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The book reviews the basic components of data-driven project management by summarizing the current state-of-the-art methodologies, including the latest computer and machine learning algorithms and statistical methodologies, for project risk and control. It highlights the importance of artificial project data for academics, and describes the specific requirements such data must meet. In turn, the book discusses a wide variety of statistical methods available to generate these artificial data and shows how they have helped researchers to develop algorithms and tools to improve decision-making in project management. Moreover, it examines the relevance of project data from a professional standpoint and describes how professionals should collect empirical project data for better decision-making. Finally, the book introduces a new approach to data collection, generation, and analysis for creating project databases, making it relevant for academic researchers and professional project managers alike.
The book reviews the basic components of data-driven project management by summarizing the current state-of-the-art methodologies, including the latest computer and machine learning algorithms and statistical methodologies, for project risk and control. It highlights the importance of artificial project data for academics, and describes the specific requirements such data must meet. In turn, the book discusses a wide variety of statistical methods available to generate these artificial data and shows how they have helped researchers to develop algorithms and tools to improve decision-making in project management. Moreover, it examines the relevance of project data from a professional standpoint and describes how professionals should collect empirical project data for better decision-making. Finally, the book introduces a new approach to data collection, generation, and analysis for creating project databases, making it relevant for academic researchers and professional project managers alike.
Prof. Mario Vanhoucke is a Professor at Ghent University (Belgium), Vlerick Business School (Belgium) and UCL School of Management at University College London (UK). He teaches courses on Project Management, Applied Operations Research and Decision-making for Business. His research interests lie in the integration of project scheduling, risk management, and project control, which has led to more than 100 papers in international journals, five project management books published by Springer, and a PM Knowledge Center for online learning ([...] His research has received multiple awards, e.g. from the PMI Belgium and the IPMA.
Reviews and compares different project control methodologies for monitoring projects under uncertainty
Provides a comprehensive compilation of artificial and empirical project databases available in the literature
Defines guidelines for the use of project data and computer algorithms to improve decision making
A tentative ToC is available. Please refer to the attachment.
| Erscheinungsjahr: | 2023 |
|---|---|
| Fachbereich: | Management |
| Genre: | Wirtschaft |
| Rubrik: | Recht & Wirtschaft |
| Medium: | Buch |
| Seiten: | 344 |
| Reihe: | Management for Professionals |
| Inhalt: |
xiv
330 S. 16 s/w Illustr. 55 farbige Illustr. 330 p. 71 illus. 55 illus. in color. |
| ISBN-13: | 9783031317842 |
| ISBN-10: | 303131784X |
| Sprache: | Englisch |
| Ausstattung / Beilage: | HC runder Rücken kaschiert |
| Einband: | Gebunden |
| Autor: | Vanhoucke, Mario |
| Auflage: | 1st ed. 2023 |
| Hersteller: |
Springer Nature Switzerland
Springer International Publishing Management for Professionals |
| Maße: | 241 x 160 x 25 mm |
| Von/Mit: | Mario Vanhoucke |
| Erscheinungsdatum: | 05.07.2023 |
| Gewicht: | 0,682 kg |
Prof. Mario Vanhoucke is a Professor at Ghent University (Belgium), Vlerick Business School (Belgium) and UCL School of Management at University College London (UK). He teaches courses on Project Management, Applied Operations Research and Decision-making for Business. His research interests lie in the integration of project scheduling, risk management, and project control, which has led to more than 100 papers in international journals, five project management books published by Springer, and a PM Knowledge Center for online learning ([...] His research has received multiple awards, e.g. from the PMI Belgium and the IPMA.
Reviews and compares different project control methodologies for monitoring projects under uncertainty
Provides a comprehensive compilation of artificial and empirical project databases available in the literature
Defines guidelines for the use of project data and computer algorithms to improve decision making
A tentative ToC is available. Please refer to the attachment.
| Erscheinungsjahr: | 2023 |
|---|---|
| Fachbereich: | Management |
| Genre: | Wirtschaft |
| Rubrik: | Recht & Wirtschaft |
| Medium: | Buch |
| Seiten: | 344 |
| Reihe: | Management for Professionals |
| Inhalt: |
xiv
330 S. 16 s/w Illustr. 55 farbige Illustr. 330 p. 71 illus. 55 illus. in color. |
| ISBN-13: | 9783031317842 |
| ISBN-10: | 303131784X |
| Sprache: | Englisch |
| Ausstattung / Beilage: | HC runder Rücken kaschiert |
| Einband: | Gebunden |
| Autor: | Vanhoucke, Mario |
| Auflage: | 1st ed. 2023 |
| Hersteller: |
Springer Nature Switzerland
Springer International Publishing Management for Professionals |
| Maße: | 241 x 160 x 25 mm |
| Von/Mit: | Mario Vanhoucke |
| Erscheinungsdatum: | 05.07.2023 |
| Gewicht: | 0,682 kg |
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