Understanding the Predictive Analytics Lifecycle - Alberto Cordoba

Книга "Understanding the Predictive Analytics Lifecycle" представляет собой обзорный материал о различных этапах жизненного цикла предиктивной аналитики. В книге описываются все фазы развития проекта по предиктивной аналитике, используя примеры из различных отраслей, таких как банковское дело, гостиничный бизнес, операторы связи, здравоохранение, производство и розничная торговля. Авторы предоставляют набор инструментов, чтобы помочь читателям принимать осознанные решения в процессе разработки и реализации предиктивных проектов.

Процесс предиктивной аналитики включает в себя широкий спектр факторов, таких как навыки специалистов, технологии, инструменты и процессы. Для успешной реализации проекта по предиктивной аналитике все эти факторы должны быть правильно согласованы. Книга фокусируется на создании новых идей и понимании бизнес-производительности на основе обширного использования данных, статистического и количественного анализа, объяснительного и предиктивного моделирования и управления на основе фактов.

В книге описываются все фазы развития предиктивной инициативы, включая проектирование, подготовку, изучение, моделирование, коммуникацию и измерение. Каждая фаза разработки предиктивной инициативы описывается в отдельной главе. Книга также предоставляет комплексный обзор всего жизненного цикла аналитического процесса.

Если вы являетесь руководителем и хотели бы понимать жизненный цикл предиктивной аналитики, то книга "Understanding the Predictive Analytics Lifecycle" является обязательным ресурсом и справочным пособием.

You may not be familiar with this book, but here's a quick description for you: "Understanding the Predictive Analytics Life Cycle" by Alberto Cordoba is a high-level look at the various stages of the developmental process of predictive analytics initiatives. This useful resource offers you to sector-specific case studies from a diverse range of economic backgrounds, including banking, resort spheres, mobile providers, health care, manufacturing and commerce, which represent every phase of this operative method.

Providing a high-level and informal approach to the different phases in the predictive analytics process, the book Understand the Predictive Analycx Lifecyxle covers each stage in the development process of a predictive analytic initiative. By using illustrative case studies in a range of industry sectors, including banking, resorts, mobile companies, healthcare, manufacturers, and retailers, the author succeeds in illustrating each stage of the process and constructing a blueprint for future projects, despite the many varied requirements in terms of predictive analytics. This requires a considerable amount of inputs related to individual skills and competencies, as well as technology, tools, processes, and methods. In order to achieve successful projects or programs that can help realise forward-thinking insights in making business decisions, it is essential for all these factors to be properly aligned. The author pays special attention to generating new insights into and understandings of business performance through the extensive usage of data and statistics, quantitative and qualitative analysis, modelling, and data-driven decision-making making, then inputting these understandings into managerial decisions.The book includes chapters covering: An overall overview of relevant mastering stages: planning, preparation, exploration, model building, communication, and measuring looking at each phase in the life cycle of predicitive initiatives in different industry branches and country contexts, with a dedicated chapter for each step in the development proccess of a predicitve initiativ, an in-depth review of the whole analytic lifecycle. If you are a leader or manager seeking to discover the predictive analytical system, this book is an essential study tool and reference resource.

Электронная Книга «Understanding the Predictive Analytics Lifecycle» написана автором Alberto Cordoba в году.

Минимальный возраст читателя: 0

Язык: Английский

ISBN: 9781118938935

A high-level, informal look at the different stages of the predictive analytics cycle Understanding the Predictive Analytics Lifecycle covers each phase of the development of a predictive analytics initiative. Through the use of illuminating case studies across a range of industries that include banking, megaresorts, mobile operators, healthcare, manufacturing, and retail, the book successfully illustrates each phase of the predictive analytics cycle to create a playbook for future projects. Predictive business analytics involves a wide variety of inputs that include individuals' skills, technologies, tools, and processes. To create a successful analytics program or project to gain forward-looking insight into making business decisions and actions, all of these factors must properly align. The book focuses on developing new insights and understanding business performance based on extensive use of data, statistical and quantitative analysis, explanatory and predictive modeling, and fact-based management as input for human decisions. The book includes: An overview of all relevant phases: design, prepare, explore, model, communicate, and measure Coverage of the stages of the predictive analytics cycle across different industries and countries A chapter dedicated to each of the phases of the development of a predictive initiative A comprehensive overview of the entire analytic process lifecycle If you're an executive looking to understand the predictive analytics lifecycle, this is a must-read resource and reference guide.