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\begin{document}

% \conferenceinfo{ICEC'07,} {August 19--22, 2007, Minneapolis, Minnesota, USA.}
% \CopyrightYear{2007}
% \crdata{978-1-59593-700-1/07/0008}

\title{Privacy and the Clandestine Evolution of Ecommerce}
% \subtitle{[Extended Abstract]

\numberofauthors{1} %  in this sample file, there are a *total*
% of EIGHT authors. SIX appear on the 'first-page' (for formatting
% reasons) and the remaining two appear in the \additionalauthors section.
%
\author{
%
% 1st. author
\alignauthor Andrew Odlyzko \\
       \affaddr{Digital Technology Center}\\
       \affaddr{University of Minnesota}\\
       \affaddr{Minneapolis, Minnesota}\\
       \email{odlyzko@umn.edu}
}
\date{14 June 2007}

\maketitle
\begin{abstract}
This note discusses briefly some questions on economics of privacy,
especially the relation of privacy to price discrimination,
as well as relevant developments in ecommerce and ordinary commerce.
Various open questions that call for further research are discussed.
In particular, while much interesting theoretical research has been
done, and a small number of informative laboratory experiments have been
carried out, much more work would be desirable, especially in some
areas of behavioral economics, and
there is a great unmet need for active monitoring of the marketplace.
\end{abstract}

% A category with the (minimum) three required fields
\category{J.4}{Computer Applications}{Social and behavioral sciences}
%A category including the fourth, optional field follows...
\category{H.4}{Information Systems Applications}{Miscellaneous}

\terms{Economics}

\keywords{privacy, price discrimination, ecommerce evolution} % NOT required for Proceedings

\section{Introduction}
Privacy is continuing to erode and pricing models are proliferating,
often in carefully hidden forms.  
Two previous papers \cite{Odlyzko1996,Odlyzko2003} proposed the
thesis that privacy erosion is driven to a large extent by the
incentives to price discriminate, and that price discrimination 
will be the most contentious issue of electronic commerce, as 
it conflicts with long-standing human concerns about fairness.
The purpose of this note is to point out a variety of recent
papers on related topics, and to suggest where it would be
desirable to undertake further research.

There are many interesting recent papers on economics of
price discrimination, and the degree to which it might be
stimulated by privacy erosion that would give sellers
information about buyers, such as \cite{AcquistiV,Armstrong,BoehmeK}
and the papers referenced there.  (See also \cite{AcquistiWeb} for
more general information about economics of privacy.)
But these studies are limited in that they are almost all in
the conventional economic model, with individuals having well-defined
valuations for goods and services, and trying to maximize their
utilities.  (The ``rational agents'' or {\em Homo economicus}.)
But, as the next section discusses, people often behave contrarily
to this standard economic model, and other, behavioral economics
aspects, often play a major role or even dominate.  Thus it is
desirable to study more detailed models that take this into
consideration.

Privacy is usually among the major concerns that people express
about the Internet.  Yet
there are an increasing number of careful studies (such as \cite{GrossklagsA}
and the papers referenced there) that appear to show that in general
people in general do not
value their privacy highly.  This confirms the overwhelming evidence
from the marketplace, where privacy technologies languish because
practically noone bothers to use them, and often intimate information
is given out for very little or no monetary reward.
But it is not clear how much one can conclude from such studies
about future reactions to continuing privacy erosion.  
The real issue is not privacy as such.  
It is how information about a person is used.  People do not mind
their family and friends knowing a lot about them, since such
information is expected to be used in helpful ways, such as
selecting an appropriate gift for a birthday.  Where they do
get upset is when intimate information about them is used against
what they perceive as their interests.  That is why many divorces
are so bitter, or why (very rich) people get so upset about the
butler who ``tells all.''  And that is likely why there is so
much concern about Google, how it will use the information it
collects.  Thus what is desirable is to undertake further
studies that explore how people react to loss of privacy in
situations where such loss can lead to noticeable economic effect,
such as being subject to discriminatory tariffs.

