Improving Forecasts With Integrated Business Planning


Improving Forecasts With Integrated Business Planning
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Improving Forecasts With Integrated Business Planning


Improving Forecasts With Integrated Business Planning
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Author : Ganesh Sankaran
language : en
Publisher: Springer
Release Date : 2019-03-05

Improving Forecasts With Integrated Business Planning written by Ganesh Sankaran and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-03-05 with Business & Economics categories.


This book provides both a broad overview of the forecasting process, covering technological and human aspects alike, and deep insights into algorithms and platform functionalities in the IBP toolbox required to maximize forecast accuracy. Rich in technical and business explanations, it addresses short-, medium- and long-term forecasting processes using functionalities available in demand planning and demand sensing. There are also several theoretical concepts underpinning the algorithms discussed; these are explained with numerical examples to help demystify the IBP forecasting toolbox. Beyond standard procedures, the book also discusses custom approaches (e.g. new segmentation criteria, new outlier detection and correction methods) and new methods (e.g. the use of Markov chains for forecasting sporadic demands), etc. It subsequently benchmarks common practices using these innovative approaches and discusses the results. As measurement is an important precondition for improvement, an entire chapter is devoted to discussing process improvement and value using the Six Sigma methodology. In closing, the book provides several useful tips and tricks that should come in handy during project implementation.



Improving Forecasts With Integrated Business Planning


Improving Forecasts With Integrated Business Planning
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Author : Ganesh Sankaran
language : en
Publisher:
Release Date : 2019

Improving Forecasts With Integrated Business Planning written by Ganesh Sankaran and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019 with Business logistics categories.


This book provides both a broad overview of the forecasting process, covering technological and human aspects alike, and deep insights into algorithms and platform functionalities in the IBP toolbox required to maximize forecast accuracy. Rich in technical and business explanations, it addresses short-, medium- and long-term forecasting processes using functionalities available in demand planning and demand sensing. There are also several theoretical concepts underpinning the algorithms discussed; these are explained with numerical examples to help demystify the IBP forecasting toolbox. Beyond standard procedures, the book also discusses custom approaches (e.g. new segmentation criteria, new outlier detection and correction methods) and new methods (e.g. the use of Markov chains for forecasting sporadic demands), etc. It subsequently benchmarks common practices using these innovative approaches and discusses the results. As measurement is an important precondition for improvement, an entire chapter is devoted to discussing process improvement and value using the Six Sigma methodology. In closing, the book provides several useful tips and tricks that should come in handy during project implementation. .



Fundamentals Of Demand Planning And Forecasting


Fundamentals Of Demand Planning And Forecasting
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Author : Chaman L. Jain
language : en
Publisher:
Release Date : 2020-04

Fundamentals Of Demand Planning And Forecasting written by Chaman L. Jain and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-04 with categories.


This is the most comprehensive book written in the area of demand planning and forecasting, covering practically every topic which a demand planner needs to know. It discusses not only the different models of forecasting in simple and layman terms, but also how to use forecasts effectively in business planning. It covers forecasting processes from Silo to Consensus Forecasting to Sales & Operation Planning(S&OP) to Collaborative Planning, Forecasting and Replenishment (CPFR) to Integrated Business Planning (IBP), and describes how each one improves over the other. It gives many real life cases and examples to make the point. No matter how accurate forecasts are they have no value unless they are used. For that, it explains how to report, present and sell forecasts to management. Nothing improves unless it is measured. It discusses in detail key performance indicators, which are used or should be used in business. Also, what we can do to improve forecasts. Above all, it brings out a number of worst practices, with the thinking once companies recognize what they are doing wrong, they will do something about them. Also, the book discusses the criteria for selecting a forecasting & planning package or system and more.



Consumption Based Forecasting And Planning


Consumption Based Forecasting And Planning
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Author : Charles W. Chase
language : en
Publisher: John Wiley & Sons
Release Date : 2021-08-03

Consumption Based Forecasting And Planning written by Charles W. Chase and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-08-03 with Business & Economics categories.


