Automated determination of device identifiers for risk-based access control in a computer network
A processing device in an illustrative embodiment includes a processor coupled to a memory and is configured to receive user credentials from a user device in conjunction with an access request, to apply one or more automated tests in order to determine one or more device identifiers of the user device, to generate a risk score for the access request based at least in part on the received user credentials and the one or more determined device identifiers, and to grant or deny the access request based at least in part on the risk score.
1. A method comprising:
receiving user credentials from a user device in conjunction with an access request;
determining one or more device identifiers of the user device;
generating a risk score for the access request based at least in part on the received user credentials and the one or more determined device identifiers; and
granting or denying the access request based at least in part on the risk score;
wherein generating the risk score based at least in part on the received user credentials and the one or more determined device identifiers comprises:
generating the risk score as an initial risk score for the access request utilizing the received user credentials and without utilizing the one or more determined device identifiers; and
responsive to the initial risk score being above a specified threshold, utilizing the one or more determined device identifiers to generate a modified risk score;
wherein granting or denying the access request is based at least in part on the modified risk score; and
wherein the method is performed by at least one processing device comprising a processor coupled to a memory.
2. The method of claim 1 wherein the user credentials comprise one or more initial device identifiers supplied by the user device and wherein the one or more determined device identifiers are respective additional device identifiers relative to the one or more initial device identifiers.
3. The method of claim 2 wherein generating the risk score based at least in part on the received user credentials and the one or more determined device identifiers comprises:
cross-referencing the one or more initial device identifiers with the respective additional device identifiers to determine whether or not the user device has submitted at least one potentially fraudulent initial device identifier; and
utilizing a result of the cross-referencing in generating the risk score.
4. The method of claim 1 wherein granting or denying the access request based at least in part on the modified risk score comprises:
responsive to the modified risk score being greater than the initial risk score, the access request is denied; and
responsive to the modified risk being lower than the initial risk score, the access request is granted.
5. The method of claim 1 wherein determining the one or more device identifiers of the user device comprises determining at least one of an operating system identifier of the user device and a particular type of JavaScript engine utilized in a browser of the user device.
6. The method of claim 5 wherein determining the operating system identifier of the user device is based at least in part on an environment variable of the user device having a particular predetermined format.
7. The method of claim 5 wherein determining the operating system identifier of the user device is based at least in part on the user device utilizing a particular type of file system.
8. The method of claim 5 wherein determining the operating system identifier of the user device is based at least in part on a file structure of the user device having a particular predetermined format.
9. The method of claim 5 wherein determining the operating system identifier of the user device is based at least in part on the user device including one or more predetermined binaries.
10. The method of claim 5 wherein determining the operating system identifier of the user device is based at least in part on the user device including one or more predetermined network device characteristics, with the predetermined network device characteristics comprising at least one of:
utilization of a particular Internet protocol identification field generation algorithm;
utilization of a particular one of a big-endian ordering or a little-endian ordering in ordering data for network transmission;
utilization of a particular sequence number generation algorithm as part of a handshake protocol.
11. The method of claim 1 wherein determining the one or more device identifiers of the user device comprises determining whether or not the user device is a mobile device.
12. The method of claim 1 wherein determining the one or more device identifiers of the user device comprises determining whether or not the user device supports at least one particular application programming interface for at least one of a particular type of sensor, a particular type of communication hardware and a particular type of input device.
13. An apparatus comprising:
at least one processing device comprising a processor coupled to a memory;
said at least one processing device being configured:
to receive user credentials from a user device in conjunction with an access request;
to determine one or more device identifiers of the user device;
to generate a risk score for the access request based at least in part on the received user credentials and the one or more determined device identifiers; and
to grant or deny the access request based at least in part on the risk score;
wherein generating the risk score based at least in part on the received user credentials and the one or more determined device identifiers comprises:
generating the risk score as an initial risk score for the access request utilizing the one or more determined device identifiers;
determining that one or more additional device identifiers of the user device are missing from a desired set of device identifiers;
determining the one or more additional device identifiers; and
generating a modified risk score utilizing the one or more additional device identifiers;
wherein granting or denying the access request is based at least in part on the modified risk score.
14. A computer program product comprising a non-transitory processor-readable storage medium having stored therein program code of one or more software programs, wherein the program code when executed by at least one processing device causes said at least one processing device:
to receive user credentials from a user device in conjunction with an access request;
to determine one or more device identifiers of the user device;
to generate a risk score for the access request based at least in part on the received user credentials and the one or more determined device identifiers; and
to grant or deny the access request based at least in part on the risk score;
wherein generating the risk score based at least in part on the received user credentials and the one or more determined device identifiers comprises:
generating the risk score as an initial risk score for the access request utilizing the received user credentials and without utilizing the one or more determined device identifiers; and
responsive to the initial risk score being above a specified threshold, utilizing the one or more determined device identifiers to generate a modified risk score;
wherein granting or denying the access request is based at least in part on the modified risk score.
15. The computer program product of claim 14 wherein determining the one or more device identifiers of the user device comprises determining at least one of:
an operating system identifier of the user device;
a particular type of JavaScript engine utilized in a browser of the user device;
whether or not the user device is a mobile device; and
whether or not the user device supports at least one particular application programming interface for at least one of a particular type of sensor, a particular type of communication hardware and a particular type of input device.
16. An apparatus comprising:
at least one processing device comprising a processor coupled to a memory;
said at least one processing device being configured:
to receive user credentials from a user device in conjunction with an access request;
to determine one or more device identifiers of the user device;
to generate a risk score for the access request based at least in part on the received user credentials and the one or more determined device identifiers; and
to grant or deny the access request based at least in part on the risk score;
wherein generating the risk score based at least in part on the received user credentials and the one or more determined device identifiers comprises:
generating the risk score as an initial risk score for the access request utilizing the received user credentials and without utilizing the one or more determined device identifiers; and
responsive to the initial risk score being above a specified threshold, utilizing the one or more determined device identifiers to generate a modified risk score;
wherein granting or denying the access request is based at least in part on the modified risk score.
17. The apparatus of claim 16 wherein determining the one or more device identifiers of the user device comprises determining at least one of:
an operating system identifier of the user device;
a particular type of JavaScript engine utilized in a browser of the user device;
whether or not the user device is a mobile device; and
whether or not the user device supports at least one particular application programming interface for at least one of a particular type of sensor, a particular type of communication hardware and a particular type of input device.
18. The apparatus of claim 17 wherein determining the operating system identifier of the user device is based at least in part on an environment variable of the user device having a particular predetermined format.
19. The apparatus of claim 17 wherein determining the operating system identifier of the user device is based at least in part on the user device utilizing a particular type of file system.
20. The apparatus of claim 17 wherein determining the operating system identifier of the user device is based at least in part on a file structure of the user device having a particular predetermined format.