Predictive Analytics For Human Resources

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Predictive Analytics for Human Resources

Author : Jac Fitz-enz
Publisher : John Wiley & Sons
ISBN 13 : 1118893670
Total Pages : 180 pages
Book Rating : 4.1/5 (188 download)

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Book Synopsis Predictive Analytics for Human Resources by : Jac Fitz-enz

Download or read book Predictive Analytics for Human Resources written by Jac Fitz-enz and published by John Wiley & Sons. This book was released on 2014-07-28 with total page 180 pages. Available in PDF, EPUB and Kindle. Book excerpt: Create and run a human resource analytics project with confidence For any human resource professional that wants to harness the power of analytics, this essential resource answers the questions: "Where do I start?" and "What tools are available?" Predictive Analytics for Human Resources is designed to answer these and other vital questions. The book explains the basics of every business—the vision, the brand, and the culture, and shows how predictive analytics supports them. The authors put the focus on the fundamentals of predictability and include a framework of logical questions to help set up an analytic program or project, then follow up by offering a clear explanation of statistical applications. Predictive Analytics for Human Resources is a how-to guide filled with practical and targeted advice. The book starts with the basic idea of engaging in predictive analytics and walks through case simulations showing statistical examples. In addition, this important resource addresses the topics of internal coaching, mentoring, and sponsoring and includes information on how to recruit a sponsor. In the book, you'll find: A comprehensive guide to developing and implementing a human resource analytics project Illustrative examples that show how to go to market, develop a leadership model, and link it to financial targets through causal modeling Explanations of the ten steps required in building an analytics function How to add value through analysis of systems such as staffing, training, and retention For anyone who wants to launch an analytics project or program for HR, this complete guide provides the information and instruction to get started the right way.

Predictive Analytics in Human Resource Management

Author : Shivinder Nijjer
Publisher : Taylor & Francis
ISBN 13 : 1000208079
Total Pages : 237 pages
Book Rating : 4.0/5 (2 download)

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Book Synopsis Predictive Analytics in Human Resource Management by : Shivinder Nijjer

Download or read book Predictive Analytics in Human Resource Management written by Shivinder Nijjer and published by Taylor & Francis. This book was released on 2020-12-03 with total page 237 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume is a step-by-step guide to implementing predictive data analytics in human resource management (HRM). It demonstrates how to apply and predict various HR outcomes which have an organisational impact, to aid in strategising and better decision-making. The book: Presents key concepts and expands on the need and role of HR analytics in business management. Utilises popular analytical tools like artificial neural networks (ANNs) and K-nearest neighbour (KNN) to provide practical demonstrations through R scripts for predicting turnover and applicant screening. Discusses real-world corporate examples and employee data collected first-hand by the authors. Includes individual chapter exercises and case studies for students and teachers. Comprehensive and accessible, this guide will be useful for students, teachers, and researchers of data analytics, Big Data, human resource management, statistics, and economics. It will also be of interest to readers interested in learning more about statistics or programming.

Predictive HR Analytics

Author : Dr Martin R. Edwards
Publisher : Kogan Page Publishers
ISBN 13 : 0749484454
Total Pages : 537 pages
Book Rating : 4.7/5 (494 download)

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Book Synopsis Predictive HR Analytics by : Dr Martin R. Edwards

Download or read book Predictive HR Analytics written by Dr Martin R. Edwards and published by Kogan Page Publishers. This book was released on 2019-03-03 with total page 537 pages. Available in PDF, EPUB and Kindle. Book excerpt: HR metrics and organizational people-related data are an invaluable source of information from which to identify trends and patterns in order to make effective business decisions. But HR practitioners often lack the statistical and analytical know-how to fully harness the potential of this data. Predictive HR Analytics provides a clear, accessible framework for understanding and working with people analytics and advanced statistical techniques. Using the statistical package SPSS (with R syntax included), it takes readers step by step through worked examples, showing them how to carry out and interpret analyses of HR data in areas such as employee engagement, performance and turnover. Readers are shown how to use the results to enable them to develop effective evidence-based HR strategies. This second edition has been updated to include the latest material on machine learning, biased algorithms, data protection and GDPR considerations, a new example using survival analyses, and up-to-the-minute screenshots and examples with SPSS version 25. It is supported by a new appendix showing main R coding, and online resources consisting of SPSS and Excel data sets and R syntax with worked case study examples.

