The Decision Maker S Handbook To Data Science
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The Decision Maker S Handbook To Data Science
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Author : Stylianos Kampakis
language : en
Publisher:
Release Date : 2020
The Decision Maker S Handbook To Data Science written by Stylianos Kampakis and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020 with Big data categories.
Data science is expanding across industries at a rapid pace, and the companies first to adopt best practices will gain a significant advantage. To reap the benefits, decision makers need to have a confident understanding of data science and its application in their organization. It is easy for novices to the subject to feel paralyzed by intimidating buzzwords, but what many don't realize is that data science is in fact quite multidisciplinary-useful in the hands of business analysts, communications strategists, designers, and more. With the second edition of The Decision Maker's Handbook to Data Science, you will learn how to think like a veteran data scientist and approach solutions to business problems in an entirely new way. Author Stylianos Kampakis provides you with the expertise and tools required to develop a solid data strategy that is continuously effective. Ethics and legal issues surrounding data collection and algorithmic bias are some common pitfalls that Kampakis helps you avoid, while guiding you on the path to build a thriving data science culture at your organization. This updated and revised second edition, includes plenty of case studies, tools for project assessment, and expanded content for hiring and managing data scientists Data science is a language that everyone at a modern company should understand across departments. Friction in communication arises most often when management does not connect with what a data scientist is doing or how impactful data collection and storage can be for their organization. The Decision Maker's Handbook to Data Science bridges this gap and readies you for both the present and future of your workplace in this engaging, comprehensive guide.
The Decision Maker S Handbook To Data Science
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Author : Stylianos Kampakis
language : en
Publisher: Apress
Release Date : 2024-09-26
The Decision Maker S Handbook To Data Science written by Stylianos Kampakis and has been published by Apress this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-09-26 with Computers categories.
Data science is expanding across industries at a rapid pace, and the companies first to adopt best practices will gain a significant advantage. To reap the benefits, decision makers need to have a confident understanding of data science and its application in their organization. This third edition delves into the latest advancements in AI, particularly focusing on large language models (LLMs), with clear distinctions made between AI and traditional data science, including AI's ability to emulate human decision-making. Author Stylianos Kampakis introduces you to the critical aspect of ethics in AI, an area of growing importance and scrutiny. The narrative examines the ethical considerations intrinsic to the development and deployment of AI technologies, including bias, fairness, transparency, and accountability. You’ll be provided with the expertise and tools required to develop a solid data strategy that is continuously effective. Ethics and legal issues surrounding data collection and algorithmic bias are some common pitfalls that Kampakis helps you avoid, while guiding you on the path to build a thriving data science culture at your organization. This updated edition also includes plenty of case studies, tools for project assessment, and expanded content for hiring and managing data scientists. Data science is a language that everyone at a modern company should understand across departments. Friction in communication arises most often when management does not connect with what a data scientist is doing or how impactful data collection and storage can be for their organization. The Decision Maker’s Handbook to Data Science bridges this gap and readies you for both the present and future of your workplace in this engaging, comprehensive guide. What You Will Learn Integrate AI with other innovative technologies Explore anticipated ethical, regulatory, and technical landscapes that will shape the future of AI and data science Discover how to hire and manage data scientists Build the right environment in order to make your organization data-driven Who This Book Is For Startup founders, product managers, higher level managers, and any other non-technical decision makers who are thinking to implement data science in their organization and hire data scientists. A secondary audience includes people looking for a soft introduction into the subject of data science.
The Essence Of Data Science
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Author : S S Prasad
language : en
Publisher: Independently Published
Release Date : 2021-10-12
The Essence Of Data Science written by S S Prasad and has been published by Independently Published this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-10-12 with categories.
Data Science field is growing exponentially and shaping our world. Data Science elevated to a distinct professional specialization around the year 2010. Data Science uses both 'Data' and 'Science' in creative ways to generate valuable insights for solving real world problems. Data Science is interdisciplinary and multifaceted. The scale and scope of Data Science Projects get expanded by the diversity of perspectives. There is no widely accepted boundary of Data Science. Even the traditional solution approach which involves selecting first the problem and then finding the data required for solving the problem, may get reversed by giving exploratory look at the data first and then picking up promising threads for further analysis. Data Science involves extensive data handling starting from finding the data, processing, visualizing and writing a narrative to extract meaningful insights . Pursuit of Data Science, therefore, needs sound understanding of scientific and technical aspects and soft skills besides domain knowledge. A series of books with simple, comprehensive and multifaceted coverage is much needed educational tool to become better at data-driven decisions . This first book in the Series On Understanding Data Science (SOUNDS) is aimed at Decision-makers at one end of the spectrum and those aspiring to enter the territory of Data Science at the other. It is also intended as a "Handy Book" (in contrast to a 'Handbook') for Data Science Practitioners.