But what is needed more than anything else are tools for
monitoring the market, to see what is happening.  It is
clear that price discrimination is the driving force
behind many moves that powerful players are making, such
as the fight against ``net neutrality,'' where the telecom
service providers would like to charge according to the
nature of transmissions.  (Interestingly enough, they
have largely attained another goal, namely state video
franchising, which enables them to deploy fiber only to
those portions of the community they regard as profitable
to serve.  This overturns about a century of practice 
where service providers had to provide equal access to
everyone in a community, one of the frequent measures
we see in history to avoid discrimination.  But that brings
us back to the early days of telephony, where access and
price did often depend on location, see for example \cite{Gabel}.)
But how much else is going on in the variety of other
industries?  Companies tend to hide what they do, most likely
because of the implicitly understood fear of consumer backlash,
and potential government intervention.  When one reads the
comments by prominent and powerful business leaders on
a Harvard Business School case study that deals with
use of delicate personal information \cite{DavenportH},
one is struck with the wide concern about violating
customer trust.  Thus is it natural that most companies
would move very carefully in this area, and do it
as secretly as possible.
But sometimes the incentives to exploit erosion of privacy
prove so strong that some fringe players'
clandestine tactics do come to the surface.  As one example,
a story about a car dealer network that targets the poor
explains \cite{GrowE}:
\begin{quote}
Unlike traditional dealers, Byrider doesn't post prices-which average \$10,200 
at company-owned showrooms-directly on its cars. Salesmen, after consulting ARE, 
calculate the maximum that a person can afford to pay, and only then set the total price, 
down payment, and interest rate. Byrider calls this process fair and accurate; critics 
call it ``opportunity pricing.''
\end{quote}
What we lack are tools for measuring how often such tactics 
are used, in what settings, and how to model the decisions
that are taken.
While there is much insightful research available,
considerably more is required, especially in some areas, as is
suggested below.




\section{Tail that wags the dog}
The {\em Homo economicus} of the standard economic models
is a useful construct, but very limited, especially
where privacy and price discrimination are concerned.  In that area
issues of fairness, user preferences, and effects of different pricing
models on usage, are often more important.

Fairness, which does not enter into standard economic models, has been
of central importance to all human societies, and underlies much and
likely most of the frequent and often very strong opposition to price discrimination.
(Recently it has been shown that even some monkeys exhibit strong negative
reactions to discriminatory treatment in economic transactions.)
Law makers and common law judges
have historically responded to the conflict between the economic incentives to
price discriminate and human dislike of the practice by crafting compromises, such
as common carriers rules.  Many of the current concerns about net neutrality
are reruns of similar concerns centuries ago.  As just one
example, in 1842, in the early days of railroads, 
``complaints [were] made of the mode ... practiced by railway
companies charging a cheap fare for the whole extent of the line, but
varying it in a very disproportionate manner to passengers who have to
alight at intermediate stations. ... These [appeared] to be some of the old tricks of coach
proprietors, ...'' \cite{Times18420920}.  (For more detailed discussion of the
historical experience of price discrimination in transportation, see \cite{Odlyzko2004}.
Note that this quote demonstrates the fact, still not widely accepted, that it is
possible to have price discrimination in a competitive market, such as that of
coaches.)  As is outlined in \cite{Odlyzko2003}, the Interstate Commerce Act
of 1887, the first serious intrusion of
the United States federal government into conduct of commerce,
was an attempt to curtail discriminatory practices by railroads.