Human Capital Analytics

Author : Gene Pease
Publisher : John Wiley & Sons
ISBN 13 : 1118466764
Total Pages : 261 pages
Book Rating : 4.1/5 (184 download)

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Book Synopsis Human Capital Analytics by : Gene Pease

Download or read book Human Capital Analytics written by Gene Pease and published by John Wiley & Sons. This book was released on 2012-10-30 with total page 261 pages. Available in PDF, EPUB and Kindle. Book excerpt: An insightful look at the implementation of advanced analytics on human capital Human capital analytics, also known as human resources analytics or talent analytics, is the application of sophisticated data mining and business analytics techniques to human resources data. Human Capital Analytics provides an in-depth look at the science of human capital analytics, giving practical examples from case studies of companies applying analytics to their people decisions and providing a framework for using predictive analytics to optimize human capital investments. Written by Gene Pease, Boyce Byerly, and Jac Fitz-enz, widely regarded as the father of human capital Offers practical examples from case studies of companies applying analytics to their people decisions An in-depth discussion of tools needed to do the work, particularly focusing on multivariate analysis The challenge of human resources analytics is to identify what data should be captured and how to use the data to model and predict capabilities so the organization gets an optimal return on investment on its human capital. The goal of human capital analytics is to provide an organization with insights for effectively managing employees so that business goals can be reached quickly and efficiently. Written by human capital analytics specialists Gene Pease, Boyce Byerly, and Jac Fitz-enz, Human Capital Analytics provides essential action steps for implementation of advanced analytics on human capital.

Data-Driven HR

Author : Bernard Marr
Publisher : Kogan Page Publishers
ISBN 13 : 0749482478
Total Pages : 265 pages
Book Rating : 4.7/5 (494 download)

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Book Synopsis Data-Driven HR by : Bernard Marr

Download or read book Data-Driven HR written by Bernard Marr and published by Kogan Page Publishers. This book was released on 2018-04-03 with total page 265 pages. Available in PDF, EPUB and Kindle. Book excerpt: FINALIST: Business Book Awards 2019 - HR and Management Category Traditionally seen as a purely people function unconcerned with numbers, HR is now uniquely placed to use company data to drive performance, both of the people in the organization and the organization as a whole. Data-Driven HR is a practical guide which enables HR professionals to leverage the value of the vast amount of data available at their fingertips. Covering how to identify the most useful sources of data, collect information in a transparent way that is in line with data protection requirements and turn this data into tangible insights, this book marks a turning point for the HR profession. Covering all the key elements of HR including recruitment, employee engagement, performance management, wellbeing and training, Data-Driven HR examines the ways data can contribute to organizational success by, among other things, optimizing processes, driving performance and improving HR decision making. Packed with case studies and real-life examples, this is essential reading for all HR professionals looking to make a measurable difference in their organizations.

HR Analytics

Author : Tracey Smith
Publisher : Numerical Insights LLC
ISBN 13 : 1492739162
Total Pages : 120 pages
Book Rating : 4.4/5 (927 download)

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Book Synopsis HR Analytics by : Tracey Smith

