A Company

  • Subscribe to our RSS feed.
  • Twitter
  • StumbleUpon
  • Reddit
  • Facebook
  • Digg

Friday, 21 July 2006

Findings on invalid clicks

Posted on 12:05 by Unknown
Posted by Shuman Ghosemajumder, Business Product Manager, Trust and Safety

Those of you who follow news about online advertising closely are seeing plenty about the issue of "click fraud" lately. Since there's been a development in a case Google is involved in, you might like to hear about it.

As part of the settlement in the click-fraud case Lane’s Gifts v. Google, we agreed with the plaintiffs to have an independent expert examine our detection methods, policies, practices, and procedures and make a determination of whether or not we had implemented reasonable measures to protect all of our advertisers. The result of that is a 47-page report, written by Dr. Alexander Tuzhilin, Professor of Information Systems at NYU. The report was filed with the court in Texarkana, Arkansas, this morning.

The bottom-line conclusion of the report is that Google’s efforts against click fraud are in fact reasonable. At several points in his report, he calls out the quality of our inspection systems and notes their constant improvement. It is an independent report, so not surprisingly there are other aspects of it with which we don’t fully agree. But overall it is a validation of what we have said for some time about our work against invalid clicks.

Here are excerpts of some of the positive things Dr. Tuzhilin has to say about Google and invalid clicks:

“During this project, I visited Google campus three times and interviewed over a dozen of the Click Quality team members from the Spam Operations and the Engineering groups, as well as the Product Manager of the Trust and Safety Group. I found the members of both groups to be well-qualified and highly competent to perform their jobs. Most of them have relevant prior backgrounds and strong credentials.” (p.4)

“The current set of Google filters is fairly stable and only requires periodic 'tuning' and ‘maintenance’ rather than a radical re-engineering, even when major fraudulent attacks are launched against the Google Network.” (p.25)

“These inspection systems have been developed by Google over an extensive period of time and are constantly improved to extend their functionality and make them better for the investigators to do their inspections more effectively. I have personally observed several such inspections and can attest to how successfully they have been conducted by Google’s investigators. This success can be attributed to (a) the quality of the inspection tools, (b) the extensive experience and high levels of professionalism of the Click Quality inspectors, and (c) the existence of certain investigation processes, guidelines and procedures assisting the investigators in the inspection process.” (p. 40)

“Google has built the following four 'lines of defense' for detecting invalid clicks: pre-filtering, online filtering, automated offline detection and manual offline detection, in that order. Google deploys different detection methods in each of these stages: the rule-based and anomaly-based approaches in the pre-filtering and the filtering stages, the combination of all the three approaches in the automated offline detection stage, and the anomaly-based approach in the offline manual inspection stage. This deployment of different methods in different stages gives Google an opportunity to detect invalid clicks using alternative techniques and thus increases their chances of detecting more invalid clicks in one of these stages, preferably proactively in the early stages.” (p. 47)

We also filed a document with the court today that may be of interest. You can find it here. And there's more information on invalid clicks and how we manage them here and here.
Email ThisBlogThis!Share to XShare to Facebook
Posted in ads, policy and issues | No comments
Newer Post Older Post Home

0 comments:

Post a Comment

Subscribe to: Post Comments (Atom)

Popular Posts

  • About that fake post
    Posted by Karen Wickre, Google Blog team A bug in Blogger enabled an unauthorized user to make a fake post on the Google Blog last night, cl...
  • On the alert for bloggers
    Posted by Naga Sridhar Kataru, Software Engineer So many interesting blogs and so little time! If you're anything like me, you like to p...
  • OneBox for all your corporate information
    Posted by Dave Girouard, VP, Enterprise We added OneBox functionality to our Google Search Appliance today, which means you can now find j...
  • It’s all about the photos
    Posted by Adrian Graham, Product Manager Reading feedback from Picasa users is one of the best parts of my job. And lately the feedback has ...
  • Buzz about Google Print and the lawsuit
    Posted by Adam M. Smith, Product Manager "Making all the Google Print facts clear really does make a difference." That's the h...
  • The rebirth of cool
    Posted by Silas Reyes, Webmaster, Mobile team Have you ever been involved in a project that you've seen evolve from an idea to a work in...
  • We' re turning 1....
    Posted by the Gmail team ...and to celebrate our birthday, we're giving all Gmail users another gigabyte of space, and then some. And ye...
  • Bookmark this site
    We talk a lot about our mission to "organize the world's information and make it universally accessible and useful," and we th...
  • Google does Grimsby, Gateshead and Glasgow
    Posted by Richard Boardman, Usability Analyst Sometimes it's hard being a Brit in Silicon Valley. Have you tried to find a decent pint, ...
  • And we're back
    Posted by Jason Goldman, Blogger Product Manager The Google Blog was unavailable for a short time tonight. We quickly learned from our initi...

Categories

  • accessibility
  • ads
  • Africa
  • apps
  • April 1
  • Asia
  • books + book search
  • crisis response
  • developers
  • doodles
  • education and research
  • enterprise
  • Europe
  • free expression
  • google.org
  • googlers and culture
  • green
  • health
  • Latin America
  • mobile
  • online safety
  • personalization
  • photos
  • policy and issues
  • privacy
  • recipe
  • recruiting and hiring
  • scholarships
  • search
  • search trends
  • small business
  • user experience and usability
  • youtube and video

Blog Archive

  • ▼  2006 (231)
    • ►  October (27)
    • ►  September (26)
    • ►  August (32)
    • ▼  July (18)
      • Google Earth and Katrina help
      • Summer health tips
      • Make your own buttons
      • Lane's Gifts settlement ruling
      • A roadmap for Google help
      • London conference on test automation
      • Corporate info on the go
      • Home on the road
      • Saving the galaxy, one traffic jam at a time
      • Findings on invalid clicks
      • Update: Google Desktop Gadget Contest
      • Finding easy-to-read web content
      • Stocking up
      • "Let click fraud happen"? Uh, no.
      • Code Jamming in Dublin
      • Tour de France goes 3D with Google Earth
      • Armchair travel with Google Pack
      • We get letters (4)
    • ►  June (25)
    • ►  May (19)
    • ►  April (20)
    • ►  March (20)
    • ►  February (26)
    • ►  January (18)
  • ►  2005 (199)
    • ►  December (18)
    • ►  November (20)
    • ►  October (20)
    • ►  September (27)
    • ►  August (20)
    • ►  July (14)
    • ►  June (11)
    • ►  May (18)
    • ►  April (16)
    • ►  March (21)
    • ►  February (7)
    • ►  January (7)
  • ►  2004 (58)
    • ►  December (11)
    • ►  November (6)
    • ►  October (15)
    • ►  September (7)
    • ►  August (2)
    • ►  July (4)
    • ►  June (5)
    • ►  May (7)
    • ►  April (1)
Powered by Blogger.

About Me

Unknown
View my complete profile