The precedent of railroad regulation is worth keeping in mind when
evaluating possible reaction to discriminatory pricing.  Even though
people do not use privacy-protecting technologies, they do have an
expectation of privacy (even if that expectation depends a lot on age
and culture and may be changing), and can invoke governments' aid to obtain it.  A very
interesting example is that of the forceful lowering of roaming rates
for mobile calling in Europe \cite{Blau}.  As has been widely recognized
by experts, even if it is not stated publicly, the high roaming rates
are another example of a competitive market leading to discriminatory
pricing, based on the presumed high valuation that travellers place
on being able to call home or office in their country of origin.
It is easy to defend it on standard economic grounds, yet the practice is
being curtailed due to public pressure.  And note that this pressure
exists, even though Europeans can to a large extent avoid those
high roaming charges by buying separate SIM cards in the countries
they visit.  But just as consumers in many other settings don't bother
to implement privacy technologies, even when those are inexpensive,
these mobile subscribers use political means to eliminate practices
they regard as offensive.

It thus seems very desirable to study much more deeply not just the
nature of human concern for fairness, but how it affects perception
of various pricing models.  There are now a few studies, such as \cite{Spiekermann},
on this topic, and in particular on how one can formulate discriminatory
pricing plans so as to alleviate consumer concerns.  Unfortunately, these studies
are few, and it would be extremely desirable to extend them.

Compared to fairness in commerce, the literature on user preferences for flat rates
is larger and is growing.  This
preference shows itself in willingness to pay more, often considerably more,
for flat rate pricing than for metered services.  Much of that literature
is surveyed in \cite{LambrechtS2006}.  However, in common with almost all of the
published works in this area, that paper does not mention the pioneering
and very careful
studies done at AT\&T in the 1970s (references for that work are
\cite{Wong1983} and other papers cited in \cite{FishburnOS}).  Those
AT\&T studies explored the reasons overwhelming majorities of low-usage
telephone customers stuck with flat rates in the 1970s even when
they would have saved by switching to metering.  The published literature
also largely ignores the massive evidence from the history
of communications of the preference for flat rates, see \cite{Odlyzko2000,Odlyzko2001}.
That history includes incidents such as the famous boycott by AT\&T 
customers in Rochester, New York, in 1886, when they were moved to metered
rates.  (The boycott forced AT\&T to change its policy and restore flat
rate pricing within 18 months.)   

While studies of user preferences for flat rates are proliferating,
there is still very little attention paid to another very important factor,
namely the effect of flat rates on usage.  There is again massive evidence from the history
of communications, as well as from other fields, such as transportation,
that flat rates stimulate usage, \cite{FishburnOS,LevinsonO,Odlyzko2000,Odlyzko2001}.
In recent and grossly underappreciated history, the explosive growth of the
Internet in the United States in the late 1990s was stimulated by the
switch of Internet Service Providers (ISPs) to flat rate pricing plans.
The key move was the introduction of flat rate pricing by AT\&T WorldNet
in 1996.  This move forced AOL, the most prominent ISP, to switch to
flat rates in the fall of 1996, and the rest of the industry followed.
The average time spent online per user on AOL tripled over the following
year, and continued climbing afterwards, see \cite{Odlyzko2001} for
data.  (Interestingly enough, AT\&T WorldNet customers represented
a different demographic, and their usage did not increase after they
moved to flat rates, they simply and happily paid more than if they
had stuck to the metered pricing plans, see \cite{Evslin}.)
And it should also be mentioned that ISP flat rates would not
have had the huge stimulating effect on Internet penetration
and usage if local calling had not been paid for on a flat
rate basis by most United States users.

More recently, United States has become the world leader in mobile telephony,
when measured in the average amount of time subscribers spend using their
cell phones.  Average usage is almost 25 minutes per day, as opposed to
about one fifth of that amount in much of the rest of the world \cite{LevinsonO,Odlyzko2000}.
This resulted from the introduction of the AT\&T Digital One-Rate in early 1998,
which offered a block of time for a fixed price, with no roaming or
long distance calling charges.  Until the introduction of this plan,
and its imitation by other service providers, United States cellular usage
was about typical for the world.  
Now in many contexts, it is desirable to decrease usage (for example,
consumption of electricity, which is often associated with negative
externalities of pollution and displacement of people).  However,
in many contexts, especially in ecommerce and telecommunications
where marginal costs are low, stimulating usage is desirable for
producers and service providers.