Download or read book HR Analytics written by Tracey Smith and published by Numerical Insights LLC. This book was released on 2013-10-22 with total page 120 pages. Available in PDF, EPUB and Kindle. Book excerpt: How can HR show value? With 20+ years of analytical expertise, the author guides you into the land of HR analytics to answer this question. The reader of this book is a business leader, an HR leader, analyst, student or just plain curious about what analytics in the Human Resource function is all about. It is intended for the business-minded individual interested in learning about the strategic advantages which can be obtained from performing analytics on the wealth of data stored in HR systems. The book begins with a brief history of the evolution of HR information and explains some of the differences between the stages of information progression. It also provides an opinion on who needs to know these differences and who doesn’t. The book moves on to provide advice on how to best select metrics for HR and how to approach an analysis is an organized way. A full chapter is dedicated to practical examples in order to assist the reader in generating ideas of how to provide value to the organization. Examples are provided using simple and more advanced techniques. The intent, however, is to show where value can be found in HR data and not to provide instruction on mathematical techniques. For the HR leader, the book will go on to examine the advantages and disadvantages of trying to build these capabilities in-house and will provide a realistic view of the challenges associated with implementing analytics in Human Resources. For the HR analyst, a section is included to discuss the realistic challenges you will face in collecting and analyzing HR data. Those entering this field or thinking about it, can then go in with their eyes wide open. A brief introduction to Strategic Workforce Planning is provided because it overlaps with HR analytics in one of its major steps. Finally, the book provides advice and opinions on data analysis and visualization tools available to the HR professional. What Will This Book Do for Me? Before the reader embarks on his / her journey through the pages of this book, it is important to know the types of questions that will be answered. Only then can the reader determine the true value of this material for his / her business. The list below is not all inclusive, but will provide the reader with an idea on how the information contained herein can be used. 1. How can I show some HR analytics quick wins to my leadership team? 2. What are the evolutionary stages of analytics and in what stage are most businesses? 3. How can I organize my analysis efforts? 4. What can regression analysis do for me? 5. How can I link HR to the business? 6. How can I get strategic value out of an HR survey? 7. Should I have an in-house analytics group? If so, which skill sets should I look for? 8. What challenges can I realistically expect to face if I head into HR analytics? Under the new pressure for Human Resources to provide higher value to the company, answering these and similar questions for the organization will increase the strategic level of Human Resources.

The New HR Analytics

Author : Jac FITZ-ENZ
Publisher : AMACOM
ISBN 13 : 0814416446
Total Pages : 369 pages
Book Rating : 4.8/5 (144 download)

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Book Synopsis The New HR Analytics by : Jac FITZ-ENZ

Download or read book The New HR Analytics written by Jac FITZ-ENZ and published by AMACOM. This book was released on 2010-05-12 with total page 369 pages. Available in PDF, EPUB and Kindle. Book excerpt: Using Fitz-enz’s proprietary analytic model, you will be equipped to measure and evaluate past and current returns and apply the information to make predictions about the future value of human capital investments. In his landmark book, The ROI of Human Capital, Jac Fitz-enz presented a system of powerful metrics for quantifying the contributions of individual employees to a company’s bottom line. Now, in The New HR Analytics, he reveals how human resources professionals can apply this expense-based knowledge to make the most strategic staffing decisions for their companies. You’ll learn how to: evaluate and prioritize the skills needed to sustain performance; build an agile workforce through flexible Capability Planning; determine how the organization can stimulate and reward behaviors that matter; apply a proven succession planning strategy that leverages employee engagement and drives top-line revenue growth; and recognize risks and formulate responses that avoid surprises. Brimming with real-world examples and input from thirty top HR practitioners and thought leaders as well as exclusive analytical tools, The New HR Analytics ushers in a new era in human resources and human capital management.

The Practical Guide to HR Analytics

Author : Shonna D. Waters
Publisher :
ISBN 13 : 9781586445324
Total Pages : 0 pages
Book Rating : 4.4/5 (453 download)

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Book Synopsis The Practical Guide to HR Analytics by : Shonna D. Waters

Download or read book The Practical Guide to HR Analytics written by Shonna D. Waters and published by . This book was released on 2018 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: The need for HR professionals to understand and apply data analytics is greater than ever. Today's successful HR professionals must ask insightful questions, understand key terms, and intelligently apply data, but may lack a clear understanding of the many forms, types, applications, interpretations, and capabilities of HR analytics. HR Analytics provides a practical approach to using data to solve real HR challenges in organizations and demystifies analytics with clear guidelines and recommendations for making the business case, starting an HR analytics function, avoiding common pitfalls, presenting data through visualization and storytelling, and much more.

