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The Must-Have Skills You Need to Become a Data Scientist - Burtch Works - 23 views

www.burtchworks.com/...lls-to-become-a-data-scientist

data scientist skills big data big

shared by smilex3md on 15 Jun 15 - No Cached
  • smilex3md on 15 Jun 15
     
    "The Must-Have Skills You Need to Become a Data Scientist"
Lisa C. Hurst

Inside the School Silicon Valley Thinks Will Save Education | WIRED - 9 views

www.wired.com/altschool

shared by Lisa C. Hurst on 05 May 15 - No Cached
  • Lisa C. Hurst on 05 May 15
     
    "AUTHOR: ISSIE LAPOWSKY. ISSIE LAPOWSKY DATE OF PUBLICATION: 05.04.15. 05.04.15 TIME OF PUBLICATION: 7:00 AM. 7:00 AM INSIDE THE SCHOOL SILICON VALLEY THINKS WILL SAVE EDUCATION Click to Open Overlay Gallery Students in the youngest class at the Fort Mason AltSchool help their teacher, Jennifer Aguilar, compile a list of what they know and what they want to know about butterflies. CHRISTIE HEMM KLOK/WIRED SO YOU'RE A parent, thinking about sending your 7-year-old to this rogue startup of a school you heard about from your friend's neighbor's sister. It's prospective parent information day, and you make the trek to San Francisco's South of Market neighborhood. You walk up to the second floor of the school, file into a glass-walled conference room overlooking a classroom, and take a seat alongside dozens of other parents who, like you, feel that public schools-with their endless bubble-filled tests, 38-kid classrooms, and antiquated approach to learning-just aren't cutting it. At the same time, you're thinking: this school is kind of weird. On one side of the glass is a cheery little scene, with two teachers leading two different middle school lessons on opposite ends of the room. But on the other side is something altogether unusual: an airy and open office with vaulted ceilings, sunlight streaming onto low-slung couches, and rows of hoodie-wearing employees typing away on their computers while munching on free snacks from the kitchen. And while you can't quite be sure, you think that might be a robot on wheels roaming about. Then there's the guy who's standing at the front of the conference room, the school's founder. Dressed in the San Francisco standard issue t-shirt and jeans, he's unlike any school administrator you've ever met. But the more he talks about how this school uses technology to enhance and individualize education, the more you start to like what he has to say. And so, if you are truly fed up with the school stat
anonymous

The Coach in the Operating Room - The New Yorker - 37 views

www.newyorker.com/...personal-best

coaching teaching professional development

shared by anonymous on 14 Dec 16 - No Cached
Xiaojing Kou liked it
  • I compared my results against national data, and I began beating the averages.
    • anonymous
      anonymous on 14 Dec 16
       
      this is one of the most important reasons for data and using the data to help guide instruction
  • the obvious struck me as interesting: even Rafael Nadal has a coach. Nearly every élite tennis player in the world does. Professional athletes use coaches to make sure they are as good as they can be.
    • anonymous
      anonymous on 14 Dec 16
       
      Why wouldn't we want a coach? Our supervisor or administrator often serves as an evaluator but might not have the time due to time constraints to serve as an effective and dedicated coach. Yet, a coach doesn't have to be an expert. Couldn't the coach just be a colleague with a different skill set?
  • They don’t even have to be good at the sport. The famous Olympic gymnastics coach Bela Karolyi couldn’t do a split if his life depended on it. Mainly, they observe, they judge, and they guide.
    • anonymous
      anonymous on 14 Dec 16
       
      PROFOUND!!!
  • ...31 more annotations...
  • always evolving
    • anonymous
      anonymous on 14 Dec 16
       
      Please tell me what profession isn't always evolving? It something isn't evolving, it is dying! So, why doesn't everyone on the face of the earth - regardless of his/her profession or station in life - need coaching periodically to help them continue to grow and evolve?
  • We have to keep developing our capabilities and avoid falling behind.
  • no matter how well prepared people are in their formative years, few can achieve and maintain their best performance on their own.
  • outside ears, and eyes, are important
  • For decades, research has confirmed that the big factor in determining how much students learn is not class size or the extent of standardized testing but the quality of their teachers.
    • anonymous
      anonymous on 14 Dec 16
       