Interestingly enough, the introductions of flat rates by AT\&T WorldNet and
block pricing by AT\&T Wireless were done without any knowledge of the
extensive experience AT\&T had had with flat and block pricing plans in
its past, and without understanding what the consequences would be.
And the revolutionary developments those introductions produced are
still almost completely neglected.

The basic point of the examples cited above is that factors outside
the standard economic models are often far more influential than 
what those models suggest.




% \cite{LevinsonO}
% The vignettes presented in this paper suggest that the relatively neglected transaction
% costs (experienced both by operators and by users) may be the tail wagging the dog.


\section{Conclusions}
The point of the discussion above is that the rapidly growing literature
on price discrimination in the standard economic model should be supplemented
by much more work on behavioral economic issues, especially fairness, preferences
for flat rates, and usage effects of different pricing models.  
And, to be able to predict how ecommerce will evolve, and to deduce how
much different incentives contribute to what happens in the marketplace,
it will be necessary to build models that incorporate all these factors.
But to help in constructing such models, and in verifying them, it is
critical to obtain data.  And that is where the greatest gap is, in the
lack of systems for monitoring the market, to see what kind of pricing
models are being used, and to what extent privacy erosion is used to
facilitate price discrimination.  






\bibliographystyle{abbrv}

\begin{thebibliography}{99}

\bibitem{AcquistiWeb}
A. Acquisti, Economics of Privacy web page,
$\langle$http://www.heinz.cmu.edu/$\sim$acquisti/economics-privacy.htm$\rangle$.

\bibitem{AcquistiV}
A. Acquisti and H. Varian, ``Conditioning prices on purchase history,''
{\em Marketing Science,} vol. 24, no. 3, Summer 2005, pp. 367--381.  Available at
$\langle$http://www.heinz.cmu.edu/$\sim$acquisti/papers/\\privacy.pdf$\rangle$.

\bibitem{Armstrong}
M. Armstrong, ``Recent developments in the economics of price discrimination,''
Feb. 2006 preprint.  Available at
$\langle$http://www.econ.ucl.ac.uk/downloads/armstrong/\\pd.pdf$\rangle$.

\bibitem{Blau}
J. Blau, ``Threat of regulation prompts lower EU roaming fees,''
{\em InfoWorld,} April 11, 2007.  Available at
$\langle$http://www.infoworld.com/article/07/04/11/\\HNlowereuroamingfees\_1.html$\rangle$.

\bibitem{BoehmeK}
R. B\"ohme and S. Koble, ``On the viability of privacy-enhancing
technologies in a self-regulated business-to-consumer market: Will
privacy remain a luxury good?,'' presented at the 2007
Workshop on Economics of Information Security.  Available at
$\langle$http://weis2007.econinfosec.org/papers/30.pdf$\rangle$.

\bibitem{DavenportH}
T. H. Davenport and J. H. Harris, ``The dark side of customer analytics,''
{\em Harvard Business Review,} May 2007, pp. 37--48.

\bibitem{EkelundH}
R. B. Ekelund, Jr., and R. F. H\'ebert, {\em Secret Origins of Modern
Microeconomics: Dupuit and the Engineers,} Univ. Chicago Press, 1999.

\bibitem{Evslin}
Tom Evslin, ``Subscription Pricing,'' Feb. 14, 2005 blog entry,
$\langle$http://blog.tomevslin.com/2005/02/\\subscription\_pr.html$\rangle$.

\bibitem{FishburnOS}
P. C. Fishburn, A. M. Odlyzko, and R. C. Siders,
``Fixed fee versus unit pricing for information goods: competition,
equilibria, and price wars,'' {\em First Monday,} vol. 2, no. 7, July 1997,
$\langle$http://firstmonday.org/issues/issue2\_7/odlyzko/$\rangle$.
Revised version in {\em Internet Publishing and Beyond: The Economics of
Digital Information and Intellectual Property,} B. Kahin and H. R. Varian, eds.,
MIT Press, 2000, pp. 167-189.  Available at
$\langle$http://www.dtc.umn.edu/$\sim$odlyzko$\rangle$.

