Analysis of the Sequence of Risk States in the Implementation of Information Projects
The article deals with the issues of risk management of information projects. We propose not a deductive approach traditionally used in risk analysis, based on knowledge of the main provisions and their concretization in a real situation, but an inductive approach that requires data accumula- tion a...
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North-West institute of management of the Russian Presidential Academy of National Economy and Public Administration
2021
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oai:doaj.org-article:113a41f758394cf6850336e2524710d82021-11-12T10:46:14ZAnalysis of the Sequence of Risk States in the Implementation of Information Projects1726-11391816-859010.22394/1726-1139-2021-4-159-173https://doaj.org/article/113a41f758394cf6850336e2524710d82021-06-01T00:00:00Zhttps://www.acjournal.ru/jour/article/view/1689https://doaj.org/toc/1726-1139https://doaj.org/toc/1816-8590The article deals with the issues of risk management of information projects. We propose not a deductive approach traditionally used in risk analysis, based on knowledge of the main provisions and their concretization in a real situation, but an inductive approach that requires data accumula- tion and the construction of training data sets as a result of a retrospective analysis of the progress and implementation of individual projects. It is proposed to use methods of trajectory analysis of sequences of events, each of which characterizes the state of risk of project implementation. To test this approach, random sequences of risk events are generated and data analysis methods are applied to these sequences.P. V. NaumovNorth-West institute of management of the Russian Presidential Academy of National Economy and Public Administration articleinformation projectproject execution risksrisk management methodsrandom processdiscrete markov chainrandom sequence of eventsrandom sequence indicatorsmachine learning methodscluster analysisPolitical institutions and public administration (General)JF20-2112ENRUУправленческое консультирование, Vol 0, Iss 4, Pp 159-173 (2021) |
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topic |
information project project execution risks risk management methods random process discrete markov chain random sequence of events random sequence indicators machine learning methods cluster analysis Political institutions and public administration (General) JF20-2112 |
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information project project execution risks risk management methods random process discrete markov chain random sequence of events random sequence indicators machine learning methods cluster analysis Political institutions and public administration (General) JF20-2112 P. V. Naumov Analysis of the Sequence of Risk States in the Implementation of Information Projects |
description |
The article deals with the issues of risk management of information projects. We propose not a deductive approach traditionally used in risk analysis, based on knowledge of the main provisions and their concretization in a real situation, but an inductive approach that requires data accumula- tion and the construction of training data sets as a result of a retrospective analysis of the progress and implementation of individual projects. It is proposed to use methods of trajectory analysis of sequences of events, each of which characterizes the state of risk of project implementation. To test this approach, random sequences of risk events are generated and data analysis methods are applied to these sequences. |
format |
article |
author |
P. V. Naumov |
author_facet |
P. V. Naumov |
author_sort |
P. V. Naumov |
title |
Analysis of the Sequence of Risk States in the Implementation of Information Projects |
title_short |
Analysis of the Sequence of Risk States in the Implementation of Information Projects |
title_full |
Analysis of the Sequence of Risk States in the Implementation of Information Projects |
title_fullStr |
Analysis of the Sequence of Risk States in the Implementation of Information Projects |
title_full_unstemmed |
Analysis of the Sequence of Risk States in the Implementation of Information Projects |
title_sort |
analysis of the sequence of risk states in the implementation of information projects |
publisher |
North-West institute of management of the Russian Presidential Academy of National Economy and Public Administration |
publishDate |
2021 |
url |
https://doaj.org/article/113a41f758394cf6850336e2524710d8 |
work_keys_str_mv |
AT pvnaumov analysisofthesequenceofriskstatesintheimplementationofinformationprojects |
_version_ |
1718430661165973504 |