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Click Fraud, Google, and Telepathy


From: David Farber <dave () farber net>
Date: Sun, 22 Oct 2006 19:18:36 -0400



Begin forwarded message:

From: Lauren Weinstein <lauren () vortex com>
Date: October 22, 2006 7:01:42 PM EDT
To: dave () farber net
Cc: lauren () vortex com
Subject: Click Fraud, Google, and Telepathy


Greetings.  As noted today in the "Washington Post" article at:

   http://msnbc.msn.com/id/15366867/

the growing problem of "click fraud" increasingly threatens the
confidence powering the economic engine at Google and other firms
that depend on consumer click-through activities for significant
portions of their revenue stream.

Google says that less than 10% of ad clicks through their system are
illegitimate.  Taking that at face value, it can still add up to an
awful lot of fraud given the total amount of clicking going on out
on the Web these days.  And of course, when someone says that fraud
is at such and such a level, what they really mean is *detected*
fraud.  Undetected fraud, like other proverbial "perfect crimes,"
doesn't show up in your stats since you don't know about it in the
first place.

Google and other ad-based services are deploying ever more
sophisticated computational mechanisms in their efforts to detect
click fraud whenever possible, primarily by analyzing click patterns,
click sources, and related metrics.

I suspect that in the long run this approach will prove to be
insufficient for the problem at hand.  The reason is that click
fraud represents what I call a "Turing-Plus" problem.

That is, when it comes to detecting click fraud, it isn't enough to
know that you're dealing with a human rather than an automated
clicking system -- since click fraud is increasingly performed by
paid human agents.  Rather, what we really want is to telepathically
"look inside" the clickers' heads to determine if they legitimately
have interest in the product or service that they're clicking on.

Given the extremely limited availability of telepathic Web services
these days, less esoteric techniques are still theoretically
available.  For example, we could implement mass surveillance of
individual user Web viewing activities on a relatively gigantic
scale, with broad data integration and correlation to yield
higher-level patterns of user behavior.  It is possible to postulate
ways in which this sort of data could indeed be used to minimize
click fraud by maximizing our knowledge of each user's detailed
behavior on the Web -- but the obvious negative privacy implications
would be enormous.

Given these realities, what could be done right now to reduce click
fraud without introducing serious collateral damage to privacy and
other consumer concerns?

One possibility would be to move toward a "two-step" process for
reaching clicked ads.  Rather than being taken immediately to a
selected ad, the user would need to perform some action that would
not only help to affirm the probability of their being human, but
that also would slow the click-through process.  Slow this sequence
down sufficiently, and you may significantly reduce the economic
viability of those entities who are increasingly major "warpers" of
the click-through model (by paying their agents specifically to click
on particular ads).

There are indeed some problems with this two-step approach.  We
don't know by how much human click agents would need to be slowed to
significantly reduce the impact of their operations, or to what
extent such organizations could expand their agent base in an
attempt to compensate.

The exact mechanisms provided for the two-step process could be
critical, both to effectiveness and longevity.  Variations on
current "CAPTCHA" technology (the sometimes badly implemented
"Turing Test" systems that display alphanumeric image sequences for
the user to type back at the system) may have some merit, though they
also have significant limitations.  Other approaches would also need
to be investigated and developed.

An even more obvious problem with any multi-stage click approach is
that many advertisers may object to any methodology that appears to
insert temporal or other barriers between consumers and the ease with
which they can reach an ad.  But would all advertisers feel this way,
especially when the alternative is likely to be increasing levels of
undetected click fraud that they ultimately pay for?  At least as an
option, I suspect that a well-designed two-step click-through
process could become increasingly attractive.

Ultimately though, it's hard to see how the current single-stage
click-through environment can be successfully leveraged indefinitely
for the benefit of advertisers and service providers, in the face of
the globally dispersed resources available to perpetrator of click
fraud.  Sooner or later, something's got to give.

--Lauren--
Lauren Weinstein
lauren () vortex com or lauren () pfir org
Tel: +1 (818) 225-2800
http://www.pfir.org/lauren
Co-Founder, PFIR
   - People For Internet Responsibility - http://www.pfir.org
Co-Founder, IOIC
   - International Open Internet Coalition - http://www.ioic.net
Co-Founder, CIFIP
   - California Initiative For Internet Privacy - http://www.cifip.org
Moderator, PRIVACY Forum - http://www.vortex.com
Member, ACM Committee on Computers and Public Policy
Lauren's Blog: http://lauren.vortex.com
DayThink: http://daythink.vortex.com





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