Technology infrastructure failure probability predictor
Apparatus and methods for reducing infrastructure failure rates. The apparatus and methods may involve reduction of data complexity. The reduction may be based on the use of nonlinear analysis to derive representative variables, which may be multi-valued. Multi-valued variables may be consolidated. A model may be developed based on the values and relationships of the derived variables. The model may be applied to assess the risk involved in a prospective infrastructure change.
1. Apparatus for reducing infrastructure failure rates, the apparatus comprising:
machine memory storing a first array of infrastructure change element attributes and a second array of change element tallies, each tally corresponding to one of the change element attributes and corresponding to a number of change elements having a respective attribute, the first and second arrays being based on a plurality of historical change records; and
a processor that is configured to:
select one or more of the change element attributes based on the corresponding tallies;
select one of the plurality of historical change records; and
enter into the selected one of the historical change records a Boolean variable corresponding to each of the one or more selected change element attributes.
2. The apparatus of claim 1 wherein, in the first array of change element attributes, the attributes include device attributes.
3. The apparatus of claim 2 wherein the device attributes include device model.
4. The apparatus of claim 1 wherein, in the first array of change element attributes, the attributes include program attributes.
5. The apparatus of claim 4 wherein the program attributes include program version.
6. The apparatus of claim 1 wherein, in the first array of change element attributes, the attributes include organization segment attributes.
7. The apparatus of claim 6 wherein the organization segment attributes include segment membership number.
8. A method for reducing infrastructure failure rates, the method comprising:
storing in machine memory a first array of infrastructure change element attributes and a second array of change element tallies, each tally corresponding to one of the change element attributes and corresponding to a number of change elements having a respective attribute, the first and second arrays being based on a plurality of historical change records; and
using a processor to:
select one or more of the change element attributes based on the corresponding tallies;
select one of the plurality of historical change records; and
enter into the selected one of the historical change records a Boolean variable corresponding to each of the one or more selected change element attributes.
9. The method of claim 8 wherein, in the first array of change element attributes, the attributes include device attributes.
10. The method of claim 9 wherein the device attributes include device model.
11. The method of claim 8 wherein, in the first array of change element attributes, the attributes include program attributes.
12. The method of claim 11 wherein the program attributes include program version.
13. The method of claim 8 wherein, in the first array of change element attributes, the attributes include organization segment attributes.
14. The method of claim 13 wherein the organization segment attributes include segment membership number.