The Tyranny of Metrics


Jerry Z. Muller - 2017
    But in our zeal to instill the evaluation process with scientific rigor, we've gone from measuring performance to fixating on measuring itself. The result is a tyranny of metrics that threatens the quality of our lives and most important institutions. In this timely and powerful book, Jerry Muller uncovers the damage our obsession with metrics is causing--and shows how we can begin to fix the problem.Filled with examples from education, medicine, business and finance, government, the police and military, and philanthropy and foreign aid, this brief and accessible book explains why the seemingly irresistible pressure to quantify performance distorts and distracts, whether by encouraging "gaming the stats" or "teaching to the test." That's because what can and does get measured is not always worth measuring, may not be what we really want to know, and may draw effort away from the things we care about. Along the way, we learn why paying for measured performance doesn't work, why surgical scorecards may increase deaths, and much more. But metrics can be good when used as a complement to--rather than a replacement for--judgment based on personal experience, and Muller also gives examples of when metrics have been beneficial.Complete with a checklist of when and how to use metrics, The Tyranny of Metrics is an essential corrective to a rarely questioned trend that increasingly affects us all.

Rethinking Teacher Supervision and Evaluation: How to Work Smart, Build Collaboration, and Close the Achievement Gap


Kim Marshall - 2009
    Marshall proposes a broader framework for supervision and evaluation that enlists teachers in improving the performance of all students. Emphasizing trust-building and teamwork, Marshall's innovative, four-part framework shifts the focus from periodically evaluating teaching to continuously analyzing learning. This book offers school principals a guide for implementing Marshall's framework and shows how to make frequent, informal classroom visits followed by candid feedback to each teacher; work with teacher teams to plan thoughtful curriculum units rather than focusing on individual lessons; get teachers as teams involved in low-stakes analysis of interim assessment results to fine-tune their teaching and help struggling students; and use compact rubrics for summative teacher evaluation.This vital resource also includes extensive tools and advice for managing time as well as ideas for using supervision and evaluation practices to foster teacher professional development.

Bold School: Old School Wisdom + New School Technologies = Blended Learning That Works


Weston Kieschnick - 2017
    Teachers are better. Blending new technologies into instruction is a non-negotiable if we are to help our students gain the skills they’ll need to thrive in careers. And so too is educators’ old school wisdom in planning intentional blended learning that works. Too often, sincere enthusiasm for technologies pushes proven instructional strategies to the wayside, all but guaranteeing blended learning that is all show and no go.   Bold School is a book that restores teachers to their rightful place in effective instruction. Bold School thinkers embrace Blended pedagogies and Old school wisdom. In Bold School, teachers are put back into the blended learning equation. Blended learning is demystified and distilled into the powerful, yet simple Bold School Framework for Strategic Blended Learning™—a methodology to help you meld purposeful technology use with your old school wisdom to enhance instruction and learning. After all, the goal of blended learning isn’t technology—it’s student achievement. With a Bold School mindset, every teacher is capable of finally delivering on the promise of blended learning.

Dream Class: How To Transform Any Group Of Students Into The Class You've Always Wanted


Michael Linsin - 2009
    They will free you to love your job, build effortless and influential relationships with your students, and enable you to become a happier, calmer, and more confident teacher. You will learn: -Simple strategies that make classroom management a lot easier. -Exactly (step-by-step) how to handle difficult students. -How to create a classroom your students will love coming to every day. -How to build behavior-changing rapport and influence with even the most difficult students. -How to get your students to treat each other with respect and kindness. -How to praise in a way that inspires, uplifts, and motivates. -How to build maturity and independence. -How you can know your students will behave instead of just hoping they will. -How to become a teacher that fellow teachers, parents, and students respect and admire. -How to love your class, and have them love you right back. -And much more . . .

DAX Formulas for PowerPivot: The Excel Pro's Guide to Mastering DAX


Rob Collie - 2012
    Written by the world’s foremost PowerPivot blogger and practitioner, the book’s concepts and approach are introduced in a simple, step-by-step manner tailored to the learning style of Excel users everywhere. The techniques presented allow users to produce, in hours or even minutes, results that formerly would have taken entire teams weeks or months to produce and include lessons on the difference between calculated columns and measures, how formulas can be reused across reports of completely different shapes, how to merge disjointed sets of data into unified reports, how to make certain columns in a pivot behave as if the pivot were filtered while other columns do not, and how to create time-intelligent calculations in pivot tables such as “Year over Year” and “Moving Averages” whether they use a standard, fiscal, or a complete custom calendar. The “pattern-like” techniques and best practices contained in this book have been developed and refined over two years of onsite training with Excel users around the world, and the key lessons from those seminars costing thousands of dollars per day are now available to within the pages of this easy-to-follow guide.

