Major retailers are predicting everything from when their customers are pregnant to when they want a new pair of Chuck Taylors. It's a brave new world where seemingly meaningless data can be transformed into valuable insight to drive smart business decisions.But how does one exactly do data science? Do you have to hire one of these priests of the dark arts, the "data scientist," to extract this gold from your data? Nope.Data science is little more than using straight-forward steps to process raw data into actionable insight. And in Data Smart, author and data scientist John Foreman will show you how that's done within the familiar environment of a spreadsheet. Why a spreadsheet? It's comfortable! You get to look at the data every step of the way, building confidence as you learn the tricks of the trade. Plus, spreadsheets are a vendor-neutral place to learn data science without the hype. But don't let the Excel sheets fool you. This is a book for those serious about learning the analytic techniques, the math and the magic, behind big data.Each chapter will cover a different technique in a spreadsheet so you can follow along: - Mathematical optimization, including non-linear programming and genetic algorithms- Clustering via k-means, spherical k-means, and graph modularity- Data mining in graphs, such as outlier detection- Supervised AI through logistic regression, ensemble models, and bag-of-words models- Forecasting, seasonal adjustments, and prediction intervals through monte carlo simulation- Moving from spreadsheets into the R programming languageYou get your hands dirty as you work alongside John through each technique. But never fear, the topics are readily applicable and the author laces humor throughout. You'll even learn what a dead squirrel has to do with optimization modeling, which you no doubt are dying to know.

    This practical resource shows teachers how to be effective and have a life! Author and educator Maia Heyck-Merlin explores the key habits of Together Teachers?how they plan ahead, organize work and their classrooms, and how they spend their limited free time. The end goal is always strong outcomes for their students. So what does Together, or Together Enough, look like? To some teachers it might mean neat filing systems. To others it might mean using time efficiently to get more done in fewer minutes. Regardless, Together Teachers all rely on the same skills. In six parts, the book clearly lays out these essential skills. Heyck-Merlin walks the reader through how to establish simple yet successful organizational systems. There are concrete steps that every teacher can implement to achieve greater stability and success in their classrooms and in their lives. Contains templates and tutorials to create and customize a personal organizational system and includes a companion website: www.thetogetherteacher.com Recommends various electronic or online tools to make a teacher's school day (and life!) more efficient and productive Includes a Reader's Guide, a great professional development resource; teachers will answer reflection questions, make notes about habits, and select tools that best match individual needs and preferences

    "Ace Your Teacher Interview" offers specific questions and responses gathered from dozens of principals and administrators across the country, along with a creative range of inside information on what impresses interview committees. This book is designed to provide readers with practical and realistic advice that informs and illustrates without being dogmatic or professorial. Teachers and college students majoring in education as well as people entering teaching from other professions will find this book a valuable resource. Key Features 149 of the most frequently asked interview questions, including the one question you must be able to answer, 99 basic questions, and 39 zingers to watch out for Comprehensive information on preparing for job interviews 10 questions you should ask interviewers, etc.

    Presentation software is one of the few tools that requires professionals to think visually on an almost daily basis. But unlike verbal skills, effective visual expression is not easy, natural, or actively taught in schools or business training programs. slide:ology fills that void.Written by Nancy Duarte, President and CEO of Duarte Design, the firm that created the presentation for Al Gore's Oscar-winning film, An Inconvenient Truth, this book is full of practical approaches to visual story development that can be applied by anyone. The book combines conceptual thinking and inspirational design, with insightful case studies from the world's leading brands. With slide:ology you'll learn to:Connect with specific audiencesTurn ideas into informative graphicsUse sketching and diagramming techniques effectivelyCreate graphics that enable audiences to process information easilyDevelop truly influential presentationsUtilize presentation technology to your advantageMillions of presentations and billions of slides have been produced -- and most of them miss the mark. slide:ology will challenge your traditional approach to creating slides by teaching you how to be a visual thinker. And it will help your career by creating momentum for your cause.--back cover

