Automated change monitoring and improvement recommendation system for incident reduction in information technology infrastructure

Patent metadata

Field	Value
Publication number	US-10547507-B2
Application number	US-201815963458-A
Country	US
Kind code	B2
Filing date	Apr 26, 2018
Priority date	Dec 22, 2015
Publication date	Jan 28, 2020
Grant date	Jan 28, 2020

Abstract

A method includes obtaining, from a service management database, one or more change tickets and one or more incident tickets relating to an information technology infrastructure, defining one or more change-incident pairs based on linkages between the incident tickets and the change tickets, identifying, from the change-incident pairs, one or more dimensions affecting outcomes of implementation of one or more change types, generating at least one recommendation for altering implementation of subsequent changes of a given change type to the information technology infrastructure based on the identified dimensions, applying the at least one recommendation to the implementation of one or more subsequent changes of the given change type to configuration items in the information technology infrastructure, monitoring the information technology infrastructure to determine outcomes of the subsequent changes of the given change type, and modifying the at least one recommendation responsive to the monitoring.

First claim

The invention claimed is:

1. A method comprising:
obtaining, from a service management database, one or more change tickets and one or more incident tickets relating to an information technology infrastructure;
defining one or more change-incident pairs based on linkages between the incident tickets and the change tickets;
identifying one or more dimensions affecting outcomes of implementation of one or more change types based on the change-incident pairs utilizing a probability tree classifying historical changes to the information technology infrastructure based on: on outcomes of the historical changes to the information technology infrastructure; and the one or more dimensions;
generating at least one recommendation for altering implementation of subsequent changes of a given change type to the information technology infrastructure based on the identified dimensions;
applying said at least one recommendation to the implementation of one or more subsequent changes of the given change type to configuration items in the information technology infrastructure;
monitoring the information technology infrastructure to determine outcomes of the subsequent changes of the given change type; and
modifying said at least one recommendation responsive to said monitoring;
wherein identifying a given one of the one or more dimensions affecting outcomes of implementation of one or more change types based on the change-incident pairs utilizing the probability tree comprises determining a difference between (i) a first weighting of a first leaf of the probability tree corresponding to negative outcome for one or more changes with a given set of the one or more dimensions and (ii) a second weighting of a second leaf of the probability tree corresponding to a positive outcome for one or more changes with the given set of the one or more dimensions; and
wherein the method is performed by at least one processing device coupled to the information technology infrastructure over at least one network.

2. The method of claim 1 wherein the configuration items in the information technology infrastructure comprises one or more servers, databases, middleware, software and business applications.

3. The method of claim 1 wherein monitoring the subsequent changes comprises measuring changes in outcome for the given change type resulting from applying said at least one recommendation.

4. The method of claim 3 wherein modifying said at least one recommendation is based on the measured changes in outcome for the given change type.

5. The method of claim 3 wherein measuring changes in outcome for the given change type comprises checking whether a percentage of changes of the given change type having negative outcomes is reduced.

6. The method of claim 1 wherein identifying the one or more dimensions affecting outcomes of the one or more change types comprises dividing the data into two or more categories based on the outcomes of the historical changes to the information technology infrastructure.

7. The method of claim 6 wherein the two or more categories comprise a first category associated with negative outcomes of the historical changes to the information technology infrastructure and a second category associated with positive outcomes of the historical changes to the information technology infrastructure.

8. The method of claim 7 wherein each of the historical changes is associated with a plurality of dimensions, the plurality of dimensions comprising two or more of: a change type, an owner group, a time, a priority, a configuration item, a risk and an urgency.

9. A computer program product comprising a computer readable storage medium for storing computer readable program code which, when executed, causes a computer:
to obtain, from a service management database, one or more change tickets and one or more incident tickets relating to an information technology infrastructure;
to define one or more change-incident pairs based on linkages between the incident tickets and the change tickets;
to identify one or more dimensions affecting outcomes of implementation of one or more change types based on the change-incident pairs utilizing a probability tree classifying historical changes to the information technology infrastructure based on: on outcomes of the historical changes to the information technology infrastructure; and the one or more dimensions;
to generate at least one recommendation for altering implementation of subsequent changes of a given change type to the information technology infrastructure based on the identified dimensions;
to apply said at least one recommendation to the implementation of one or more subsequent changes of the given change type to configuration items in the information technology infrastructure;
to monitor the information technology infrastructure to determine outcomes of the subsequent changes of the given change type; and
to modify said at least one recommendation responsive to said monitoring;
wherein identifying a given one of the one or more dimensions affecting outcomes of implementation of one or more change types based on the change-incident pairs utilizing the probability tree comprises determining a difference between (i) a first weighting of a first leaf of the probability tree corresponding to negative outcome for one or more changes with a given set of the one or more dimensions and (ii) a second weighting of a second leaf of the probability tree corresponding to a positive outcome for one or more changes with the given set of the one or more dimensions; and
wherein the computer is coupled to the information technology infrastructure over at least one network.

10. The computer program product of claim 9 wherein the configuration items in the information technology infrastructure comprises one or more servers, databases, middleware, software and business applications.

11. The computer program product of claim 9 wherein monitoring the subsequent changes comprises measuring changes in outcome for the given change type resulting from applying said at least one recommendation.

12. The computer program product of claim 11 wherein modifying said at least one recommendation is based on the measured changes in outcome for the given change type.

13. The computer program product of claim 11 wherein measuring changes in outcome for the given change type comprises checking whether a percentage of changes of the given change type having negative outcomes is reduced.

14. The computer program product of claim 9 wherein identifying the one or more dimensions affecting outcomes of the one or more change types comprises dividing the data into two or more categories based on the outcomes of the historical changes to the information technology infrastructure.

15. The computer program product of claim 14 wherein the two or more categories comprise a first category associated with negative outcomes of the historical changes to the information technology infrastructure and a second category associated with positive outcomes of the historical changes to the information technology infrastructure.

16. The computer program product of claim 15 wherein each of the historical changes is associated with a plurality of dimensions, the plurality of dimensions comprising two or more of: a change type, an owner group, a time, a priority, a configuration item, a risk and an urgency.

17. An apparatus comprising:
a processing device comprising a processor coupled to a memory;
the processing device being configured:
to obtain, from a service management database, one or more chang

Assignees

• IBM

Inventors

• Guven Sinem
• Murthy Karin
• Shwartz Larisa

Classifications

• G06N7/01

  Probabilistic graphical models, e.g. probabilistic networks · CPC title

• G06N5/01

  Dynamic search techniques; Heuristics; Dynamic trees; Branch-and-bound · CPC title

• G06F16/24578

  using ranking · CPC title

• H04L43/08

  Monitoring or testing based on specific metrics, e.g. QoS, energy consumption or environmental parameters · CPC title

• H04L41/0813 Primary

  characterised by the conditions triggering a change of settings · CPC title