Calculating asset value using multi-dimensional models
At least one asset of a given enterprise is identified. The enterprise has a plurality of groups associated therewith. A valuation is computed for the asset using a multi-dimensional model configured to generate cross-group impact values with respect to the asset and two or more of the groups associated with the enterprise. In one example, the multi-dimensional model is in the form of a matrix data structure and the cross-group impact values are off-diagonal entries of the matrix data structure.
1. A method comprising:
identifying at least one asset of a given enterprise, wherein the enterprise has a plurality of groups associated therewith; and
implementing a data valuation module having multi-dimensional model logic: computing, in response to a query from an application programming interface, a valuation for the at least one asset using the multi-dimensional model logic to generate cross-group impact values with respect to the at least one asset and two or more of the groups associated with the enterprise; storing results of the data valuation: and
displaying the results in a form representative of the cross-group impact values of the at least one asset relative to the two or more groups:
wherein the at least one asset is a set of data;
wherein the cross-group impact values represent a cost of one or more of communication and dependencies between the groups; and
wherein the multi-dimensional model is in the form of a matrix data structure: wherein a given cross-group impact value represents one or more costs of sharing the set of data between at least a first group and a second group:
wherein a first cost of transferring the set of data from the first group to the second group is different than a second cost of transferring the data from the second group to the first group: and
wherein the steps are performed by one or more processing devices, each processing device comprising a processor and a memory.
2. The method of claim 1 , wherein the cross-group impact values are off-diagonal entries in the matrix data structure.
3. The method of claim 2 , wherein diagonal entries in the matrix data structure are independent group values that do not reflect cross-group impact.
4. The method of claim 1 , wherein a row in the matrix data structure represents a multi-dimensional valuation of the asset for a given one of the groups.
5. The method of claim 4 , wherein a column in the matrix data structure represents a feature of interest for the asset.
6. The method of claim 1 , wherein the matrix data structure is non-symmetrical and wherein diagonal entries are percentages of the data deemed to be correct by a group and off-diagonal entries are correlations of parts of the set of data that two or more groups deem correct.
7. The method of claim 1 , wherein the matrix data structure is non-symmetrical and wherein diagonal entries are percentages of the data deemed to be complete by a group and off-diagonal entries are correlations of parts of the set of data that two or more groups deem complete.
8. The method of claim 1 , wherein the matrix data structure is non-symmetrical and wherein diagonal entries are percentages of the uniqueness of the data for a group and off-diagonal entries are correlations of parts of the set of data that two or more groups do not maintain as unique.
9. The method of claim 1 , wherein the matrix data structure is non-symmetrical and wherein diagonal entries are relevance values of the data for a group and off-diagonal entries are correlations of parts of the set of data that two or more groups deem relevant.
10. The method of claim 1 , wherein the computed valuation further comprises computing a vector defining a utility of the data at a given time instance per group.
11. The method of claim 1 , wherein the computed valuation further comprises computing a vector defining a useful life span of the data at a given time instance per group.
12. The method of claim 1 , wherein the groups comprise organizations within the enterprise.
13. The method of claim 1 , wherein the groups comprise functional uses within the enterprise.
14. The method of claim 1 , wherein the groups comprise storage locations within the enterprise.
15. An article of manufacture comprising a non-transitory processor-readable storage medium having stored therein executable code of one or more software programs, wherein the one or more software programs when executed by one or more processing devices implement steps of:
identifying at least one asset of a given enterprise, wherein the enterprise has a plurality of groups associated therewith; and
implementing a data valuation module having multi-dimensional model logic:
computing, in response to a query from an application programming interface, a valuation for the at least one asset using the multi-dimensional model logic to generate cross-group impact values with respect to the at least one asset and two or more of the groups associated with the enterprise;
storing results of the data valuation: and
displaying the results in a form representing the cross-group impact values of the at least
one asset relative to the two or more groups:
wherein the at least one asset is a set of data; and
wherein the cross-group impact values represent a cost of one or more of communication and dependencies between the groups wherein the multi-dimensional model is in the form of a matrix data structure; wherein a given cross-group impact value represents one or more costs of sharing the set of data between at least a first group and a second group; and
wherein a first cost of transferring the set of data from the first group to the second group is different than a second cost of transferring the data from the second group to the first group.
16. A system comprising:
one or more processors operatively coupled to one or more memories configured to: identify at least one asset of a given enterprise, wherein the enterprise has a plurality of groups associated therewith; and
implement a data valuation module having multi-dimensional model logic: compute, in response to a query from an application programming interface, a valuation for the at least one asset using the multi-dimensional model logic to generate cross-group impact values with respect to the at least one asset and two or more of the groups associated with the enterprise; store results of the data valuation: and display the results in a form representing the cross-group impact values of the at least one asset relative to the two or more groups:
wherein the at least one asset is a set of data; and
wherein the cross-group impact values represent a cost of one or more of communication and dependencies between the groups
wherein the multi-dimensional model is in the form of a matrix data structure: and wherein a given cross-group impact value represents one or more costs of sharing the set of data between at least a first group and a second group: and
wherein a first cost of transferring the set of data from the first group to the second group is different than a second cost of transferring the data from the second group to the first group.
17. The article of manufacture of claim 15 , further:
wherein the cross-group impact values are off-diagonal entries in the matrix data structure; and
wherein diagonal entries in the matrix data structure are independent group values that do not reflect cross-group impact.
18. The system of claim 16 , further:
wherein the cross-group impact values are off-diagonal entries in the matrix data structure; and
wherein diagonal entries in the matrix data structure are independent group values that do not reflect cross-group impact.
19. The system of claim 16 , wherein a row in the matrix data structure represents a multi-dimensional valuation of the set of data for a given one of the groups.
20. The system of claim 19 , wherein a column in the matrix data structure represents a feature of interest for the set of data.