Method and system for scoring quality of traffic to network sites
A software and/or hardware facility for scoring the quality of traffic to a site accessible via the Internet or other network. The facility extracts data from one or more data logs that are obtained from a publisher, advertiser, or third party. A multi-factor analysis in the form of a rule set is applied by the facility to the data. The analysis of the data identifies agent actions that are desirable to a publisher, advertiser, or third party. The facility generates a relative score for each agent action. The score may be used to assess the quality of traffic received by a network site. Lower scores are indicative of traffic having little value, whereas higher scores are indicative of traffic having greater value. The score may be provided to an advertising network and used to charge a variable amount for advertisements based on the quality of traffic that the advertisements receive.
1. A computer-implemented method comprising:
identifying, by a computer system comprising one or more hardware processors, a set of agent actions in a server log, wherein the set of agent actions comprises one or more clicks by agents when the agents interact via the Internet with an advertisement displayed on a publisher website, and wherein each agent action of the set of agent actions is associated with a combined identifier that includes: (i) an agent identifier of an agent that performed the agent action; and (ii) two or more parts of a domain name associated with the agent identifier;
processing, by the computer system, the set of agent actions to generate a set of values, wherein the set of values represent indications of quality of clicks on the advertisement displayed on the publisher website, and wherein processing the set of agent actions includes:
measuring an elapsed time between at least two consecutive clicks associated with the combined identifier; and
determining a velocity with which a click associated with the combined identifier occurs on the advertisement displayed on the publisher website; and
generating, based on the set of values and by the computer system, an output identifying that one or more of the clicks correspond to low quality clicks with the advertisement displayed on the publisher website.
2. The computer-implemented method of claim 1 , further comprising causing an advertiser responsible for the advertisement to not be billed for the low quality clicks.
3. The computer-implemented method of claim 1 , wherein the set of values represent an indication of high quality clicks, the indication of low quality clicks, and an indication of invalid clicks.
4. The computer-implemented method of claim 1 , wherein the set of values for the clicks are used to assess a value of the advertisement.
5. The computer-implemented method of claim 1 , wherein at least one of the agent actions results in a desired agent action, wherein the desired agent action comprises a conversion.
6. The computer-implemented method of claim 1 , wherein the one or more low quality clicks are initiated by one or more of a bot, a spyware, an adware virus, a clickware virus, or an improperly operating software program.
7. The computer-implemented method of claim 1 , wherein the one or more agent actions corresponding to the low quality clicks are identified further based on a determination that the agent is identifiable from a blacklist of network addresses.
8. A system comprising:
one or more processors; and
a non-transitory computer readable storage medium containing instructions which, when executed on the one or more processors, cause the one or more processors to perform one or more operations including:
identifying a set of agent actions in a server log, wherein the set of agent actions comprises one or more clicks by agents when the agents interact via the Internet with an advertisement displayed on a publisher website, and wherein each agent action of the set of agent actions is associated with a combined identifier that includes: (i) an agent identifier of an agent that performed the agent action; and (ii) two or more parts of a domain name associated with the agent identifier;
processing the set of agent actions to generate a set of values, wherein the set of values represent indications of quality of clicks on the content on the advertisement displayed on the publisher website, and wherein processing the set of agent actions includes:
measuring an elapsed time between at least two consecutive clicks associated with the combined identifier; and
determining a velocity with which a click associated with the combined identifier occurs on the advertisement displayed on the publisher website; and
generating, based on the set of values and by the computer system, an output identifying that one or more of the clicks correspond to low quality clicks with the advertisement displayed on the publisher website.
9. The system of claim 8 , wherein the instructions further cause the one or more processors to perform one or more operations including causing an advertiser responsible for the advertisement to not be billed for the low quality clicks.
10. The system of claim 8 , wherein the set of values represent an indication of high quality clicks, the indication of low quality clicks, and an indication of invalid clicks.
11. The system of claim 8 , wherein the set of values for the clicks are used to assess a value of the advertisement.
12. The system of claim 8 , wherein at least one of the agent actions results in a desired agent action, wherein the desired agent action comprises a conversion.
13. The system of claim 8 , wherein the one or more agent actions corresponding to the low quality clicks are initiated by one or more of a bot, a spyware, an adware virus, a clickware virus, or an improperly operating software program.
14. A computer-program product tangibly embodied in a non-transitory machine-readable storage medium, including instructions configured to cause one or more processors of a computer system to perform one or more operations including:
identifying a set of agent actions in a server log, wherein the set of agent actions comprises one or more clicks by agents when the agents interact via the Internet with an advertisement displayed on a publisher website, and wherein each agent action of the set of agent actions is associated with a combined identifier that includes: (i) an agent identifier of an agent that performed the agent action; and (ii) two or more parts of a domain name associated with the agent identifier;
processing the set of agent actions to generate a set of values, wherein the set of values represent indications of quality of clicks on the advertisement displayed on the publisher website, and wherein processing the set of agent actions includes:
measuring an elapsed time between at least two consecutive clicks associated with the combined identifier; and
determining a velocity with which a click associated with the combined identifier occurs on the advertisement displayed on the publisher website; and
generating, based on the set of values and by the computer system, an output identifying that one or more of the clicks correspond to low quality clicks with the advertisement displayed on the publisher website.
15. The computer-program product of claim 14 , wherein the instructions further cause the one or more processors to perform one or more operations including causing an advertiser responsible for the advertisement to not be billed for the low quality clicks.
16. The computer-program product of claim 14 , wherein the set of values represent an indication of high quality clicks, the indication of low quality clicks, and an indication of invalid clicks.
17. The computer-program product of claim 14 , wherein the set of values for the clicks are used to assess a value of the advertisement.
18. The computer-program product of claim 14 , wherein at least one of the agent actions results in a desired agent action, wherein the desired agent action comprises a conversion.
19. The computer-program product of claim 14 , wherein the one or more agent actions corresponding to the low quality clicks are initiated by one or more of a bot, a spyware, an adware virus, a clickware virus, or an improperly operating software program.
20. The computer-program product of claim 14 , wherein the one or more agent actions corresponding to the low quality clicks are identified further based on a determination that the agent is identifiable from a blacklist of network addresses.