Beschreibung
A practical guide for anyone who aspires to become data analyticssavvy
Data analytics has become central to the operation of most businesses, making it an increasingly necessary skill for every manager and for all functions across an organisation.Data Analytics for Organisational Development: Unleashing the Potential of Your Data introduces a methodical process for gathering, screening, transforming, and analysing the correct datasets to ensure that they are reliable tools for business decision-making. Written by a Six Sigma Master Black Belt and a Lean Six Sigma Black Belt, this accessible guide explains and illustrates the application of data analytics for organizational development and design, with particular focus on Customer and Strategy Analytics, Operations Analytics and Workforce Analytics.
Designed as both a handbook and workbook,Data Analytics for Organisational Development presents the application of data analytics for organizational design and development using case studies and practical examples. It aims to help build a bridge between data scientists, who have less exposure to actual business issues, and the "non-data scientists." With this guide, anyone can learn to perform data analytics tasks from translating a business question into a data science hypothesis to understanding the data science results and making the appropriate decisions. From data acquisition, cleaning, and transformation to analysis and decision making, this book covers it all. It also helps you avoid the pitfalls of unsound decision making, no matter where in the value chain you work.
Follow the Five Steps of a Data Analytics Case to arrive at the correct business decision based on sound data analysisBecome more proficient in effectively communicating and working with the data experts, even if you have no background in data scienceLearn from cases and practical examples that demonstrate a systematic method for gathering and processing data accuratelyWork through end-of-chapter exercises to review key concepts and apply methods using sample data sets
Data Analytics for Organisational Development includes downloadable tools for learning enrichment, including spreadsheets, Power BI slides, datasets, R analysis steps and more. Regardless of your level in your organisation, this book will help you become savvy with data analytics, one of todays top business tools.
Autorenportrait
Uwe H. Kaufmann, PhD, is the founder of the Centre for Organisational Effectiveness, a business advisory firm based in Singapore. He is Adjunct Senior Fellow at the Singapore University of Technology and Design and Affiliate Faculty at Singapore Management University Academy.
Amy B.C. Tan is Director and Partner at the Centre for Organisational Effectiveness and Affiliate Faculty at Singapore Management University Academy. She has over 20 years of experience in strategic HR management, organisational development, succession planning, performance management, and leadership development.
Inhalt
Foreword
Preface
Introduction: Why Data Analytics is Important
Chapter 1: Introduction to Data Analytics and Data Science
Chapter 2: Customer Domain Customer Analytics
Chapter 3: Process Domain Operations Analytics
Chapter 4: Workforce Domain Workforce Analytics
Chapter 5: Implementing Data Analytics for Organisational Development
Materials for Download
Index
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