Fundamentals of Human Resource Management

Author : Talya Bauer
Publisher : SAGE Publications
ISBN 13 : 1544397267
Total Pages : 534 pages
Book Rating : 4.5/5 (443 download)

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Book Synopsis Fundamentals of Human Resource Management by : Talya Bauer

Download or read book Fundamentals of Human Resource Management written by Talya Bauer and published by SAGE Publications. This book was released on 2019-12-10 with total page 534 pages. Available in PDF, EPUB and Kindle. Book excerpt: Fundamentals of Human Resource Management: People, Data, and Analytics provides a current, succinct, and interesting introduction to the world of HRM with a special emphasis on how data can help managers make better decisions about the people in their organizations. Authors Talya Bauer, Berrin Erdogan, David Caughlin, and Donald Truxillo use cutting-edge case studies and contemporary examples to illustrate key concepts and trends. A variety of exercises give students hands-on opportunities to practice their problem-solving, ethical decision-making, and data literacy skills. Non-HR majors and HR majors alike will learn best practices for managing talent in today’s ever-evolving workplace.

Excellence in People Analytics

Author : Jonathan Ferrar
Publisher : Kogan Page Publishers
ISBN 13 : 0749498307
Total Pages : 385 pages
Book Rating : 4.7/5 (494 download)

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Book Synopsis Excellence in People Analytics by : Jonathan Ferrar

Download or read book Excellence in People Analytics written by Jonathan Ferrar and published by Kogan Page Publishers. This book was released on 2021-07-03 with total page 385 pages. Available in PDF, EPUB and Kindle. Book excerpt: Effectively and ethically leveraging people data to deliver real business value is what sets the best HR leaders and teams apart. Excellence in People Analytics provides business and human resources leaders with everything they need to know about creating value from people analytics. Written by two leading experts in the field, this practical guide outlines how to create sustainable business value with people analytics and develop a data-driven culture in HR. Most importantly, it allows HR professionals and business executives to translate their data into tangible actions to improve business performance. while navigating the rapidly evolving world of work. Full of practical tools and advice assembled around the Insight222 Nine Dimensions in People Analytics® model, this book demonstrates how to use people data to increase profits, improve staff retention and workplace productivity as well as develop individual employee experience. Featuring case studies from leading companies including Microsoft, HSBC, Syngenta, Capital One, Novartis, Bosch, Uber, Santander Brasil and American Eagle Outfitters®, Excellence in People Analytics is essential reading for all HR professionals needing to unlock the potential in their people data and gain competitive advantage

Work Rules!

Author : Laszlo Bock
Publisher : Twelve
ISBN 13 : 1455554804
Total Pages : 446 pages
Book Rating : 4.4/5 (555 download)

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Book Synopsis Work Rules! by : Laszlo Bock

Download or read book Work Rules! written by Laszlo Bock and published by Twelve. This book was released on 2015-04-07 with total page 446 pages. Available in PDF, EPUB and Kindle. Book excerpt: From the visionary head of Google's innovative People Operations comes a groundbreaking inquiry into the philosophy of work -- and a blueprint for attracting the most spectacular talent to your business and ensuring that they succeed. "We spend more time working than doing anything else in life. It's not right that the experience of work should be so demotivating and dehumanizing." So says Laszlo Bock, former head of People Operations at the company that transformed how the world interacts with knowledge. This insight is the heart of Work Rules!, a compelling and surprisingly playful manifesto that offers lessons including: Take away managers' power over employees Learn from your best employees-and your worst Hire only people who are smarter than you are, no matter how long it takes to find them Pay unfairly (it's more fair!) Don't trust your gut: Use data to predict and shape the future Default to open-be transparent and welcome feedback If you're comfortable with the amount of freedom you've given your employees, you haven't gone far enough. Drawing on the latest research in behavioral economics and a profound grasp of human psychology, Work Rules! also provides teaching examples from a range of industries-including lauded companies that happen to be hideous places to work and little-known companies that achieve spectacular results by valuing and listening to their employees. Bock takes us inside one of history's most explosively successful businesses to reveal why Google is consistently rated one of the best places to work in the world, distilling 15 years of intensive worker R&D into principles that are easy to put into action, whether you're a team of one or a team of thousands. Work Rules! shows how to strike a balance between creativity and structure, leading to success you can measure in quality of life as well as market share. Read it to build a better company from within rather than from above; read it to reawaken your joy in what you do.