    The reality is that most innovations come from a process of rigorous examination through which great ideas are identified and developed before being realized as new offerings and capabilities.This book introduces the idea of design thinking‚ the collaborative process by which the designer′s sensibilities and methods are employed to match people′s needs not only with what is technically feasible and a viable business strategy. In short‚ design thinking converts need into demand. It′s a human−centered approach to problem solving that helps people and organizations become more innovative and more creative.Design thinking is not just applicable to so−called creative industries or people who work in the design field. It′s a methodology that has been used by organizations such as Kaiser Permanente to icnrease the quality of patient care by re−examining the ways that their nurses manage shift change‚ or Kraft to rethink supply chain management. This is not a book by designers for designers; this is a book for creative leaders seeking to infuse design thinking into every level of an organization‚ product‚ or service to drive new alternatives for business and society.

    Grounded in scholarship, yet written with the human experience in mind, this best-selling book effectively conveys the stories of teachers and children in special education. This latest edition adds a focus on master teachers and integrates professional standards from CEC and PRAXIS™ to make this the best book to help you train effective special educators and to introduce pre- and inservice general education teachers to exceptional children. This book provides some of the most comprehensive coverage of the characteristics of learners with special needs, as well as some of the latest assistive technologies like hand-held PDAs, the AAMR's new 2002 definition and classification system for mental retardation. For teaching professionals in the field of Special Education.

    In Hack Learning Series Book 22, you learn to: Reduce repeated negative behaviors Build student self-regulation and empathy Enhance communication and collaboration Identify the true cause of negative behaviors Use restorative circles to reflect on behaviors and discuss impactful change "Maynard and Weinstein provide practical tips and strategies in the context of real-world examples, guided by the imperatives of changing the behavior and preserving the relationship. An important read for teachers and administrators." -Danny Steele, award-winning principal and co-author of Essential Truths for Principals and Essential Truths for Teachers Before you suspend another student ... read Hacking School Discipline, and build a school environment that promotes responsible learners, who never need to be punished. Then watch learning soar, teachers smile, and your entire community rejoice.

    Over the last few decades, Americans have turned college admissions into a terrifying and occasionally devastating process, preceded by test prep, tutors, all sorts of stratagems, all kinds of rankings, and a conviction among too many young people that their futures will be determined and their worth established by which schools say yes and which say no. In Where You Go is Not Who You'll Be, Frank Bruni explains why this mindset is wrong, giving students and their parents a new perspective on this brutal, deeply flawed competition and a path out of the anxiety that it provokes. Bruni, a bestselling author and a columnist for the New York Times, shows that the Ivy League has no monopoly on corner offices, governors' mansions, or the most prestigious academic and scientific grants. Through statistics, surveys, and the stories of hugely successful people, he demonstrates that many kinds of colleges serve as ideal springboards. And he illuminates how to make the most of them. What matters in the end are students' efforts in and out of the classroom, not the name on their diploma. Where you go isn't who you'll be. Americans need to hear that--and this indispensable manifesto says it with eloquence and respect for the real promise of higher education.

    Their four frames view organizations as factories, families, jungles, and theaters or temples:The Structural Frame how to organize and structure groups and teams to get resultsThe Human Resource Frame how to tailor organizations to satisfy human needs, improve human resource management, and build positive interpersonal and group dynamicsThe Political Frame: how to cope with power and conflict, build coalitions, hone political skills, and deal with internal and external politicsThe Symbolic Frame how to shape a culture that gives purpose and meaning to work, stage organizational drama for internal and external audiences, and build team spirit through ritual, ceremony, and story

    Featuring checklists, numerous observation tools, and online videos of teachers implementing the practices, this revolutionary book focuses on the three areas of high-impact instruction:Content planning, including using guiding questions, learning maps, and formative assessment Instructional practices such as the use of thinking prompts, effective questions, challenging assignments, and experiential learning Community building, in which you shape a classroom culture that promotes well-being, creativity, learning, and high expectations

    He takes important existing ideas in the literature on college teaching (active learning, educative assessment), adds some new ideas (a taxonomy of significant learning, the concept of a teaching strategy), and shows how to systematically combine these in a way that results in powerful learning experiences for students. Acquiring a deeper understanding of the design process will empower teachers to creatively design courses for significant learning in a variety of situations.

