Abberation detection technology
In some implementations, techniques are described for detecting abnormal installations in a property monitored by a monitoring (e.g., security) system. For instance, an aberration engine may be used to detect an abnormal sensor or system installation within a property based on comparing detected installation data against local installation patterns of local providers within a certain proximity to the property. In some examples, the attributes (e.g., installation time, components used, number of tests performed, etc.) of a monitoring system installation, including installation of components of the monitoring system, may be compared to average installation times of other nearby installations to detect abnormalities in the installation.
1. A method performed by one or more computing devices, the method comprising:
by the one or more computing devices:
maintaining first data indicating an installation of one or more devices in a property;
maintaining second data indicating patterns for past installation events for one or more other devices each installed at a property from a set of other properties, the patterns comprising at least one of an average timing of the past installation events, a combination of types of components installed in past installation events, an order in which components have been installed in past installation events, or a frequency at which a device type for a device from the other one or more devices is installed or repaired in past installation events;
detecting an aberration associated with the installation of at least one of the one or more devices at the property based on the first data and the second data including the patterns for the past installation events; and
sending, to another device, an instruction to cause the other device to perform an action related to the installation based on the aberration.
2. The method of claim 1 , wherein:
the second data identifies an average timing of the past installation events at the set of other properties; and
detecting the aberration associated with the installation of one or more devices at the property comprises:
detecting a particular timing of the installation of one or more devices at the property, and
detecting that the particular timing is longer than the average timing of the past installation events at the set of other properties.
3. The method of claim 1 , wherein:
the second data identifies a combination of types of components installed in past installation events at the set of other properties; and
detecting the aberration associated with the installation of one or more devices at the property comprises:
detecting a combination of types of components being installed in the installation of one or more devices at the property; and
determining that the combination of types of components fail to match the combination of types of components installed in past installation events in a threshold percentage of the past installation events.
4. The method of claim 3 , wherein detecting the aberration associated with the installation of one or more devices at the property comprises detecting that the installation of one or more devices at the property lacks at least one component installed in the threshold percentage of the past installation events.
5. The method of claim 1 , wherein:
the second data identifies an order in which components that have been installed in past installation events at the set of other properties; and
detecting the aberration associated with the installation of one or more devices at the property comprises:
detecting a particular order in which components that have been installed in the installation of one or more devices at the property, and
determining that the particular order fails to match the order in which components that have been installed in past installation events at the set of other properties.
6. The method of claim 1 , wherein:
the second data identifies the frequency at which the device type is installed or repaired in the past installation events at the set of other properties; and
detecting the aberration associated with the installation of the one or more devices at the property comprises:
detecting a particular frequency at which any devices of the device type are installed or repaired at the property, and
detecting that the particular frequency for the device type does not satisfy a frequency threshold based on the frequency at which the device type is installed or repaired in the past installation events of the one or more other devices i) with the device type and ii) at the set of other properties.
7. A system comprising:
one or more computing devices; and
one or more storage devices storing instructions that, when executed by the one or more computing devices, cause the one or more computing devices to perform operations comprising:
maintaining first data indicating an installation of one or more devices in a property;
maintaining second data indicating patterns for past installation events for one or more other devices each installed at a property from a set of other properties, the patterns comprising at least one of an average timing of the past installation events, a combination of types of components installed in past installation events, an order in which components have been installed in past installation events, or a frequency at which a device type for a device from the other one or more devices is installed or repaired in past installation events;
detecting an aberration associated with the installation of at least one of the one or more devices at the property based on the first data and the second data including the patterns for the past installation events; and
sending, to another device, an instruction to cause the other device to perform an action related to the installation based on the aberration.
8. The system of claim 7 , wherein:
the second data identifies an average timing of the past installation events at the set of other properties; and
detecting the aberration associated with the installation of one or more devices at the property comprises:
detecting a particular timing of the installation of one or more devices at the property, and
detecting that the particular timing is longer than the average timing of the past installation events at the set of other properties.