Fundamentals of HR Analytics

Author : Fermin Diez
Publisher : Emerald Group Publishing
ISBN 13 : 1789739632
Total Pages : 169 pages
Book Rating : 4.7/5 (897 download)

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Book Synopsis Fundamentals of HR Analytics by : Fermin Diez

Download or read book Fundamentals of HR Analytics written by Fermin Diez and published by Emerald Group Publishing. This book was released on 2019-11-11 with total page 169 pages. Available in PDF, EPUB and Kindle. Book excerpt: Providing practical, hands-on approaches to connect data to HR policies and practices to help influence overall business performance, this book is an essential resource for aspiring, new and experienced HR professionals across a wide range of industrial contexts.

Predictive HR Analytics

Author : Mong Shen Ng
Publisher : Independently Published
ISBN 13 : 9781790406371
Total Pages : 417 pages
Book Rating : 4.4/5 (63 download)

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Book Synopsis Predictive HR Analytics by : Mong Shen Ng

Download or read book Predictive HR Analytics written by Mong Shen Ng and published by Independently Published. This book was released on 2018-11-27 with total page 417 pages. Available in PDF, EPUB and Kindle. Book excerpt: You don't need to spend months learning the Python, R or SQL programming language, and you don't need to buy expensive statistical software like SPSS or SAS. This is the only book that teaches you Predictive Analytics using Microsoft Excel (which you already have & know how to use)! This book not only share with you the analytics findings of other companies, but also teaches you how to derive it by yourself! It covers the ARHAT Predictive HR Analytics framework, teaches you data-storytelling & data-visualization techniques, and teaches you how to use Microsoft Excel's statistical tools (Decision trees, Correlation, Multiple Regression, Logistic Regression, Chi-Square) with step-by-step print-screen instructions. It is also the only book that covers the full HR Analytics scope (Benefits, Compensation, Culture, Diversity & Inclusion, Engagement, Leadership, Learning & Development, Payroll, Personality Traits, Performance Management, Recruitment, Sales Incentives) with numerous real-world Predictive HR Analytics examples, & shows how Predictive HR Analytics answers questions such as: (1) Predict who are the people at risk of leaving using Decision tree, Correlation, Excel Logistic Regression, etc. (e.g. employee aged 30, who stays more than xx km from the company, who is rated "average for performance", has a 90% probability of resigning in her 3rd year.). (2) Identify where the best people come from and how successful a candidate will be if hired using simple correlation (E.g. Customer Service staff and Sales staff with x & y personality traits are likely to be good performers if hired). (3) Predict impact of Employee Engagement on customer satisfaction, revenue and Shareholder Returns, etc. using Excel Multiple Regression. (e.g. 1% increase in employee engagement leads to $100k increase in company revenue, 2% increase in customer satisfaction, 1% increase in Shareholders return, 1 day reduction in average sick leave, etc.). (4) Predict financial impact of training using Excel Multiple Regression (e.g. training satisfaction rating of xx leads to $y increase in company revenue). (5) Predict Diversity & Inclusion's impact on revenue and EBIT (e.g. convert your company's ethnic diversity mix to an index number, then use Excel Multiple Regression to predict if your company's diversity Index is x --> your company's Sales will be $y and EBIT will be z%). (6) Predict employee absenteeism and accident, using Chi-Square.

New Paradigm in Decision Science and Management

Author : Srikanta Patnaik
Publisher : Springer Nature
ISBN 13 : 9811393303
Total Pages : 408 pages
Book Rating : 4.8/5 (113 download)

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Book Synopsis New Paradigm in Decision Science and Management by : Srikanta Patnaik

Download or read book New Paradigm in Decision Science and Management written by Srikanta Patnaik and published by Springer Nature. This book was released on 2019-09-20 with total page 408 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book discusses an emerging area in computer science, IT and management, i.e., decision sciences and management. It includes studies that employ various computing techniques like machine learning to generate insights from huge amounts of available data; and which explore decision-making for cross-platforms that contain heterogeneous data associated with complex assets; leadership; and team coordination. It also reveals the advantages of using decision sciences with management-oriented problems. The book includes a selection of the best papers presented at the International Conference on Decision Science and Management 2018 (ICDSM 2018), held at the Interscience Institute of Management and Technology (IIMT), Bhubaneswar, India.

