24
Externalities in the Demand for Privacy: Evidence from the Do- Not-Call Registry Khim-Yong Goh, NUS Kai-Lung Hui, HKUST I.P.L. Png, NUS

Externalities in the Demand for Privacy: Evidence from the Do-Not- Call Registry Khim-Yong Goh, NUS Kai-Lung Hui, HKUST I.P.L. Png, NUS

Embed Size (px)

Citation preview

Page 1: Externalities in the Demand for Privacy: Evidence from the Do-Not- Call Registry Khim-Yong Goh, NUS Kai-Lung Hui, HKUST I.P.L. Png, NUS

Externalities in the Demand for Privacy: Evidence from the Do-Not-Call Registry

Khim-Yong Goh, NUSKai-Lung Hui, HKUST

I.P.L. Png, NUS

Page 2: Externalities in the Demand for Privacy: Evidence from the Do-Not- Call Registry Khim-Yong Goh, NUS Kai-Lung Hui, HKUST I.P.L. Png, NUS

WISSP, October 2010 2

Privacy and Regulation

• “Privacy is a fundamental right that people do care about.”

Pamela Jones Harbour, Commissioner of U.S. FTC

• Existing research has been lagging behind:– Surveys and laboratory experiments– Little empirical research about real behavior– Mostly study direct benefits/costs of privacy, not

externalities between consumers

Page 3: Externalities in the Demand for Privacy: Evidence from the Do-Not- Call Registry Khim-Yong Goh, NUS Kai-Lung Hui, HKUST I.P.L. Png, NUS

WISSP, October 2010 3

Externalities

• How one person’s decision affect others– Pollution, public good, etc.

• Two types of externalities among consumers related to privacy– Preference externalities: How consumers’ product

preferences affect others– Strategic marketing avoidance: How consumers’

marketing avoidance efforts affect others

Page 4: Externalities in the Demand for Privacy: Evidence from the Do-Not- Call Registry Khim-Yong Goh, NUS Kai-Lung Hui, HKUST I.P.L. Png, NUS

WISSP, October 2010 4

Research Objectives

• Using real registration data from the U.S. Do Not Call Registry: -– Identify the presence of preference externalities

vis-à-vis strategic marketing avoidance in the demand for privacy

– Draw implications on optimal government intervention and vendor responses

Page 5: Externalities in the Demand for Privacy: Evidence from the Do-Not- Call Registry Khim-Yong Goh, NUS Kai-Lung Hui, HKUST I.P.L. Png, NUS

WISSP, October 2010 5

Theory – Preference Externalities

• Reasons for preference externalities– Fixed costs in retailing limited products– Incomplete information on consumer preferences

product configuration based on aggregate attributes, e.g., age and gender

– These apply equally well to direct marketing• Within-segment: demand when the size of the

same segment increases• Cross-segment: demand when the size of other

segments increases

Page 6: Externalities in the Demand for Privacy: Evidence from the Do-Not- Call Registry Khim-Yong Goh, NUS Kai-Lung Hui, HKUST I.P.L. Png, NUS

WISSP, October 2010 6

Theory – Preference Externalities

• The larger the size of a demographic segment the more likely a person will find the products that she wants via direct marketing the less likely that she will sign up for DNC

• H1 (Preference externalities): Marketing avoidance in a particular demographic segment would decrease with the size of that segment

Page 7: Externalities in the Demand for Privacy: Evidence from the Do-Not- Call Registry Khim-Yong Goh, NUS Kai-Lung Hui, HKUST I.P.L. Png, NUS

WISSP, October 2010 7

Theory – Strategic Marketing Avoidance

• Vendors ignore harms caused by solicitations• Consumers avoid marketing when the harms

exceed the benefits from direct marketing• Marketing avoidance facilities serve to “filter”

the population for vendors• What would vendors do when the population

becomes “richer”?• How would remaining consumers respond?

Page 8: Externalities in the Demand for Privacy: Evidence from the Do-Not- Call Registry Khim-Yong Goh, NUS Kai-Lung Hui, HKUST I.P.L. Png, NUS

WISSP, October 2010 8

Theory – Strategic Marketing Avoidance

• In general, larger consumer segments stronger impact on vendors’ expected profits due to marketing avoidance stronger strategic complementarity

• H2 (Strategic marketing avoidance): Marketing avoidance in a particular demographic segment would increase with the size of that segment

Page 9: Externalities in the Demand for Privacy: Evidence from the Do-Not- Call Registry Khim-Yong Goh, NUS Kai-Lung Hui, HKUST I.P.L. Png, NUS

WISSP, October 2010 9

The DNC Registry

• Fixed line and mobile, not business numbers• Telemarketers must check phone numbers

against DNC no less frequently than 31 days• Registrations were indefinite • Desirable characteristics

– Real observations of consumer choices– Free service, low sign up cost, and no competition– Covers entire USA; lots of variations in consumer

demographics across regions

Page 10: Externalities in the Demand for Privacy: Evidence from the Do-Not- Call Registry Khim-Yong Goh, NUS Kai-Lung Hui, HKUST I.P.L. Png, NUS

WISSP, October 2010 10

Data Sources, Issues, etc.

