The future of the Human Resource Management profession is inextricably linked to understanding data analytics. This book provides practical, hands-on approaches to connect data to HR policies and practices to help influence overall business performance. Building on traditional HR skillsets, the book makes understanding and engaging with data analytics possible for professionals at all levels. Leveraging key statistical and financial concepts, including ROI and people productivity, and commonly available tools such as Workday and Tableau, the authors explore key skills and tasks in an accessible and illuminating way, including: data-analytic thinking data management data collection clean-up and warehousing building descriptive and predictive models applying HR analytics skills and tools to workforce planning, recruitment, training, and turnover analysis. Fundamentals of HR Analytics is an essential resource for aspiring, new and experienced HR professionals across a wide range of industrial contexts, as well as data analysts working on business workforce focused projects and upper level students of HR encountering data analytics in this context for the first time.

The study confirmed that individuals with certain personality types and personality preferences, have different preferences for certain reward categories. There was a stronger relationship between reward preferences and personality preferences than for reward preferences and personality types. Preferences for reward categories by different demographic groups were confirmed. The significant difference in reward preferences between Black and White respondents in particular was noteworthy, with Black respondents indicating significantly higher mean scores for all reward categories than White respondents. Finally, a total rewards framework informed by the most prominent preferences for reward categories, was designed.

There are thousands of books and gurus on the subject of performance management. Yet, there are so few examples of where it is practised well.

Everyone knows what performance management is, have read the books, have heard the gurus, yet there are so few outstanding success stories. This book is different for the following reasons:

• It is based on years of personal experience in implementing hundreds of performance management systems in companies.
• Contributors to the book have actually done and experienced what they are writing about, with particular experience in emerging markets.
• It is underpinned by empirical research.
• It is practical and, for once, tells you how to do it, with no missing steps or information. There are tool kits, forms and check lists that can be used instantly.
• It is written in plain English with no bamboozling jargon, with many practical examples and templates that you can amend to suit your needs.

It also includes practical examples of different types of performance appraisal methodologies, namely the Outputs Approach; Traditional Approach; Balanced Scorecard and Multirater/360o.