9. The system of claim 7 , wherein:
the second data identifies a combination of types of components installed in past installation events at the set of other properties
detecting the aberration associated with the installation of one or more devices at the property comprises:
detecting a combination of types of components being installed in the installation of one or more devices at the property; and
determining that the combination of types of components fail to match the combination of types of components installed in past installation events in a threshold percentage of the past installation events.
10. The system of claim 9 , wherein detecting the aberration associated with the installation of one or more devices at the property comprises detecting that the installation of one or more devices at the property lacks at least one component installed in the threshold percentage of the past installation events.
11. The system of claim 7 , wherein:
the second data identifies an order in which components that have been installed in past installation events at the set of other properties; and
detecting the aberration associated with the installation of one or more devices at the property comprises:
detecting a particular order in which components that have been installed in the installation of one or more devices at the property, and
determining that the particular order fails to match the order in which components that have been installed in past installation events at the set of other properties.
12. The system of claim 7 , wherein causing the action related to the installation to be performed at the property comprises transmitting, to a security provider, a communication identifying the aberration associated with the installation of one or more devices at the property.
13. The system of claim 7 , wherein causing the action related to the installation to be performed at the property comprises transmitting, to a user device associated with the property, a communication identifying the aberration associated with the installation of one or more devices at the property.
14. The system of claim 7 , wherein:
the second data identifies the frequency at which the device type is installed or repaired in the past installation events at the set of other properties; and
detecting the aberration associated with the installation of the one or more devices at the property comprises:
detecting a particular frequency at which any devices of the device type are installed or repaired at the property, and
detecting that the particular frequency for the device type does not satisfy a frequency threshold based on the frequency at which the device type is installed or repaired in the past installation events of the one or more other devices i) with the device type and ii) at the set of other properties.
15. At least one non-transitory computer-readable storage device storing instructions that, when executed by one or more computing devices cause the one or more computing devices to perform operations comprising:
maintaining first data indicating an installation of one or more devices in a property;
maintaining second data indicating patterns for past installation events for one or more other devices each installed at a property from a set of other properties, the patterns comprising at least one of an average timing of the past installation events, a combination of types of components installed in past installation events, an order in which components have been installed in past installation events, or a frequency at which a device type for a device from the other one or more devices is installed or repaired in past installation events;
detecting an aberration associated with the installation of at least one of the one or more devices at the property based on the first data and the second data including the patterns for the past installation events; and
sending, to another device, an instruction to cause the other device to perform causing an action related to the installation based on the aberration.
16. The storage device of claim 15 , wherein:
the second data identifies an average timing of the past installation events at the set of other properties; and
detecting the aberration associated with the installation of one or more devices at the property comprises:
detecting a particular timing of the installation of one or more devices at the property, and
detecting that the particular timing is longer than the average timing of the past installation events at the set of other properties.
17. The storage device of claim 15 , wherein:
the second data identifies a combination of types of components installed in past installation events at the set of other properties
detecting the aberration associated with the installation of one or more devices at the property comprises:
detecting a combination of types of components being installed in the installation of one or more devices at the property; and
determining that the combination of types of components fail to match the combination of types of components installed in past installation events in a threshold percentage of the past installation events.
18. The storage device of claim 17 , wherein detecting the aberration associated with the installation of one or more devices at the property comprises detecting that the installation of one or more devices at the property lacks at least one component installed in the threshold percentage of the past installation events.
19. The storage device of claim 15 , wherein:
the second data identifies an order in which components that have been installed in past installation events at the set of other properties; and
detecting the aberration associated with the installation of one or more devices at the property comprises:
detecting a particular order in which components that have been installed in the installation of one or more devices at the property, and
determining that the particular order fails to match the order in which components that have been installed in past installation events at the set of other properties.
20. The storage device of claim 15 , wherein:
the second data identifies the frequency at which the device type is installed or repaired in the past installation events at the set of other properties; and
detecting the aberration associated with the installation of the one or more devices at the property comprises:
detecting a particular frequency at which any devices of the device type are installed or repaired at the property, and
detecting that the particular frequency for the device type does not satisfy a frequency threshold based on the frequency at which the device type is installed or repaired in the past installation events of the one or more other devices i) with the device type and ii) at the set of other properties.