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Definitely worth looking at for an overview and detailed look at applying big data in education. Overview slide deck: http://www.slideshare.net/marbienk/educational-data-mininglearning-analytics-issue-brief-overview-12328469 Detailed report: http://evidenceframework.org/wp-content/uploads/2012/04/EDM-LA-Brief-Draft_4_10_12c.pdf

"So-called "big data" make it possible to mine learning information for insights regarding student performance and learning approaches. Rather than rely on periodic test performance, instructors can analyze what students know and what techniques are most effective for each pupil. By focusing on data analytics, teachers can study learning in far more nuanced ways."

perspective on how the rush to collect and use data should focus on how it could help school administrator, not teachers. 

Blog about Big Data, White House Education Datapalooza happening today...

Kaggle is a platform for data prediction competitions that allows organizations to post their data and have it scrutinized by the public. In exchange for a prize, winning competitors provide the algorithms that beat all other methods of solving a data crunching problem. Kaggle is in Class is a statistical & data mining learning tool for students.

It appears I've been posting this wrong, and it hasn't made its way to the HGSET561 thread directly. Sorry about that. This article is relevant to the CAST project I'm working on for this class as well as a general evaluation of this emerging market. Is the big money in the analytics of user behavior? Hmmm...

Arizona State University is using data mining to collect information on their students and help guide them to the "most appropriate major". also, in class, using data collection methods, teachers collect information to be used in assessment Ex: "Ms. Galayda can monitor their progress. In her cubicle on a recent Monday, she sees the intimacies of students' study routines - or lack of them - from the last activity they worked on to how many tries they made at each end-of-lesson quiz. For one crammer, the system registers 57 attempts on multiple quizzes in seven days. Pulling back to the big picture, a chart shows 15 students falling behind (in red) and 17 on schedule (in green)."

wow this is kind of bothersome on some levels and kinda amazing on other levels. While I can see the benefit of understanding where and how a student is more likely to succeed, I think there are some potential dangers with such a system. There is the what I would imagine the psychological effect of such a program and I am thinking particularly about STEM fields where women are already way under-represented and often self conscious about their performance, do you really also need a system telling you you shouldn't be majoring in that as well cause you're not performing at that point....or what about a student who really wants to be an engineer but maybe hasn't been fully prepared with the appropriate math courses in high school, would he or she be filtered into another major? I understand using such a system as a means to target help for example if a student could get an assessment of where they currently are, where they want to go and how to get there....

Some key training initiatives in cyber security, big data, analytics, mobile, etc. IBM's recent report "found that only 1 in 10 organizations has the skills needed to effectively apply advanced technologies such as business analytics, mobile computing, cloud computing and social business."

MOOC user behavior will be tracked and analyzed for various purposes in this era of big data. Is it ethical?

Not as comprehensive an article as the title suggests, but interesting enough.

These are important ideas - hope they archive the presentation, as it is opposite our section.

I followed this article to another really interesting article on th same site http://www.brookings.edu/research/papers/2012/09/04-education-technology-west with a prediction of the use of data mining and web dashboards through the lens of big data. I think we are very close to being able to implement these ideas in the near future. Great article thanks for sharing!

Heather, thanks for the additional information. Brookings is doing some good work in this area...

A case-study on how one school is using data to help prevent dropouts in middle school.

Background on Augmented Reality. Reading for 9/14.

Gateway source for all students: high school and college composition and journalism and student of life. Bookmark this source and then bookmark the hyperlinks in this article. Do you have the 10 (11 for the bonus) tech skills down? I certainly can improve in some of these areas.

I just found a current MOOC, highly relevant to the conversation in class today. --free and accepting new participants now. "Weekly Topics: Change pressures: What is influencing higher education? (Oct 8-14) Net pedagogies: New models of teaching and learning (Oct 15-21) Entrepreneurship and commercial activity in education (Oct 22-28) Big data and Analytics (Oct 29-Nov 4) Leadership in Education (Nov 4-11) Distributed Research: new models of inquiry (Nov 12- 18)"

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In recent years there has been a major push to equip classrooms with technology, including laptops, overhead projectors, interactive white boards and tablets. It has become big business. But there are questions about whether the investment is paying off. This series explores the push to digitize the American classroom and whether the promises are being fulfilled.

This comment from a reader on one of the articles (Inflating the Software Report Card) sums it up rather nicely: "Data-driven, individualized instruction aimed at identifying a student's strengths and weaknesses, is not perfect, nor can it replace great teachers. But it can and does allow gifted students to zoom ahead, average students to keep up, and struggling students to catch up. If we really want math education to become part of the fabric of our kids' lives, not just raising their scores on a standardized test, but helping them become more competent and effective adults, we need to take advantage of all of the technology available".

Ed tech podcast