The Decision Intelligence Handbook
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Author : L. Y. Pratt
language : en
Publisher: "O'Reilly Media, Inc."
Release Date : 2023-06-21
The Decision Intelligence Handbook written by L. Y. Pratt and has been published by "O'Reilly Media, Inc." this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-06-21 with categories.
Decision intelligence (DI) has been widely named as a top technology trend for several years, and Gartner reports that more than a third of large organizations are adopting it. Some even say that DI is the next step in the evolution of AI. Many software vendors offer DI solutions today, as they help organizations implement their evidence-based or data-driven decision strategies. But until now, there has been little practical guidance for organizations to formalize decision making and integrate their decisions with data. With this book, authors L. Y. Pratt and N. E. Malcolm fill this gap. They present a step-by-step method for integrating technology into decisions that bridge from actions to desired outcomes, with a focus on systems that act in an advisory, human-in-the-loop capacity to decision makers. This handbook addresses three widespread data-driven decision-making problems: How can decision makers use data and technology to ensure desired outcomes? How can technology teams communicate effectively with decision makers to maximize the return on their data and technology investments? How can organizational decision makers assess and improve their decisions over time?
The Decision Maker S Handbook To Data Science
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Author : Stylianos Kampakis
language : en
Publisher: Apress
Release Date : 2019-11-26
The Decision Maker S Handbook To Data Science written by Stylianos Kampakis and has been published by Apress this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-11-26 with Computers categories.
Data science is expanding across industries at a rapid pace, and the companies first to adopt best practices will gain a significant advantage. To reap the benefits, decision makers need to have a confident understanding of data science and its application in their organization. It is easy for novices to the subject to feel paralyzed by intimidating buzzwords, but what many don’t realize is that data science is in fact quite multidisciplinary—useful in the hands of business analysts, communications strategists, designers, and more. With the second edition of The Decision Maker’s Handbook to Data Science, you will learn how to think like a veteran data scientist and approach solutions to business problems in an entirely new way. Author Stylianos Kampakis provides you with the expertise and tools required to develop a solid data strategy that is continuously effective. Ethics and legal issues surrounding data collection and algorithmic bias are some common pitfalls that Kampakis helps you avoid, while guiding you on the path to build a thriving data science culture at your organization. This updated and revised second edition, includes plenty of case studies, tools for project assessment, and expanded content for hiring and managing data scientists Data science is a language that everyone at a modern company should understand across departments. Friction in communication arises most often when management does not connect with what a data scientist is doing or how impactful data collection and storage can be for their organization. The Decision Maker’s Handbook to Data Science bridges this gap and readies you for both the present and future of your workplace in this engaging, comprehensive guide. What You Will Learn Understand how data science can be used within your business. Recognize the differences between AI, machine learning, and statistics.Become skilled at thinking like a data scientist, without being one.Discover how to hire and manage data scientists.Comprehend how to build the right environment in order to make your organization data-driven. Who This Book Is For Startup founders, product managers, higher level managers, and any other non-technical decision makers who are thinking to implement data science in their organization and hire data scientists. A secondary audience includes people looking for a soft introduction into the subject of data science.
The Decision Intelligence Handbook
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Author : Lorien Pratt
language : en
Publisher: O'Reilly Media
Release Date : 2023-08
The Decision Intelligence Handbook written by Lorien Pratt and has been published by O'Reilly Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-08 with categories.
Decision intelligence is one of the top strategic technology trends for 2022. According to Gartner, more than a third of today's large organizations are expected to be practicing the discipline by 2023. But despite the growing consensus that decision intelligence offers great value to decision-makers, there's been little practical hands-on guidance on how to implement it. With this book, Lorien Pratt and Nadine Malcolm from Quantellia offer a practical methodology for understanding an action-to-outcome decision. The methodology includes a set of business processes for finding data that drives the decision, presenting data in a way that's useful for decision-makers, and showing decision-makers how to monitor and tailor the decision over time. This handbook addresses three problems that are ubiquitous in data-driven decision-making: How can decision-makers identify the data they need to support their decisions? How can you use data assets available to support a decision to show how a decision's outcomes depend on the actions taken by the decision-maker? How can decision-makers assess their decisions and improve organizational decision-making over time?
Data Science For Decision Makers Data Professionals
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Author : Eric Van Der Steen
language : en
Publisher: Passionned Publishers
Release Date : 2021-03-15
Data Science For Decision Makers Data Professionals written by Eric Van Der Steen and has been published by Passionned Publishers this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-03-15 with categories.