Balance with Blended Learning: Partner with Your Students to Reimagine Learning and Reclaim Your Life


Catlin R. Tucker - 2020
     Blended learning allows a partnership that gives teachers more time and energy to innovate and personalize learning while providing students the opportunity to be active agents driving their own growth. Balance With Blended Learning provides teachers with strategies to actively engage students in setting goals, monitoring development, reflecting on growth, using feedback, assessing work quality, and communicating their progress with parents. It includes Practical strategies for teachers who are overwhelmed by their workloads Vignettes written by teachers across disciplines Ready-to-use templates to help students track their progress Stories from the author's experience as a teacher and blended learning coach

Data and Goliath: The Hidden Battles to Collect Your Data and Control Your World


Bruce Schneier - 2015
    Your online and in-store purchasing patterns are recorded, and reveal if you're unemployed, sick, or pregnant. Your e-mails and texts expose your intimate and casual friends. Google knows what you’re thinking because it saves your private searches. Facebook can determine your sexual orientation without you ever mentioning it.The powers that surveil us do more than simply store this information. Corporations use surveillance to manipulate not only the news articles and advertisements we each see, but also the prices we’re offered. Governments use surveillance to discriminate, censor, chill free speech, and put people in danger worldwide. And both sides share this information with each other or, even worse, lose it to cybercriminals in huge data breaches.Much of this is voluntary: we cooperate with corporate surveillance because it promises us convenience, and we submit to government surveillance because it promises us protection. The result is a mass surveillance society of our own making. But have we given up more than we’ve gained? In Data and Goliath, security expert Bruce Schneier offers another path, one that values both security and privacy. He brings his bestseller up-to-date with a new preface covering the latest developments, and then shows us exactly what we can do to reform government surveillance programs, shake up surveillance-based business models, and protect our individual privacy. You'll never look at your phone, your computer, your credit cards, or even your car in the same way again.

Positive Mindset Habits for Teachers: 10 Steps to Reduce Stress, Increase Student Engagement and Reignite Your Passion for Teaching


Grace Stevens - 2018
    Do you dream about increased student engagement and more effective classroom management? How about reducing teacher stress and overwhelm? Or leaving campus at a reasonable hour without dragging a cart full of lesson planning and papers to grade in tow?If the answer to these questions is “Yes!”  then this book is for YOU!Based on current research in positive psychology and more than 15 years “real world” experience in the classroom, this book provides a practical roadmap to reduce stress, improve student behavior and be happier in your classroom and your life.These 10 simple positive mindset habits train you to flex your “happy muscle” and easily: Eliminate teacher overwhelm and stress Leave school every day energized and fulfilled Connect with students in a way that turns every group of kinds into a “dream class” Rediscover the passion and excitement that made you want to become a teacher A quick read in a conversational tone, this book will put a smile back on your face and laughter back in your classroom – two critical elements for teacher fulfillment and student success.*** For a LIMITED TIME your purchase INCLUDES a free download of the 30 page Companion Workbook and a six-week version of the Positive Mindset Journal for Teachers ***

Ace Your Teacher Interview: 149 Fantastic Answers to Tough Interview Questions


Anthony D. Fredericks - 2011
    "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.

Data Analytics Made Accessible


Anil Maheshwari - 2014
    It is a conversational book that feels easy and informative. This short and lucid book covers everything important, with concrete examples, and invites the reader to join this field. The chapters in the book are organized for a typical one-semester course. The book contains case-lets from real-world stories at the beginning of every chapter. There is a running case study across the chapters as exercises. This book is designed to provide a student with the intuition behind this evolving area, along with a solid toolset of the major data mining techniques and platforms. Students across a variety of academic disciplines, including business, computer science, statistics, engineering, and others are attracted to the idea of discovering new insights and ideas from data. This book can also be gainfully used by executives, managers, analysts, professors, doctors, accountants, and other professionals to learn how to make sense of the data coming their way. This is a lucid flowing book that one can finish in one sitting, or can return to it again and again for insights and techniques. Table of Contents Chapter 1: Wholeness of Business Intelligence and Data Mining Chapter 2: Business Intelligence Concepts & Applications Chapter 3: Data Warehousing Chapter 4: Data Mining Chapter 5: Decision Trees Chapter 6: Regression Models Chapter 7: Artificial Neural Networks Chapter 8: Cluster Analysis Chapter 9: Association Rule Mining Chapter 10: Text Mining Chapter 11: Web Mining Chapter 12: Big Data Chapter 13: Data Modeling Primer Appendix: Data Mining Tutorial using Weka

