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    Sensitivity Analysis for Business, Technology, and Policymaking

Sensitivity Analysis for Business, Technology, and Policymaking

Mariia Kozlova
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      SimDec is a revolution in decision-making support. SimDec “teases out” inherent cause-and-effect relationships and reveals the intricacy of relationships between sets of input and output variables. At its core, SimDec is an amalgamation of uncertainty and global sensitivity analysis with an innovative visualization technique. While straightforward and elegant, this novel approach significantly enhances the analytical capabilities of users by readily exposing seemingly, a priori, counterintuitive behaviours so that they can be readily understood by both technical specialists and non-technical users alike.This book is the first to articulate the ubiquitous applicability of SimDec and has been written by the leading proponents of the technique. The book provides the necessary background to fully understand the underlying approach and then demonstrates its applicability to a wide spectrum of fields, such as finance, entrepreneurship, energy, 3D manufacturing, geology, the environment, engineering, public policy, and even superconducting magnets. To facilitate as widespread adoption and penetration of SimDec as possible, all supporting computer codes are available, open-source, in Python, Julia, R, and Matlab.The innovative material will be of primary benefit to practitioners and researchers analyzing data from the social sciences, business, science, engineering, mathematics, and computing.The Open Access version of this book, available at http://www.taylorfrancis.com, has been made available under a Creative Commons [Attribution-Non Commercial-No Derivatives (CC-BY-NC-ND)] 4.0 license.

      Format: Paperback / softback CONTRIBUTORS: Mariia Kozlova EAN: 9781032592473 COUNTRY: United Kingdom PAGES: 368 WEIGHT: HEIGHT: 234 mm
      PUBLISHED BY: Taylor & Francis Ltd DATE PUBLISHED: 2026-05-21 CITY: GENRE: BUSINESS & ECONOMICS / General, BUSINESS & ECONOMICS / Decision-Making & Problem Solving, BUSINESS & ECONOMICS / Operations Research, BUSINESS & ECONOMICS / Business Mathematics, COMPUTERS / Computer Simulation WIDTH: 156 mm SPINE:

      Book Themes:

      Research methods: general, Production and quality control management, Operational research, Mathematical modelling, Information technology: general topics, Computer science

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      Mariia Kozlova is an associate professor at LUT University Business School, Finland, and a visiting scholar at Stanford University, USA.Julian Scott Yeomans is a professor and the director for the MMAI and MBAN programs at the Schulich School of Business, York University, Canada.

      SimDec is a revolution in decision-making support. SimDec “teases out” inherent cause-and-effect relationships and reveals the intricacy of relationships between sets of input and output variables. At its core, SimDec is an amalgamation of uncertainty and global sensitivity analysis with an innovative visualization technique. While straightforward and elegant, this novel approach significantly enhances the analytical capabilities of users by readily exposing seemingly, a priori, counterintuitive behaviours so that they can be readily understood by both technical specialists and non-technical users alike.This book is the first to articulate the ubiquitous applicability of SimDec and has been written by the leading proponents of the technique. The book provides the necessary background to fully understand the underlying approach and then demonstrates its applicability to a wide spectrum of fields, such as finance, entrepreneurship, energy, 3D manufacturing, geology, the environment, engineering, public policy, and even superconducting magnets. To facilitate as widespread adoption and penetration of SimDec as possible, all supporting computer codes are available, open-source, in Python, Julia, R, and Matlab.The innovative material will be of primary benefit to practitioners and researchers analyzing data from the social sciences, business, science, engineering, mathematics, and computing.The Open Access version of this book, available at http://www.taylorfrancis.com, has been made available under a Creative Commons [Attribution-Non Commercial-No Derivatives (CC-BY-NC-ND)] 4.0 license.

      Format: Paperback / softback CONTRIBUTORS: Mariia Kozlova EAN: 9781032592473 COUNTRY: United Kingdom PAGES: 368 WEIGHT: HEIGHT: 234 mm
      PUBLISHED BY: Taylor & Francis Ltd DATE PUBLISHED: 2026-05-21 CITY: GENRE: BUSINESS & ECONOMICS / General, BUSINESS & ECONOMICS / Decision-Making & Problem Solving, BUSINESS & ECONOMICS / Operations Research, BUSINESS & ECONOMICS / Business Mathematics, COMPUTERS / Computer Simulation WIDTH: 156 mm SPINE:

      Book Themes:

      Research methods: general, Production and quality control management, Operational research, Mathematical modelling, Information technology: general topics, Computer science

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      Mariia Kozlova is an associate professor at LUT University Business School, Finland, and a visiting scholar at Stanford University, USA.Julian Scott Yeomans is a professor and the director for the MMAI and MBAN programs at the Schulich School of Business, York University, Canada.

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