From data collection to evaluation and visualization of prediction results, this book provides a comprehensive overview of the process of predicting demand for retailers. Each step is illustrated with the relevant code and implementation details to demystify how historical data can be leveraged to predict future demand. The tools and methods presented can be applied to most retail settings, both online and brick-and-mortar, such as fashion, electronics, groceries, and furniture. This book is intended to help students in business analytics and data scientists better master how to leverage data for predicting demand in retail applications. It can also be used as a guide for supply chain practitioners who are interested in predicting demand. It enables readers to understand how to leverage data to predict future demand, how to clean and pre-process the data to make it suitable for predictive analytics, what the common caveats are in terms of implementation and how to assess prediction accuracy.

Gathering unique and thoughtful contributions from leading international scholars, this timely Research Handbook offers diverse perspectives on university rankings twenty years after the first global rankings emerged. It presents an in-depth analysis that reflects the current state of research on rankings, their influence and impact.

Museum Store: The Manager's Guide is a practical guide for any store manager who needs guidance about visual merchandising, measuring performance, managing volunteers and much more. This eight-chapter volume includes a wealth of advice on best practices compiled by the national professional organization of museum stores. It includes a myriad of supportive worksheets to help the novice manager. It provides guidance from experienced store managers to assist the novice in evaluating a store’s performance. The 4th edition includes updated information on social media and mobile shopping. A new chapter to this valuable resource highlights the legal implications of the business of nonprofit retail including copyright, unrelated business income tax, and staff relations. A great resource for every back office!

This timely Research Handbook provides a broad analysis and discussion on how academics are managed. It addresses key issues, including the changing nature of academic work and academic labour markets, issues of power, leadership, ageing, human resource management practices, and mobility. As academia is increasingly questioned as an elite profession, a narrative of casualisation, precarity, inequality, long hours, surveillance, austerity, erosion of pay, exacerbated competition, and harmful power relations has come to dominate. Expert contributors provide multiple perspectives on how academics are managed and how the management of academics influences their roles and careers. Chapters consider how academics' characteristics, such as gender, age, and position in their academic career, influence or are influenced by the way in which academics are managed. Drawing together a range of theoretical approaches as well as a broad geographical coverage, this Research Handbook offers an important contribution to the debates surrounding the shifting frontiers of managing academics and the questions raised for individuals, higher education institutions, and higher education systems. This Research Handbook will be a useful resource for academics and advanced students with an interest in human resource management, management and universities, and management education. Higher education professionals and policy makers will also find it to be a helpful guide.

A parent objects to a curriculum that includes a unit on Greek gods, arguing that it violates the separation of church and state. As a teacher or administrator, how should you respond? This type of issue is one most educators will have to confront eventually, in addition to other hot-button issues such as zero-tolerance policies, drug and alcohol testing, and prayer in schools. The School Law Handbook is designed to enable educators to confront such issues with information, insight, and initiative. The issues are organized into five areas: the school environment, Constitutional issues, students, personnel, and accountability. Within each area are several chapters, each beginning with a realistic scenario followed by legal and practical analyses of the situation. Armed with this knowledge of the parameters governing each scenario, educators can more effectively manage their responses, asking and answering the key questions: - What are the legal boundaries? - What is the district policy related to this issue? - What are the potential strategies for resolution? In this era of unparalleled public scrutiny, The School Law Handbook is essential reading for all school personnel. Note: This product listing is for the Adobe Acrobat (PDF) version of the book.

Developing and updating school improvement plans is an annual ritual for virtually all school principals and their school improvement committees. Still, large numbers of schools continue to produce disappointing outcomes. The authors believe that part of the problem is the result of plans that focus on the wrong targets and that rely on ineffective strategies for improvement. To help principals and their school improvement committees develop and implement plans with a greater likelihood of success, the authors offer a step-by-step process for school improvement planning. They go on to pinpoint specific school improvement goals, including raising reading and mathematics achievement, building robust school cultures, addressing the needs of English language learners, improving instruction, and reducing absenteeism and dropouts. For each goal, a variety of objectives and proven strategies is presented along with sample school improvement plans. The book addresses the differences in planning to turn around a low-performing school, planning to sustain improvements over time, and planning to move a good school to a great school.

Sponsored by the University Council of Educational Administration, this comprehensive handbook is the definitive work on leadership education in the United States. An in-depth portrait of what constitutes research on leadership development, this handbook provides a plan for strengthening the research-based education of school leaders in order to impact leadership’s influence on student engagement and learning. Although research-oriented, the content is written in a style that makes it appropriate for any of the following audiences: university professors and researchers, professional development providers, practicing administrators, and policy makers who work in the accreditation and licensure arenas.