Methods and apparatus to analyze and adjust demographic information
A disclosed example includes accessing computer-generated impression records, the computer-generated impression records based on network communications received at a server of a database proprietor from client devices, the computer-generated impression records indicative of accesses to media at the client devices; accessing self-reported demographic data and behavioral data from a database of the database proprietor, the self-reported demographic data and the behavioral data corresponding to user accounts registered with the database proprietor and associated with the client devices; comparing the self-reported demographic data with a probability distribution of higher-accuracy demographic data; determining different adjustments for corresponding ones of self-reported demographics of the self-reported demographic data based on the comparison; adjusting the corresponding ones of the self-reported demographics based on corresponding ones of the different adjustments to generate adjusted user demographic data; and assigning the adjusted user demographic data to corresponding ones of the computer-generated impression records.
1. A system comprising:
a processor; and
memory having stored thereon machine-readable instructions that, when executed by the processor, cause performance of operations comprising:
accessing computer-generated impression records, wherein the computer-generated impression records are based on network communications received at a server of a database proprietor from client devices, and wherein the computer-generated impression records are indicative of the client devices accessing media via the Internet;
accessing, from a database of the database proprietor, self-reported demographic data corresponding to user accounts for which the computer-generated impression records are logged, wherein the user accounts are registered with the database proprietor and associated with the client devices;
applying a demographic adjustment model to the self-reported demographic data, wherein the demographic adjustment model is configured to (i) identify one or more of the user accounts for which to adjust corresponding self-reported demographics of the self-reported demographic data and, (ii) based on a comparison of the corresponding self-reported demographics to reference demographics of panelists of an audience measurement entity, adjust the corresponding self-reported demographics to generate adjusted user demographic data; and
assigning the adjusted user demographic data to corresponding computer-generated impression records logged for the one or more of the user accounts.
2. The system of claim 1 , wherein the comparison of the corresponding self-reported demographics to the reference demographics of the panelists of the audience measurement entity comprises a comparison of the corresponding self-reported demographics to a probability distribution of the reference demographics of the panelists.
3. The system of claim 1 , the operations further comprising:
accessing online behavioral data corresponding to the user accounts for which the computer-generated impression records are logged,
wherein adjusting the corresponding self-reported demographics to generate the adjusted user demographic data is further based on the online behavioral data.
4. The system of claim 1 , the operations further comprising:
generating the demographic adjustment model based at least in part on reference demographic data collected by the audience measurement entity for the panelists.
5. The system of claim 1 , wherein assigning the adjusted user demographic data to the corresponding computer-generated impression records logged for the one or more of the user accounts corrects inaccuracies in self-reported ages of the self-reported demographic data.
6. The system of claim 1 , wherein the system comprises a database proprietor computing system of the database proprietor, separate from an audience measurement computing system of the audience measurement entity.
7. The system of claim 6 , wherein the system further comprises the audience measurement computing system, and
wherein the audience measurement computing system is configured to:
generate the demographic adjustment model, and
transmit the demographic adjustment model to the database proprietor computing system.
8. A non-transitory computer-readable storage medium, having stored thereon machine-readable instructions that, when executed by a processor, cause performance of operations comprising:
accessing computer-generated impression records, wherein the computer-generated impression records are based on network communications received at a server of a database proprietor from client devices, and wherein the computer-generated impression records are indicative of the client devices accessing media via the Internet;
accessing, from a database of the database proprietor, self-reported demographic data corresponding to user accounts for which the computer-generated impression records are logged, wherein the user accounts are registered with the database proprietor and associated with the client devices;
applying a demographic adjustment model to the self-reported demographic data, wherein the demographic adjustment model is configured to (i) identify one or more of the user accounts for which to adjust corresponding self-reported demographics of the self-reported demographic data and, (ii) based on a comparison of the corresponding self-reported demographics to reference demographics of panelists of an audience measurement entity, adjust the corresponding self-reported demographics to generate adjusted user demographic data; and
assigning the adjusted user demographic data to corresponding computer-generated impression records logged for the one or more of the user accounts.
9. The non-transitory computer-readable storage medium of claim 8 , wherein the comparison of the corresponding self-reported demographics to the reference demographics of the panelists of the audience measurement entity comprises a comparison of the corresponding self-reported demographics to a probability distribution of the reference demographics of the panelists.
10. The non-transitory computer-readable storage medium of claim 8 , the operations further comprising:
accessing online behavioral data corresponding to the user accounts for which the computer-generated impression records are logged,
wherein adjusting the corresponding self-reported demographics to generate the adjusted user demographic data is further based on the online behavioral data.
11. The non-transitory computer-readable storage medium of claim 8 , the operations further comprising:
generating the demographic adjustment model based at least in part on reference demographic data collected by the audience measurement entity for the panelists.
12. The non-transitory computer-readable storage medium of claim 8 , wherein assigning the adjusted user demographic data to the corresponding computer-generated impression records logged for the one or more of the user accounts corrects inaccuracies in self-reported ages of the self-reported demographic data.
13. The non-transitory computer-readable storage medium of claim 8 , wherein the server is a server of a database proprietor computing system of the database proprietor, and
wherein the database proprietor computing system is separate from an audience measurement computing system of the audience measurement entity.
14. The non-transitory computer-readable storage medium of claim 13 , wherein the audience measurement computing system is configured to:
generate the demographic adjustment model, and
transmit the demographic adjustment model to the database proprietor computing system.
15. A method comprising:
accessing computer-generated impression records, wherein the computer-generated impression records are based on network communications received at a server of a database proprietor from client devices, and wherein the computer-generated impression records are indicative of the client devices accessing media via the Internet;
accessing, from a database of the database proprietor, self-reported demographic data corresponding to user accounts for which the computer-generated impression records are logged, wherein the user accounts are registered with the database proprietor and associated with the client devices;
applying a demographic adjustment model to the self-reported demographic data, wherein the demographic adjustment model is configured to (i) identify one or more of the user accounts for which to adjust corresponding self-reported demographics of the self-reported demographic data and, (ii) based on a comparison of the corresponding self-reported demographics to reference demographics of panelists of an audience measurement entity, adjust the corresponding self-reported demographics to generate adjusted user demographic data; and
assigning the adjusted user demographic data to corresponding computer-generated impression records logged for the one or more of the user accounts.
16. The method of claim 15 , wherein the comparison of the corresponding self-reported demographics to the reference demographics of the panelists of the audience measurement entity comprises a comparison of the corresponding self-reported demographics to a probability distribution of the reference demographics of the panelists.
17. The method of claim 15 , further comprising:
accessing online behavioral data corresponding to the user accounts for which the computer-generated impression records are logged,
wherein adjusting the corresponding self-reported demographics to generate the adjusted user demographic data is further based on the online behavioral data.
18. The method of claim 15 , further comprising:
generating the demographic adjustment model based at least in part on reference demographic data collected by the audience measurement entity for the panelists.
19. The method of claim 15 , wherein assigning the adjusted user demographic data to the corresponding computer-generated impression records logged for the one or more of the user accounts corrects inaccuracies in self-reported ages of the self-reported demographic data.
20. The method of claim 15 , wherein the server is a server of a database proprietor computing system of the database proprietor,
wherein the database proprietor computing system is separate from an audience measurement computing system of the audience measurement entity, and
wherein the audience measurement computing system is configured to:
generate the demographic adjustment model, and
transmit the demographic adjustment model to the database proprietor computing system.