Discover a new, demand-centric framework for forecasting and demand planning In Consumption-Based Forecasting and Planning, thought leader and forecasting expert Charles W. Chase delivers a practical and novel approach to retail and consumer goods companies demand planning process. The author demonstrates why a demand-centric approach relying on point-of-sale and syndicated scanner data is necessary for success in the new digital economy. The book showcases short- and mid-term demand sensing and focuses on disruptions to the marketplace caused by the digital economy and COVID-19. You’ll also learn: How to improve demand forecasting and planning accuracy, reduce inventory costs, and minimize waste and stock-outs What is driving shifting consumer demand patterns, including factors like price, promotions, in-store merchandising, and unplanned and unexpected events How to apply analytics and machine learning to your forecasting challenges using proven approaches and tactics described throughout the book via several case studies. Perfect for executives, directors, and managers at retailers, consumer products companies, and other manufacturers, Consumption-Based Forecasting and Planning will also earn a place in the libraries of sales, marketing, supply chain, and finance professionals seeking to sharpen their understanding of how to predict future consumer demand.



Fundamentals Of Demand Planning And Forecasting


Fundamentals Of Demand Planning And Forecasting
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Author : Chaman L. Jain
language : en
Publisher:
Release Date : 2012

Fundamentals Of Demand Planning And Forecasting written by Chaman L. Jain and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012 with categories.




Integrated Business Planning


Integrated Business Planning
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Author : Robert Kepczynski
language : en
Publisher: Springer
Release Date : 2018-05-31

Integrated Business Planning written by Robert Kepczynski and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-05-31 with Business & Economics categories.


This book presents a comprehensive introduction to Integrated Business Planning (IBP), building on practitioner’s experience and showcasing the value gains when moving from disconnected planning to IBP. It also proposes a road map for the transformation of planning, including technological initiatives, business priorities and organizational processes, and demonstrates how to motivate different IBP stakeholders to work together, when and how to connect strategic (to be understood as long term SC&O), tactical and operational planning and how to leverage functional and data integration features of SAP IBP. Real-world business-process use cases help to show the practical implications of implementing SAP IBP. Furthermore the book explores new capabilities, talent acquisition and retention, career development leadership, IBP Center of Expertise. A discussion of how disruptive technology trends like big data, Internet of Things, machine learning and artificial intelligence can influence IBP now and in the near future rounds out the book.



Next Generation Demand Management


Next Generation Demand Management
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Author : Charles W. Chase
language : en
Publisher: John Wiley & Sons
Release Date : 2016-08-01

Next Generation Demand Management written by Charles W. Chase and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2016-08-01 with Business & Economics categories.


A practical framework for revenue-boosting supply chain management Next Generation Demand Management is a guidebook to next generation Demand Management, with an implementation framework that improves revenue forecasts and enhances profitability. This proven approach is structured around the four key catalysts of an efficient planning strategy: people, processes, analytics, and technology. The discussion covers the changes in behavior, skills, and integrated processes that are required for proper implementation, as well as the descriptive and predictive analytics tools and skills that make the process sustainable. Corporate culture changes require a shift in leadership focus, and this guide describes the necessary "champion" with the authority to drive adoption and stress accountability while focusing on customer excellence. Real world examples with actual data illustrate important concepts alongside case studies highlighting best-in-class as well as startup approaches. Reliable forecasts are the primary product of demand planning, a multi-step operational supply chain management process that is increasingly seen as a survival tactic in the changing marketplace. This book provides a practical framework for efficient implementation, and complete guidance toward the supplementary changes required to reap the full benefit. Learn the key principles of demand driven planning Implement new behaviors, skills, and processes Adopt scalable technology and analytics capabilities Align inventory with demand, and increase channel profitability Whether your company is a large multinational or an early startup, your revenue predictions are only as strong as your supply chain management system. Implementing a proven, more structured process can be the catalyst your company needs to overcome that one lingering obstacle between forecast and goal. Next Generation Demand Management gives you the framework for building the foundation of your growth.



