𝔖 Scriptorium
✦   LIBER   ✦

πŸ“

Data Analytics for Engineering and Construction Project Risk Management

✍ Scribed by Ivan Damnjanovic, Kenneth Reinschmidt


Publisher
Springer International Publishing
Year
2020
Tongue
English
Leaves
382
Series
Risk, Systems and Decisions
Edition
1st ed.
Category
Library

⬇  Acquire This Volume

No coin nor oath required. For personal study only.

✦ Synopsis


This book provides a step-by-step guidance on how to implement analytical methods in project risk management. The text focuses on engineering design and construction projects and as such is suitable for graduate students in engineering, construction, or project management, as well as practitioners aiming to develop, improve, and/or simplify corporate project management processes.

The book places emphasis on building data-driven models for additive-incremental risks, where data can be collected on project sites, assembled from queries of corporate databases, and/or generated using procedures for eliciting experts’ judgments. While the presented models are mathematically inspired, they are nothing beyond what an engineering graduate is expected to know: some algebra, a little calculus, a little statistics, and, especially, undergraduate-level understanding of the probability theory.

The book is organized in three parts and fourteen chapters. In Part I the authors provide the general introduction to risk and uncertainty analysis applied to engineering construction projects. The basic formulations and the methods for risk assessment used during project planning phase are discussed in Part II, while in Part III the authors present the methods for monitoring and (re)assessment of risks during project execution.


✦ Table of Contents


Front Matter ....Pages i-xv
Front Matter ....Pages 1-1
Introduction to Uncertainty and Risk (Ivan Damnjanovic, Kenneth Reinschmidt)....Pages 3-22
Project Risk Management Fundamentals (Ivan Damnjanovic, Kenneth Reinschmidt)....Pages 23-41
Front Matter ....Pages 43-43
Second Moment Approach for the Probability Distribution of Project Performance Functions (Ivan Damnjanovic, Kenneth Reinschmidt)....Pages 45-64
Monte Carlo Simulation Approach for the Probability Distribution of Project Performance Functions (Ivan Damnjanovic, Kenneth Reinschmidt)....Pages 65-80
Correlation in Projects (Ivan Damnjanovic, Kenneth Reinschmidt)....Pages 81-107
Estimating Means, Variances, and Correlations Based on Experts’ Judgment (Ivan Damnjanovic, Kenneth Reinschmidt)....Pages 109-142
Sensitivity and Common Cause Effects (Ivan Damnjanovic, Kenneth Reinschmidt)....Pages 143-164
Approximate Risk Function for Project Durations (Ivan Damnjanovic, Kenneth Reinschmidt)....Pages 165-180
Contingency and Management Reserves (Ivan Damnjanovic, Kenneth Reinschmidt)....Pages 181-203
Front Matter ....Pages 205-205
Bayesian Revision of Probability Estimates (Ivan Damnjanovic, Kenneth Reinschmidt)....Pages 207-233
Managing Contingency and Budget to Complete (Ivan Damnjanovic, Kenneth Reinschmidt)....Pages 235-276
Statistical Project Control (Ivan Damnjanovic, Kenneth Reinschmidt)....Pages 277-303
Forecasting Project Completion (Ivan Damnjanovic, Kenneth Reinschmidt)....Pages 305-355
Forecasting with Learning Curve Models (Ivan Damnjanovic, Kenneth Reinschmidt)....Pages 357-371
Back Matter ....Pages 373-379

✦ Subjects


Engineering; Construction Management; Quality Control, Reliability, Safety and Risk; Project Management


πŸ“œ SIMILAR VOLUMES


Contracting for Engineering and Construc
✍ Peter D. V. Marsh πŸ“‚ Library πŸ“… 2001 πŸ› Gower Publishing Company 🌐 English

A practical guide to contracting for the purchaser and contractor alike, with an emphasis on the commercial aspects of contracting. This fifth edition reflects changes in case law and legislation since the publication of the last edition, the major change being the passing of the Housing Grants, Con

Contracts for Construction and Engineeri
✍ Donald Charrett πŸ“‚ Library πŸ“… 2021 πŸ› Informa Law from Routledge 🌐 English

<p><em>Contracts for Construction and Engineering Projects</em> provides unique and invaluable guidance on the role of contracts in construction and engineering projects. The work explores various aspects of the intersection of contracts and construction projects involving the work of engineers and

Project Management for Engineers and Con
✍ Garold (Gary) D. Oberlender πŸ“‚ Library πŸ“… 2000 πŸ› McGraw-Hill 🌐 English

The purpose of this book is to present the principles and techniques of project management, beginning with the conceptual phase by the owner, through coordination of design and construction, to project completion. Throughout this book, the importance of management skills is emphasized to enable the

Data Analytics: Systems Engineering - Cy
✍ Christopher Greco πŸ“‚ Library πŸ“… 2021 πŸ› Mercury Learning and Information 🌐 English

Data analytics is creeping into the lexicon of our daily language. This book gives the reader a perspective as to the overall data analytics skill set, starting with a primer on statistics, and works toward the application of those methods. There are a variety of formulas and algorithms used in the