay a lower price for better information
since data brokers compete in price, but this gain
is lower than the loss due increased competition
Implications
• Data protection laws and competition laws go in
opposite directions:
• Competition authorities prefer competition
between data brokers as it intensifies
competition on the product market and
benefits consumers
• Data protection authorities prefer data
brokers not to compete when they are
asymmetric in terms of market shares as the
dominant data broker collects more consumer
information
Questions?

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Collecting and Selling Personal Information: the Two Faces of Data Brokers (David Bounie, Antoine Dubus, Patrick Waelbroeck)

  • 1. Collecting and Selling Personal Information: the Two Faces of Data Brokers David Bounie, Antoine Dubus, Patrick Waelbroeck
  • 2. Introduction • 2014: Oracle acquires Datalogix and Bluekai – Datalogix: • “Datalogix connects offline purchasing data to digital media to improve audience targeting” • “Datalogix aggregates and provides insights on over $2 trillion in consumer spending to deliver purchase-based targeting and drive more sales.”
  • 3. Introduction – Bluekai: • “runs the world's largest 3rd party data marketplace to augment a customer's proprietary data with actionable information on more than 700 million profiles.”
  • 4. Question 1 • How does competition between data brokers change their strategies of – Information collection – Information selling
  • 5. Question 2 • What are the effects of competition between data brokers on – Consumer surplus – Firms profits
  • 6. Literature – Bloch Demange 2018: • endogenous collection of consumer information by a monopolist – Casadesus Massanell & Hervas Drane 2015: • Privacy as competitive factor • Competition encourages firms to lower the collection of consumer information (unless they have a low willingness to pay) – Kesler & al. 2017: • Empirically, competition between firms decreases consumer information collection
  • 8. Description of the model Consumer
  • 9. Description of the model 1 Consumer 0.50
  • 10. 0 1 • Modelling Information: 1 𝑘 1 k2 .. ..i.. .. Description of the model
  • 11. Description of the model 0 1 p1 p2 … pi pk p'1…p'ip'k
  • 12. Description of the model • We allow for the sale of any structure: 0 1 .. .... ..s1 s2 si sm
  • 15. Description of the model • Data brokers sell information:
  • 16. Description of the model • Data brokers compete in the price 𝑤𝑙(𝑘) and the information partition that they sell.
  • 17. Description of the model • Each Data broker knows the precision of information of its competitor • Each firm knows whether its competitor has acquired information and which one
  • 18. Description of the model • Timing: – Stage 1: data brokers collect consumer information with precision 𝑘1, 𝑘2 – Stage 2: data brokers set information structures and sell them – Stage 3: both firms set their prices and compete
  • 20. Resolution: Optimal information selling 0 𝑗 𝑘 1 − 𝑗 𝑘
  • 21. Resolution: Optimal information selling • Monopolists data-brokers: –Information sold to both firms until: –Firms profits:
  • 22. Resolution: Optimal information selling • Information collection 𝑘 increases with 𝑗
  • 23. Resolution: information collection and selling 0 𝑗 𝑘 𝑗 𝑘 0 𝑗′ 𝑘 ≥ 𝑗 𝑘 𝑗′ 𝑘
  • 24. Selling information in competition
  • 25. Nash Equilibrium when data brokers compete 0 p1 p2 … pi pr pl p'1p'i … • Maximum reached: monopoly: j = 6𝑘−9 22 competition: j′ = 𝑘 3 − 1 2 0 p1 p2 … pi pr pl p'1p'i …
  • 26. Resolution: Optimal information selling • 𝜋1 𝑘1 − 𝜋1 𝑘2 • 𝜋2 𝑘1 − 𝜋2(𝑘2) 0 0 DB2, 𝑘2 DB1, 𝑘1
  • 29. Implications • Data collection, selling and competition: • Competition increases the precision of information collected by the dominant data broker • Decreases the precision of information collected by the smallest data broker or by both of them when they are symmetric • Data brokers sell more information when they compete
  • 30. Implications • Consumer surplus always increases with 𝑙 𝑚
  • 31. Implications • The higher precision of information increases the rent extraction effect • The increase in the share of consumers identified increases the competitive effect of information • The latter dominates the former and consumer surplus increases
  • 32. Implications • Firms’ profits always decrease with 𝑙 𝑚
  • 33. Implications • Information is more valuable for firms since the dominant data broker collects more information under competition • Firms pay a lower price for better information since data brokers compete in price, but this gain is lower than the loss due increased competition
  • 34. Implications • Data protection laws and competition laws go in opposite directions: • Competition authorities prefer competition between data brokers as it intensifies competition on the product market and benefits consumers • Data protection authorities prefer data brokers not to compete when they are asymmetric in terms of market shares as the dominant data broker collects more consumer information