Demand Management Best Practices


Demand Management Best Practices
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Author : Colleen Crum
language : en
Publisher: J. Ross Publishing
Release Date : 2003-06-15

Demand Management Best Practices written by Colleen Crum and has been published by J. Ross Publishing this book supported file pdf, txt, epub, kindle and other format this book has been release on 2003-06-15 with Business & Economics categories.


Effective demand management is becoming critical to acompany's profitability. Demand Management BestPractices: Process, Principles, and Collaborationprovides best practice solutions that will improveoverall business performance for supply chain partnersand all functions within a company impacted by the demandmanagement process. The ......



Implementing Integrated Business Planning


Implementing Integrated Business Planning
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Author : Robert Kepczynski
language : en
Publisher: Springer
Release Date : 2018-07-23

Implementing Integrated Business Planning written by Robert Kepczynski and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-07-23 with Business & Economics categories.


This book provides comprehensive guidance on leveraging SAP IBP technology to connect strategic (to be understood as long term SC&O), tactical and operational planning into one coherent process framework, presenting experience shared by practitioners in workshops, customer presentations, business, and IT transformation projects. It offers use cases and a wealth of practical tips to ensure that readers understand the challenges and advantages of IBP implementation. The book starts by characterizing disconnected planning and contrasting this with key elements of a transformation project approach. It explains the functional foundations and SAP Hybris, Trade Promotion Planning, Customer Business Planning, ARIBA, and S/4 integration with SAP IBP. It then presents process for integrating finance in IBP. Annual planning and monthly planning are taken as examples of explain Long term planning (in some companies labeled as strategic). The core of the book is about sales and operations planning (S&OP) and its process steps, product demand, supply review, integrated reconciliation and management business review, illustrating all steps with use cases. It describes unconstrained and constrained optimized supply planning, inventory optimization, shelf life planning. We explain how to improve responsiveness with order-based allocation planning, sales order confirmation, and big deal / tender management coupled with simultaneous re-planning of supply. The book closes with a chapter on performance measurement, measurement of effectiveness, efficiency, and adherence.



Business Forecasting


Business Forecasting
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Author : Michael Gilliland
language : en
Publisher: John Wiley & Sons
Release Date : 2021-05-11

Business Forecasting written by Michael Gilliland and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-05-11 with Business & Economics categories.


Discover the role of machine learning and artificial intelligence in business forecasting from some of the brightest minds in the field In Business Forecasting: The Emerging Role of Artificial Intelligence and Machine Learning accomplished authors Michael Gilliland, Len Tashman, and Udo Sglavo deliver relevant and timely insights from some of the most important and influential authors in the field of forecasting. You'll learn about the role played by machine learning and AI in the forecasting process and discover brand-new research, case studies, and thoughtful discussions covering an array of practical topics. The book offers multiple perspectives on issues like monitoring forecast performance, forecasting process, communication and accountability for forecasts, and the use of big data in forecasting. You will find: Discussions on deep learning in forecasting, including current trends and challenges Explorations of neural network-based forecasting strategies A treatment of the future of artificial intelligence in business forecasting Analyses of forecasting methods, including modeling, selection, and monitoring In addition to the Foreword by renowned researchers Spyros Makridakis and Fotios Petropoulos, the book also includes 16 "opinion/editorial" Afterwords by a diverse range of top academics, consultants, vendors, and industry practitioners, each providing their own unique vision of the issues, current state, and future direction of business forecasting. Perfect for financial controllers, chief financial officers, business analysts, forecast analysts, and demand planners, Business Forecasting will also earn a place in the libraries of other executives and managers who seek a one-stop resource to help them critically assess and improve their own organization's forecasting efforts.