      So, instead of having students take test after test after test, why don't we just have coaches who observe and sit and discuss and offer suggestions and divide the number of tests we give students in half and do away with half? Are we concerned about student knowledge? student performance? student ability? student growth or capacity for growth? What we really need to identify is what we value!
  • California researchers in the early nineteen-eighties conducted a five-year study of teacher-skill development in eighty schools, and noticed something interesting. Workshops led teachers to use new skills in the classroom only ten per cent of the time. Even when a practice session with demonstrations and personal feedback was added, fewer than twenty per cent made the change. But when coaching was introduced—when a colleague watched them try the new skills in their own classroom and provided suggestions—adoption rates passed ninety per cent. A spate of small randomized trials confirmed the effect. Coached teachers were more effective, and their students did better on tests.
    • anonymous
      anonymous on 14 Dec 16
       
      Of course they are more effective! They have a trusted individual to guide them, mentor them, help sustain them. The coach can cheer and affirm what the teacher is already doing well and offer suggestions that are desired and sought in order to improve their 'game' and become more effective.
  • they did not necessarily have any special expertise in a content area, like math or science.
    • anonymous
      anonymous on 14 Dec 16
       
      Knowledge of the content is one thing and expertise is yet another. Sometimes what makes us better teachers is simply strategies and techniques - not expertise in the content. Sometimes what makes us better teachers could simply be using a different tool or offering options for students to choose.
  • The coaches let the teachers choose the direction for coaching. They usually know better than anyone what their difficulties are.
    • anonymous
      anonymous on 14 Dec 16
       
      The conversation with the coach and the coach listening and learning what the teacher would like to expand, improve, and grow is probably the most vital part! If the teacher doesn't have a clue, the coach could start anywhere and that might not be what the teacher adopts and owns. So, the teacher must have ownership and direction.
  • teaches coaches to observe a few specifics: whether the teacher has an effective plan for instruction; how many students are engaged in the material; whether they interact respectfully; whether they engage in high-level conversations; whether they understand how they are progressing, or failing to progress.
    • anonymous
      anonymous on 14 Dec 16
       
      This could provide specific categories to offer teachers a choice in what direction they want to go toward improving - especially important for those who want broad improvement or are clueless at where to start.
  • must engage in “deliberate practice”—sustained, mindful efforts to develop the full range of abilities that success requires. You have to work at what you’re not good at.
  • most people do not know where to start or how to proceed. Expertise, as the formula goes, requires going from unconscious incompetence to conscious incompetence to conscious competence and finally to unconscious competence.
    • anonymous
      anonymous on 14 Dec 16
       
      Progression
  • The coach provides the outside eyes and ears, and makes you aware of where you’re falling short.
    • anonymous
      anonymous on 14 Dec 16
       
      The coach also makes you aware of where you are excelling!
  • So coaches use a variety of approaches—showing what other, respected colleagues do, for instance, or reviewing videos of the subject’s performance. The most common, however, is just conversation.
  • “What worked?”
    • anonymous
      anonymous on 14 Dec 16
       
      Great way to open any coaching conversation!
  • “How could you help her?”
  • “What else did you notice?”
    • anonymous
      anonymous on 14 Dec 16
       
      These questions are quite similar to what we ask little children when they are learning something new. How did that go? What else could you do? What could you do differently? What more is needed? What would help?
  • something to try.
    • anonymous
      anonymous on 14 Dec 16
       
      Suggestions of something to try! Any colleague can offer this - so why don't we ask colleagues for ideas of something to try more often?
  • three colleagues on a lunch break
  • Good coaches, he said, speak with credibility, make a personal connection, and focus little on themselves.
    • anonymous
      anonymous on 14 Dec 16
       
      I probably need this printed out and stuck to the monitor of my computer or tattooed on my hand!
  • “listened more than they talked,” Knight said. “They were one hundred per cent present in the conversation.”
    • anonymous
      anonymous on 14 Dec 16
       
      patient, engaged listening
  • coaching has definitely changed how satisfying teaching is
  • trying to get residents to think—to think like surgeons—and his questions exposed how much we had to learn.
    • anonymous
      anonymous on 14 Dec 16
       
      Encouraging people to think - it is important to teach and encourage thinking rather than teaching them WHAT to think!
  • a whole list of observations like this.
  • one twenty-minute discussion gave me more to consider and work on than I’d had in the past five years.
  • watch other colleagues operate in order to gather ideas about what I could do.
    • anonymous
      anonymous on 14 Dec 16
       
      This is one of the greatest strategies to promote growth - ever!
  • routine, high-quality video recordings of operations could enable us to figure out why some patients fare better than others.
    • anonymous
      anonymous on 14 Dec 16
       