    Dylan Wiliam faces this challenge head-on by making a case for the important role of formative assessment in increasing teacher quality and student learning. While there are many possible ways in which we could seek to develop the practice of serving teachers, attention to minute-by-minute and day-to-day formative assessment is likely to have the biggest impact on student outcomes. Wiliam s view of formative assessment differs from the popular view in that he regards formative assessment as a process rather than a tool.Wiliam outlines what formative assessment is, and what it is not, and presents the five key strategies of formative assessment:1. Clarifying, sharing, and understanding learning intentions and criteria for success2. Engineering effective classroom discussions, activities, and learning tasks that elicit evidence of learning3. Providing feedback that moves learning forward4. Activating learners as instructional resources for one another5. Activating learners as owners of their own learningThe book presents a summary of the research evidence that shows the impact of each strategy and offers a number of practical techniques that teachers have used to incorporate the strategy into their regular classroom practice.

    Designed for both the novice and the experienced educator, The Skillful Teacher is a unique synthesis of the Knowledge Base on Teaching with powerful repertoires for matching teaching strategies to student needs. Designed as a practical guide for practitioners working to broaden their teaching skills, the book focuses on 17 critical areas of classroom performance. Numerous examples illustrate teaching approaches, and chapter-by-chapter bibliographies provide additional sources for further research. This expanded fifth edition includes new chapters on Assessment, Expectations, Classroom Climate, The Importance of Teacher Beliefs, and Conditions for Teacher Learning.

    Over the past two years, she has transformed almost every aspect of her life. She has quit smoking, run a marathon, and been promoted at work. The patterns inside her brain, neurologists discover, have fundamentally changed.Marketers at Procter & Gamble study videos of people making their beds. They are desperately trying to figure out how to sell a new product called Febreze, on track to be one of the biggest flops in company history. Suddenly, one of them detects a nearly imperceptible pattern—and with a slight shift in advertising, Febreze goes on to earn a billion dollars a year.An untested CEO takes over one of the largest companies in America. His first order of business is attacking a single pattern among his employees—how they approach worker safety—and soon the firm, Alcoa, becomes the top performer in the Dow Jones.What do all these people have in common? They achieved success by focusing on the patterns that shape every aspect of our lives.They succeeded by transforming habits.In The Power of Habit, award-winning New York Times business reporter Charles Duhigg takes us to the thrilling edge of scientific discoveries that explain why habits exist and how they can be changed. With penetrating intelligence and an ability to distill vast amounts of information into engrossing narratives, Duhigg brings to life a whole new understanding of human nature and its potential for transformation.Along the way we learn why some people and companies struggle to change, despite years of trying, while others seem to remake themselves overnight. We visit laboratories where neuroscientists explore how habits work and where, exactly, they reside in our brains. We discover how the right habits were crucial to the success of Olympic swimmer Michael Phelps, Starbucks CEO Howard Schultz, and civil-rights hero Martin Luther King, Jr. We go inside Procter & Gamble, Target superstores, Rick Warren’s Saddleback Church, NFL locker rooms, and the nation’s largest hospitals and see how implementing so-called keystone habits can earn billions and mean the difference between failure and success, life and death.At its core, The Power of Habit contains an exhilarating argument: The key to exercising regularly, losing weight, raising exceptional children, becoming more productive, building revolutionary companies and social movements, and achieving success is understanding how habits work.Habits aren’t destiny. As Charles Duhigg shows, by harnessing this new science, we can transform our businesses, our communities, and our lives.

    This is the second edition of the groundbreaking book by Rena Palloff and Keith Pratt and has been completely updated and expanded to include the most current information on effective online course development and delivery. A practical, hands-on guide, this resource is filled with illustrative case studies, vignettes, and examples from a wide variety of successful online courses. The authors offer proven strategies for handling challenges that include: Engaging students in the formation of an online learning community. Establishing a sense of presence online. Maximizing participation. Developing effective courses that include collaboration and reflection. Assessing student performance. Written for faculty in any distance learning environment, this revised edition is based on the authors many years of work in faculty development for online teaching as well as their extensive personal experience as faculty in online distance education. Rena M. Palloff and Keith Pratt share insights designed to guide readers through the steps of online course design and delivery.