Learn how to embed data science, Big Data and AI in your organization's decision-making process and make your organization more data-driven, profitable, and intelligent in 10 steps. Book description This book covers every aspect of the implementation of data science, from the algorithms that make your decisions more refined, effective and faster to the people, skills, culture, and mindset required to make it happen. How do you set the right KPIs and targets? How are the best data-driven organizations structured? Why do you need a data warehouse or data lake? How do you manage a data science project? This book tackles every question relevant to implementing data science. Many organizations start by collecting data without a goal, but that data science approach is doomed to fail. This book takes you through the process of implementing data science from the ground floor all the way to the top. It all starts with the question: what do we want to achieve? It covers all the subsequent steps on a macro and micro level, from the process of registering data, to processing it, to the organization's response. All the relevant data science techniques and technologies are discussed, from algorithms and AI to the right management strategies. Based on many practical case studies and best practices, this book reveals what works and what doesn't. Benefit from the author's many years of experience in making organizations more intelligent and data-driven as a consultant and an educator. What you will learn - The most important benefits of data science. - The essential aspects of decision making and the role of data science. - How to determine the right KPIs and use them to manage effectively. - How to turn data into knowledge and information. - How to make your organization more agile. - The many types of algorithms that can be used to make more effective decisions on every level. - How to manage data science projects - who and what do you need to effectively implement data science? - How to design a data science roadmap. - And much, much more. Who is this book for This book is for every manager or professional, and all those who want to learn how to embed the effective use of data science in every facet of the organization. This comprehensive management handbook is a must-read for (business) consultants, business managers, Chief Data Officers (CDOs), CIOs, and other executives, project managers, Data Science consultants, Data Scientists, AI consultants, (business) controllers, quality managers, and BI consultants.
From Data To Decision
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Author : Marco Vriens
language : en
Publisher:
Release Date : 2022-12-28
From Data To Decision written by Marco Vriens and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-12-28 with Business & Economics categories.
From Data to Decision: A Handbook for the Modern Business Analyst provides readers with a comprehensive guide to understanding the inherent value of business analytics, building critical skill sets to conduct effective analyses, deriving valuable insight from analyses, and guiding management and other personnel toward well-informed, strategic decisions that bolster the health of a company or organization. The opening chapter outlines the rise of analytics as a dedicated discipline, its role in business decision-making, and various types of analyses. Additional chapters introduce readers to data strategy, a framework for and process for analytics, and how to apply insights for maximum impact within companies and organizations. Students examine analysis methods including linear regression, logistic regression, conjoint analysis, decision trees, multi-dimensional scaling, factor analysis, and cluster analysis. The second edition features three new chapters-the analytics plan, reading numbers, and conjoint analysis-and includes significant revisions throughout the text, as well as revised language to streamline key concepts and make the book more approachable for readers. From Data to Decision is an ideal textbook for courses in business and analytics, and suitable for both undergraduate and graduate studies.
Management Decision Making Big Data And Analytics
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Author : Simone Gressel
language : en
Publisher: SAGE
Release Date : 2020-10-12
Management Decision Making Big Data And Analytics written by Simone Gressel and has been published by SAGE this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-10-12 with Business & Economics categories.
Accessible and concise, this exciting new textbook examines data analytics from a managerial and organizational perspective and looks at how they can help managers become more effective decision-makers. The book successfully combines theory with practical application, featuring case studies, examples and a ‘critical incidents’ feature that make these topics engaging and relevant for students of business and management. The book features chapters on cutting-edge topics, including: • Big data • Analytics • Managing emerging technologies and decision-making • Managing the ethics, security, privacy and legal aspects of data-driven decision-making The book is accompanied by an Instructor’s Manual, PowerPoint slides and access to journal articles. Suitable for management students studying business analytics and decision-making at undergraduate, postgraduate and MBA levels.
Data Science For Business And Decision Making
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Author : Luiz Favero
language : en
Publisher: Academic Press
Release Date : 2019-04-22
Data Science For Business And Decision Making written by Luiz Favero and has been published by Academic Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-04-22 with Business & Economics categories.
Data Science for Business and Decision Making covers both statistics and operations research while most competing textbooks focus on one or the other. As a result, the book more clearly defines the principles of business analytics for those who want to apply quantitative methods in their work. Its emphasis reflects the importance of regression, optimization and simulation for practitioners of business analytics. Each chapter uses a didactic format that is followed by exercises and answers. Freely-accessible datasets enable students and professionals to work with Excel, Stata Statistical Software®, and IBM SPSS Statistics Software®.