Prediction Machines: The Simple Economics of Artificial Intelligence


Ajay Agrawal - 2018
    But facing the sea change that AI will bring can be paralyzing. How should companies set strategies, governments design policies, and people plan their lives for a world so different from what we know? In the face of such uncertainty, many analysts either cower in fear or predict an impossibly sunny future.But in Prediction Machines, three eminent economists recast the rise of AI as a drop in the cost of prediction. With this single, masterful stroke, they lift the curtain on the AI-is-magic hype and show how basic tools from economics provide clarity about the AI revolution and a basis for action by CEOs, managers, policy makers, investors, and entrepreneurs.When AI is framed as cheap prediction, its extraordinary potential becomes clear: Prediction is at the heart of making decisions under uncertainty. Our businesses and personal lives are riddled with such decisions. Prediction tools increase productivity--operating machines, handling documents, communicating with customers. Uncertainty constrains strategy. Better prediction creates opportunities for new business structures and strategies to compete. Penetrating, fun, and always insightful and practical, Prediction Machines follows its inescapable logic to explain how to navigate the changes on the horizon. The impact of AI will be profound, but the economic framework for understanding it is surprisingly simple.

Bayes Theorem: A Visual Introduction For Beginners


Dan Morris - 2016
    Bayesian statistics is taught in most first-year statistics classes across the nation, but there is one major problem that many students (and others who are interested in the theorem) face. The theorem is not intuitive for most people, and understanding how it works can be a challenge, especially because it is often taught without visual aids. In this guide, we unpack the various components of the theorem and provide a basic overview of how it works - and with illustrations to help. Three scenarios - the flu, breathalyzer tests, and peacekeeping - are used throughout the booklet to teach how problems involving Bayes Theorem can be approached and solved. Over 60 hand-drawn visuals are included throughout to help you work through each problem as you learn by example. The illustrations are simple, hand-drawn, and in black and white. For those interested, we have also included sections typically not found in other beginner guides to Bayes Rule. These include: A short tutorial on how to understand problem scenarios and find P(B), P(A), and P(B|A). For many people, knowing how to approach scenarios and break them apart can be daunting. In this booklet, we provide a quick step-by-step reference on how to confidently understand scenarios.A few examples of how to think like a Bayesian in everyday life. Bayes Rule might seem somewhat abstract, but it can be applied to many areas of life and help you make better decisions. It is a great tool that can help you with critical thinking, problem-solving, and dealing with the gray areas of life. A concise history of Bayes Rule. Bayes Theorem has a fascinating 200+ year history, and we have summed it up for you in this booklet. From its discovery in the 1700’s to its being used to break the German’s Enigma Code during World War 2, its tale is quite phenomenal.Fascinating real-life stories on how Bayes formula is used in everyday life.From search and rescue to spam filtering and driverless cars, Bayes is used in many areas of modern day life. We have summed up 3 examples for you and provided an example of how Bayes could be used.An expanded definitions, notations, and proof section.We have included an expanded definitions and notations sections at the end of the booklet. In this section we define core terms more concretely, and also cover additional terms you might be confused about. A recommended readings section.From The Theory That Would Not Die to a few other books, there are a number of recommendations we have for further reading. Take a look! If you are a visual learner and like to learn by example, this intuitive booklet might be a good fit for you. Bayesian statistics is an incredibly fascinating topic and likely touches your life every single day. It is a very important tool that is used in data analysis throughout a wide-range of industries - so take an easy dive into the theorem for yourself with a visual approach!If you are looking for a short beginners guide packed with visual examples, this booklet is for you.

Teaching in the Online Classroom: Surviving and Thriving in the New Normal


Doug Lemov - 2020
    

Ethics and Data Science


Mike Loukides - 2018
    Yet, ethical principles for working with data have been available for decades. The real issue today is how to put those principles into action. With this report, authors Mike Loukides, Hilary Mason, and DJ Patil examine practical ways for making ethical data standards part of your work every day. To help you consider all of possible ramifications of your work on data projects, this report includes: A sample checklist that you can adapt for your own procedures Five framing guidelines (the Five C’s) for building data products: consent, clarity, consistency, control, and consequences Suggestions for building ethics into your data-driven culture Now is the time to invest in a deliberate practice of data ethics, for better products, better teams, and better outcomes. Get a copy of this report and learn what it takes to do good data science today.

The Secret of Literacy: Making the implicit, explicit


David Didau - 2014
    In the Teachers' Standards it states that all teachers must demonstrate an understanding of, and take responsibility for, promoting high standards of literacy, articulacy, and the correct use of standard English, whatever the teacher's specialist subject. In The Secret of Literacy, David Didau inspires teachers to embrace the challenge of improving students' life chances through improving their literacy. Topics include: Why is literacy important?, Oracy improving classroom talk, How should we teach reading? How to get students to value writing, How written feedback and marking can support literacy.