• County- and MSA-level population data from U.S. Census Bureau

01

23

45

Reg

istr

atio

ns (

mill

ion

s)

0 10 20 30 40 50Week

Our equilibrium state

Page 11: Externalities in the Demand for Privacy: Evidence from the Do-Not- Call Registry Khim-Yong Goh, NUS Kai-Lung Hui, HKUST I.P.L. Png, NUS

WISSP, October 2010 11

Preference Externalities: Evidence

Page 12: Externalities in the Demand for Privacy: Evidence from the Do-Not- Call Registry Khim-Yong Goh, NUS Kai-Lung Hui, HKUST I.P.L. Png, NUS

WISSP, October 2010 12

Preference Externalities: Evidence

Page 13: Externalities in the Demand for Privacy: Evidence from the Do-Not- Call Registry Khim-Yong Goh, NUS Kai-Lung Hui, HKUST I.P.L. Png, NUS

WISSP, October 2010 13

Marketing Avoidance: Evidence

• There was concomitant increase in consumer purchase of directly marketed items and marketing avoidance

Page 14: Externalities in the Demand for Privacy: Evidence from the Do-Not- Call Registry Khim-Yong Goh, NUS Kai-Lung Hui, HKUST I.P.L. Png, NUS

WISSP, October 2010 14

Empirical Model

• DNC registration rates:

• With help of population data, specifically,

• Integrating the above equations,

-ve preference externalities+ve strategic marketing avoidance

Page 15: Externalities in the Demand for Privacy: Evidence from the Do-Not- Call Registry Khim-Yong Goh, NUS Kai-Lung Hui, HKUST I.P.L. Png, NUS

WISSP, October 2010 15

ResultsSMA among high-income people

PE among less-educated people

SMA among Hispanics and non-Hispanics

SMA among non-Spanish-only speakers

Page 16: Externalities in the Demand for Privacy: Evidence from the Do-Not- Call Registry Khim-Yong Goh, NUS Kai-Lung Hui, HKUST I.P.L. Png, NUS

WISSP, October 2010 16

Robustness

Different equilibrium states

Perhaps the effects were due to direct communications?

Maybe consumer heterogeneity mattered?

Page 17: Externalities in the Demand for Privacy: Evidence from the Do-Not- Call Registry Khim-Yong Goh, NUS Kai-Lung Hui, HKUST I.P.L. Png, NUS

WISSP, October 2010 17

County-Level Markets

• DNC registration rates:

• Estimation equation,

• Within-segment parameters could be identified, but not cross-segment parameters

Page 18: Externalities in the Demand for Privacy: Evidence from the Do-Not- Call Registry Khim-Yong Goh, NUS Kai-Lung Hui, HKUST I.P.L. Png, NUS

WISSP, October 2010 18

County-Level Markets: Results

Fairly consistent with the MSA-level results…

Page 19: Externalities in the Demand for Privacy: Evidence from the Do-Not- Call Registry Khim-Yong Goh, NUS Kai-Lung Hui, HKUST I.P.L. Png, NUS

WISSP, October 2010 19

Summary of findings

• Strategic marketing avoidance: High income, age, Hispanic ethnicity, non-Spanish-only speaking consumers

• Preference externalities: Less educated consumers– Waldfogel (2003, RJE) and George and Waldfogel

(2003, JPE): Preference externalities among black, white, and Hispanic ethnicity, but not education in radio and newspaper markets

– Our (telemarketing) results are opposite

Page 20: Externalities in the Demand for Privacy: Evidence from the Do-Not- Call Registry Khim-Yong Goh, NUS Kai-Lung Hui, HKUST I.P.L. Png, NUS

WISSP, October 2010 20

Implications (1)

• Evidence of strategic marketing avoidance low-value consumers opted out More profitable “market” for the vendors Opt out facilities could indeed be helpful to vendors!

Page 21: Externalities in the Demand for Privacy: Evidence from the Do-Not- Call Registry Khim-Yong Goh, NUS Kai-Lung Hui, HKUST I.P.L. Png, NUS

WISSP, October 2010 21

Practical Suggestions

• Direct marketers should support “opt out” facilities because such facilities help refine marketing lists

• Once this is understood, there will be less need for government to offer such services

– Should not “over-respond” to such refinement of marketing lists

• (otherwise “profitable”) Consumers may strategically respond by opting out

• Possible exception on competition law so that direct marketers can agree to limit solicitations?

Page 22: Externalities in the Demand for Privacy: Evidence from the Do-Not- Call Registry Khim-Yong Goh, NUS Kai-Lung Hui, HKUST I.P.L. Png, NUS

WISSP, October 2010 22

Implications (2)

• Preference externalities segmented by education either:– Telemarketers have not segmented markets by

education fine enough, or– Product customization is too low in that market

• Perhaps refine offering by education level?– Financial/investment services, or educational

services…

Page 23: Externalities in the Demand for Privacy: Evidence from the Do-Not- Call Registry Khim-Yong Goh, NUS Kai-Lung Hui, HKUST I.P.L. Png, NUS

WISSP, October 2010 23

Concluding Remarks

• Evidence of externalities strong justification for government regulation of privacy– These are beyond “standard” reasons, such as

consumer myopia or protecting vulnerable segments, e.g., children

Page 24: Externalities in the Demand for Privacy: Evidence from the Do-Not- Call Registry Khim-Yong Goh, NUS Kai-Lung Hui, HKUST I.P.L. Png, NUS

WISSP, October 2010 24

Thank you!