      I always hate seeing a video of me teaching but I did learn so much about myself, my teaching, and my students that I could not learn in any other way!
  • I know that I’m learning again.
  • It’s teaching with a trendier name. Coaching aimed at improving the performance of people who are already professionals is less usual.
    • anonymous
      anonymous on 14 Dec 16
       
      But it still works and is effective at nudging even those who are fabulous to be even better!
  • modern society increasingly depends on ordinary people taking responsibility for doing extraordinary things
  • coaching may prove essential to the success of modern society.
  • We care about results in sports, and if we care half as much about results in schools and in hospitals we may reach the same conclusion.
  • anonymous on 14 Dec 16
     
    Valuable points about coaching - makes me want my own coach!
Marc Hamlin

Reintroducing students to Research - 144 views

homepages.gac.edu/...LakeForest.html

research resources tools

shared by Marc Hamlin on 01 Dec 12 - Cached
  • First, we think research, broadly defined, is a valuable part of an undergraduate education. Even at a rudimentary level, engaging in research implicates students in the creation of knowledge. They need to understand that knowledge isn’t an inert substance they passively receive, but is continually created, debated, and reformulated—and they have a role to play in that process.
  • we recognize that research is situated in disciplinary frameworks and needs to be addressed in terms of distinct research traditions.
  • research is a complex and recursive process involving not just finding information but framing and refining a question, perhaps gathering primary data through field or lab work, choosing and evaluating appropriate evidence, negotiating different viewpoints, and composing some kind of response, all activities that are not linear but intertwined.
  • ...6 more annotations...
  • learning to conduct inquiry is itself complex and recursive. These skills need to be developed throughout a research project and throughout a student’s education.
  • the hybrid nature of libraries today requires students to master both traditional and emerging information formats, but the skills that students need to conduct effective inquiry—for example, those mentioned in your mission statement of reading critically and reasoning analytically—are the same whether the materials they use are in print or electronic.
  • Too often, traditional research paper assignments defeat their own purpose by implying that research is not discovery, but rather a report on what someone else has already discovered. More than once I’ve had to talk students out of abandoning a paper topic because, to their dismay, they find out it’s original. If they can’t find a source that says for them exactly what they want to say—better yet, five sources—they think they’ll get in trouble.
  • In reality, students doing researched writing typically spend a huge percentage of their time mapping out the research area before they can focus their research question. This is perfectly legitimate, though they often feel they’re spinning wheels. They have to do a good bit of reading before they really know what they’re looking for.
  • she has students seek out both primary and secondary sources, make choices among them, and develop some conclusions in presentations that are far from standard literary criticism. One lab focuses on collecting and seeking relationships among assigned literary texts and other primary sources from the second half of the twentieth century to illuminate American society in that time period.
  • For this lab, groups of students must find ten primary sources that relate in some way to literary texts under discussion and then—here’s the unusual bit—write three new verses of “America the Beautiful” that use the primary sources to illuminate a vision of American society. Instead of amber waves of grain and alabaster cities, they select images that reformulate the form of the song to represent another vision of the country. At the end of the course, her final essay assignment calls upon all of the work the previous labs have done, asking students to apply the skills they’ve practiced through the semester. While students in this course don’t do a single, big research project, they practice skills that will prepare them to do more sophisticated work later.
  • Marc Hamlin on 01 Dec 12
     
    What are our assumptions about how students get research done in the humanities? How do those assumptions affect our instruction, and what really is our students' approach to research?
Adrienne Michetti

» 9 Essential Skills Kids Should Learn :zenhabits - 20 views

zenhabits.net/kid-skills

shared by Adrienne Michetti on 15 Feb 12 - No Cached
  • We can’t give our children a set of data to learn, a career to prepare for, when we don’t know what the future will bring. But we can prepare them to adapt to anything, to learn anything, to solve anything, and in about 20 years, to thank us for it.
  • Kids in today’s school system are not being prepared well for tomorrow’s world.
    • Adrienne Michetti
      Adrienne Michetti on 19 Apr 12
       
      big assumption, but largely uncontested now.
  • Roland Gesthuizen on 15 Feb 12
     
    We have never been good at predicting the future, and so raising and educating our kids as if we have any idea what the future will hold is not the smartest notion. How then to prepare our kids for a world that is unpredictable, unknown? By teaching them to adapt, to deal with change, to be prepared for anything by not preparing them for anything specific.
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