Matches in SemOpenAlex for { <https://semopenalex.org/work/W3040143313> ?p ?o ?g. }
Showing items 1 to 79 of
79
with 100 items per page.
- W3040143313 abstract "Canceling ideas and projects is an important part of the Innovation Portfolio Management (IPM) process as stopping the unsuccessful ones avoids sunk costs and sets free resources for successful ideas and projects. A large body of literature is available on the decision making in IPM. In this study, we analyzed within IPM the cancellation of ideas and projects by gatekeeping boards as well as the possibilities of applying machine learning. The hypotheses were tested with data from three large European telecommunication organizations. In total the three organizations shared 9,118 canceled ideas and projects of which 0.3% was canceled in the gatekeeping boards. 2.7% of the 1,469 gate requests on the agenda of these boards were canceled. The dataset of one organization was used to train four machine learning models to predict the likelihood of idea and project cancellation. The first model is trained to predict the ideas that will be canceled before the first gate approval, the second model does the same for projects being canceled after the first gate is approved but before the second gate is approved. Models three and four are trained for projects in a later phase. The fourth model predicts the cancellation of projects that hold a go on implementation approval. All four hold a high area under the curve of at least 0.802 turning them into possibly valuable instruments for predicting project cancellation." @default.
- W3040143313 created "2020-07-10" @default.
- W3040143313 creator A5031506504 @default.
- W3040143313 creator A5032810954 @default.
- W3040143313 date "2020-01-01" @default.
- W3040143313 modified "2023-10-17" @default.
- W3040143313 title "Improving Gate Decision Making Rationality with Machine Learning" @default.
- W3040143313 cites W1503484105 @default.
- W3040143313 cites W1590648150 @default.
- W3040143313 cites W1755715969 @default.
- W3040143313 cites W1845999642 @default.
- W3040143313 cites W1981647117 @default.
- W3040143313 cites W1999642586 @default.
- W3040143313 cites W2015481144 @default.
- W3040143313 cites W2043628598 @default.
- W3040143313 cites W2082716295 @default.
- W3040143313 cites W2084691611 @default.
- W3040143313 cites W2086275786 @default.
- W3040143313 cites W2099697766 @default.
- W3040143313 cites W2141891145 @default.
- W3040143313 cites W2143037888 @default.
- W3040143313 cites W2151152804 @default.
- W3040143313 cites W2168892279 @default.
- W3040143313 cites W2563580303 @default.
- W3040143313 cites W2741352267 @default.
- W3040143313 cites W2808425605 @default.
- W3040143313 cites W2899490305 @default.
- W3040143313 cites W2963612115 @default.
- W3040143313 cites W4246854862 @default.
- W3040143313 cites W4254938193 @default.
- W3040143313 doi "https://doi.org/10.1007/978-3-030-52246-9_19" @default.
- W3040143313 hasPublicationYear "2020" @default.
- W3040143313 type Work @default.
- W3040143313 sameAs 3040143313 @default.
- W3040143313 citedByCount "0" @default.
- W3040143313 crossrefType "book-chapter" @default.
- W3040143313 hasAuthorship W3040143313A5031506504 @default.
- W3040143313 hasAuthorship W3040143313A5032810954 @default.
- W3040143313 hasConcept C10138342 @default.
- W3040143313 hasConcept C111919701 @default.
- W3040143313 hasConcept C112698675 @default.
- W3040143313 hasConcept C119857082 @default.
- W3040143313 hasConcept C127413603 @default.
- W3040143313 hasConcept C144133560 @default.
- W3040143313 hasConcept C154945302 @default.
- W3040143313 hasConcept C2780821815 @default.
- W3040143313 hasConcept C41008148 @default.
- W3040143313 hasConcept C42475967 @default.
- W3040143313 hasConcept C73380752 @default.
- W3040143313 hasConcept C98045186 @default.
- W3040143313 hasConceptScore W3040143313C10138342 @default.
- W3040143313 hasConceptScore W3040143313C111919701 @default.
- W3040143313 hasConceptScore W3040143313C112698675 @default.
- W3040143313 hasConceptScore W3040143313C119857082 @default.
- W3040143313 hasConceptScore W3040143313C127413603 @default.
- W3040143313 hasConceptScore W3040143313C144133560 @default.
- W3040143313 hasConceptScore W3040143313C154945302 @default.
- W3040143313 hasConceptScore W3040143313C2780821815 @default.
- W3040143313 hasConceptScore W3040143313C41008148 @default.
- W3040143313 hasConceptScore W3040143313C42475967 @default.
- W3040143313 hasConceptScore W3040143313C73380752 @default.
- W3040143313 hasConceptScore W3040143313C98045186 @default.
- W3040143313 hasLocation W30401433131 @default.
- W3040143313 hasOpenAccess W3040143313 @default.
- W3040143313 hasPrimaryLocation W30401433131 @default.
- W3040143313 hasRelatedWork W1915252 @default.
- W3040143313 hasRelatedWork W2084237 @default.
- W3040143313 hasRelatedWork W2322161 @default.
- W3040143313 hasRelatedWork W2799751 @default.
- W3040143313 hasRelatedWork W361876 @default.
- W3040143313 hasRelatedWork W3754408 @default.
- W3040143313 hasRelatedWork W628720 @default.
- W3040143313 hasRelatedWork W7524991 @default.
- W3040143313 hasRelatedWork W8342073 @default.
- W3040143313 hasRelatedWork W9572405 @default.
- W3040143313 isParatext "false" @default.
- W3040143313 isRetracted "false" @default.
- W3040143313 magId "3040143313" @default.
- W3040143313 workType "book-chapter" @default.