\bibitem{Gabel}
D. Gabel, {\em The Evolution of a Market: The Emergence of Regulation
in the Telephone Industry of Wisconsin, 1893-1917,}
Ph.D. Dissertation, University of Wisconsin--Madison, 1987.


\bibitem{GrossklagsA}
J. Grossklags and A. Acquisti,
``When 25 cents is too much: An experiment on willingness-to-sell and
willingness-to-protect personal information,'' presented at the 2007
Workshop on Economics of Information Security.  Available at
$\langle$http://weis2007.econinfosec.org/papers/66.pdf$\rangle$.

\bibitem{GrowE}
B. Grow and K. Epstein, ``The poverty business: Inside U.S. companies' audacious 
drive to extract more profits from the nation's working poor,''
{\em Business Week,} May 21, 2007.

\bibitem{LambrechtS2006}
A. Lambrecht and B. Skiera, ``Paying too much and being happy about it: Existence, causes
and consequences of tariff-choice biases,'' {\em Journal of Marketing Research,}
vol. 43, May 2006, pp. 212-223.

\bibitem{LevinsonO}
D. Levinson and A. M. Odlyzko, ``Too expensive to meter: The influence of 
transaction costs in transportation and communication,'' available at
$\langle$http://www.dtc.umn.edu/$\sim$odlyzko/doc/recent.html$\rangle$.

\bibitem{Odlyzko1996}
A. M. Odlyzko, ``The bumpy road of electronic commerce,''
{\em WebNet 96 - World Conf. Web Soc. Proc.,} H. Maurer, ed.,
AACE, 1996, pp. 378-389.  Available at
$\langle$http://www.dtc.umn.edu/$\sim$odlyzko/doc/recent.html$\rangle$.


\bibitem{Odlyzko2000}
A. M. Odlyzko, ``The history of communications and its implications for the
Internet,'' 2000 unpublished manuscript,
available at
$\langle$http://www.dtc.umn.edu/$\sim$odlyzko/doc/recent.html$\rangle$.


\bibitem{Odlyzko2001}
A.M. Odlyzko, ``Internet pricing and the history of communications,''
{\em Computer Networks,} {\bf 36} (2001), pp. 493-517.  Available at
$\langle$http://www.dtc.umn.edu/$\sim$odlyzko/doc/recent.html$\rangle$.

\bibitem{Odlyzko2003}
A. M. Odlyzko, ``Privacy, economics, and price discrimination on the Internet,''
{\em ICEC2003:  Fifth International Conference on
Electronic Commerce,} N. Sadeh, ed., ACM Press, 2003, pp. 355-366.
Available at $\langle$http://www.dtc.umn.edu/$\sim$odlyzko/doc/recent.html$\rangle$.


\bibitem{Odlyzko2004}
A. M. Odlyzko, ``The evolution of price discrimination in transportation and 
its implications for the Internet,''  {\em Review of Network Economics,}
ol. 3, no. 3, September 2004, pp. 323-346.  Available at
$\langle$http://www.rnejournal.com/articles/\\odlyzko\_RNE\_sept\_2004.pdf$\rangle$.

\bibitem{Spiekermann}
S. Spiekermann, ``Individual price discrimination--An impossibility?,''
presented at CHI2006, available at
$\langle$http://www.isr.uci.edu/pep06/papers/\\PEP06\_Spiekermann.pdf$\rangle$.

\bibitem{Times18420920}
``Money-market and City Intelligence'' column, {\em The Times,}
Sept. 20, 1842, p. 6.

\bibitem{Wong1983}
T. F. Wong, ``Identifying tariff induced shifts in the subscriber distribution of local
telephone usage,'' pp. 263--278 in L. Courville, A. de Fontenay, and R. Dobell, eds.,
{\em Economic Analysis of Telecommunications: Theory and Applications,} North-Holland, 1983.


\end{thebibliography}

\end{document}