People Analytics in the Era of Big Data

Author : Jean Paul Isson
Publisher : John Wiley & Sons
ISBN 13 : 111923316X
Total Pages : 406 pages
Book Rating : 4.1/5 (192 download)

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Book Synopsis People Analytics in the Era of Big Data by : Jean Paul Isson

Download or read book People Analytics in the Era of Big Data written by Jean Paul Isson and published by John Wiley & Sons. This book was released on 2016-04-21 with total page 406 pages. Available in PDF, EPUB and Kindle. Book excerpt: Apply predictive analytics throughout all stages of workforce management People Analytics in the Era of Big Data provides a blueprint for leveraging your talent pool through the use of data analytics. Written by the Global Vice President of Business Intelligence and Predictive Analytics at Monster Worldwide, this book is packed full of actionable insights to help you source, recruit, acquire, engage, retain, promote, and manage the exceptional talent your organization needs. With a unique approach that applies analytics to every stage of the hiring process and the entire workforce planning and management cycle, this informative guide provides the key perspective that brings analytics into HR in a truly useful way. You're already inundated with disparate employee data, so why not mine that data for insights that add value to your organization and strengthen your workforce? This book presents a practical framework for real-world talent analytics, backed by groundbreaking examples of workforce analytics in action across the U.S., Canada, Europe, Asia, and Australia. Leverage predictive analytics throughout the hiring process Utilize analytics techniques for more effective workforce management Learn how people analytics benefits organizations of all sizes in various industries Integrate analytics into HR practices seamlessly and thoroughly Corporate executives need fact-based insights into what will happen with their talent. Who should you hire? Who should you promote? Who are the top or bottom performers, and why? Who is at risk to quit, and why? Analytics can provide these answers, and give you insights based on quantifiable data instead of gut feeling and subjective assessment. People Analytics in the Era of Big Data is the essential guide to optimizing your workforce with the tools already at your disposal.

People Analytics For Dummies

Author : Mike West
Publisher : John Wiley & Sons
ISBN 13 : 1119434769
Total Pages : 471 pages
Book Rating : 4.1/5 (194 download)

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Book Synopsis People Analytics For Dummies by : Mike West

Download or read book People Analytics For Dummies written by Mike West and published by John Wiley & Sons. This book was released on 2019-03-19 with total page 471 pages. Available in PDF, EPUB and Kindle. Book excerpt: Maximize performance with better data Developing a successful workforce requires more than a gut check. Data can help guide your decisions on everything from where to seat a team to optimizing production processes to engaging with your employees in ways that ring true to them. People analytics is the study of your number one business asset—your people—and this book shows you how to collect data, analyze that data, and then apply your findings to create a happier and more engaged workforce. Start a people analytics project Work with qualitative data Collect data via communications Find the right tools and approach for analyzing data If your organization is ready to better understand why high performers leave, why one department has more personnel issues than another, and why employees violate, People Analytics For Dummies makes it easier.

HR Analytics and Digital HR Practices

Author : Subhra R Mondal
Publisher : Springer Nature
ISBN 13 : 9811670994
Total Pages : 293 pages
Book Rating : 4.8/5 (116 download)

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Book Synopsis HR Analytics and Digital HR Practices by : Subhra R Mondal

Download or read book HR Analytics and Digital HR Practices written by Subhra R Mondal and published by Springer Nature. This book was released on 2021-12-13 with total page 293 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book discusses the effect of global pandemic, Covid-19, on human resource and draws strategies with new job designing tools and techniques. It provides insights on how to develop new strategies for HR professionals in corporates and academicians. This book explores the implication of descriptive, predictive and prescriptive HR analytics practices for different functional domains and in different countries during COVID-19. It brings new dimensions of study in HR analytics which are sure to change after COVID-19 as it has affected the way people are going to work.