Using MOOC Data

codeThe MOOC - massive and online and sometimes open - has been around long enough that there is now massive data collected about these courses and their participants. And yet, there is not much agreement about what it all means for changing education online or offline.

EDUCAUSE recently posted "Harvard and MIT Turn MOOC Data into Knowledge" which uses data from the Harvard/MIT edX Data Pipeline. This is an open-source effort to manage MOOC data among higher education institutions.

What can we learn from all the clicks within learning management systems (edX, Canvas, Moodle, etc.)? We could find out how much time students spend reading texts, watching videos, and engaging with fellow students in discussions.

Data at the MOOC scale offers possibilities for new insights.This Harvard/MIT partnership also offers possibilities with MIT perhaps focusing on analyzing Big Data and Harvard, via its Graduate School of Education, addressing the educational responses.

Using edx2bigquery (Google’s BigQuery) and XAnalytics (a dashboard that connects to Pipeline), will allow other institutional representatives to interact with edX data. This is all beyond my experience, but I look forward to results.


Data Privacy Day: The S in IoT Stands for Security

As you hear more about the Internet of Things (IoT), you may hear that the S in IoT stands for "security."

Right, there is no S in IoT. That's the point.

Did you know that today, January 28, is Data Privacy Day? Data Privacy Day (known in Europe as Data Protection Day) is an international holiday that occurs every 28 January.

The purpose of Data Privacy Day is to raise awareness and promote privacy and data protection best practices. It is currently observed in the United States, Canada, India and 47 European countries.

There's probably a lot more of your information in cyberspace than you know. And new devices are collecting more of your data every day. 

StaySafeOnline.org is just one site that has information about data privacy.

As an educator, if you want to teach about this to kids in elementary school, middle and high school or to students in higher education, they have materials.

Of course, this is not just for students. Many adults, especially older adults who didn't grow up with or use technology in their working lives, lack some basic knowledge about protecting your personal data. 

One slice of this data pie is privacy in social networks. Those networks both you use the data you voluntarily supply them with about yourself (birth date, address, email, occupation) and also information that you "allow" them to collect (perhaps without knowing that you allow them to gather that data) such as who your friends are, where you work, schools you attended, locations you frequent, your mobile phone number etc.).

Your smartphone, tablet or laptop  contains significant information about you and your friends and family – contact numbers, photos, more locations and more. How many security settings have you changed on your devices? If you're like many people, the answer is either none or "There are security settings?" Your mobile devices need to be protected.

Today might be a good day to start or check again just how much you have done to protect your personal privacy and data.

Soon, even more "things" connected to the Internet in your home, car, office and the places around you will be adding to that personal data out there. Be ready!



 



StaySafeOnline1 is the official YouTube channel of the National Cyber Security Alliance. NCSA's mission is to educate and therefore empower a digital society to use the Internet safely and securely at home, work, and school, protecting the technology individuals use, the networks they connect to, and our shared digital assets.


Blogging By the Numbers

100 millionI was eager to check all my blog statistics this month because I had calculated that the numbers would trip my blog odometer over to a big number. I keep a spreadsheet for the 8 blogs where I write online. I don’t keep track of stats for my Tumblr or Facebook, Twitter, Instagram or any of the other social sites I use. And I don’t obsess over the numbers month to month because I don’t get any income from people just viewing a page. I am curious about which posts got the most attention because it gives me some insight into what people want to read.

Looking at the total page hits for the eight blogs over their lifetimes, the number has now crossed the 100,000,000 mark.

That’s one hundred million page hits, which doesn’t mean there were that number of “unique visitors.” It is safe to assume that many of those hits come from the same people – and that’s a great thing. Blogs get subscribers and followers who are usually notified of new content and who, hopefully, come back to read more of your posts.

That number – 100,000,000 – sounds like the population of a country – my own little country of blogs.   My blog country is a bit smaller than the 12th largest, the Philippines at 107,668,232, but we are bigger than Ethiopia (96,633,456) and Vietnam (93,421,832). Sure, we are only half the population of Brazil (202,656,784) and Pakistan (196,174,384), but everyone in Austria (8,223,062) could visit the site a dozen times each to get us to 100,000,000.

One of my blogs, Weekends in Paradelle, has a largely North American readership, but the UK, Germany, France and India account for about 25 percent of visitors to this particular blog.

But my most oldest and most read blog is this one, Serendipity35. I have been writing about technology and education here since 2006, so it has a head start on the other blogs. It pulls in about a half million hits every month (532,468 in January and 859,860 in December 2016) and accounts for 97 million of those hits.

hourly statsSerious bloggers look at when people access their blog and then try to post in that time period. For Serendipity35, which has a much wider global audience than the Weekends in Paradelle blog, there is no “hot” hour. People are dropping by here all day and night from somewhere as the graph here shows. 

It’s nice to know there is a country of visitors out there. 



 


Our Attention Economy

eye

Money follows eyeballs. I saw that phrase on a slide in a conference presentation about marketing with social media.

Everyone wants your attention. Your children want your attention. Your spouse wants your attention. You want the attention of your students. Nothing new about that concept and there are plenty of ways to get someone's attention.

But it is a more recent way of thinking about attention to consider it as economics. I was listening to the audiobook of A Beautiful Mind recently. It's a book (and a good but highly romanticized film) about the mathematician John Nash. Nash received the Nobel Prize in Economics for his work on game theory as it was applied to economics. His ideas, presented in the 1950s, certainly must have seemed novel at the time, but 40 years later they seemed logical. That will probably be true of attention economics. There are already a good number of people writing about it.

Attention economics is an approach to the management of information that treats human attention as a scarce commodity. With attention as a commodity, you can apply economic theory to solve various information management problems.

Attention is a scarce commodity or resource because a person has only so much of it.

Not only in economics but in education and other areas that focused mental engagement that makes us attend to a particular item, leads to our decision on whether to act or not. Do we buy the item advertised? Do we do what mommy said to do? 

We are deep into the Information Age and content is so abundant and immediately available, that attention has become a limiting factor. There are so many channels and shows on the many versions of "television" competing for our attention that you may just decide not to watch at all. Or you may to decide to "cut the cord" and disconnect from many of them to make the choices fewer.

Designers know that if it takes the user too long to locate something, you will lose their attention. On web pages, that attention lasts anywhere from a few seconds to less than a second. If they can't find what they were looking for, they will find it through another source.

The goal then becomes to design methods (filters, demographics, cookies, user testing etc.) to make the first content a viewer sees relevant. Google and Facebook want you to see ads that are relevant to YOU. That online vendor wants the products on that first page to be things you are most interested in buying. Everything - and everyone - wants to be appealing to everyone.

In attention-based advertising, we measure the number of "eyeballs" by which content is seen.

"You can't please everyone." Really? Why not?

In the history section of the entry on "Attention Economy" on Wikipedia, it lists Herbert A. Simon as possibly being the first person to articulate the concept of attention economics. Simon wrote: "...in an information-rich world, the wealth of information means a dearth of something else: a scarcity of whatever it is that information consumes. What information consumes is rather obvious: it consumes the attention of its recipients. Hence a wealth of information creates a poverty of attention and a need to allocate that attention efficiently among the overabundance of information sources that might consume it" (Simon 1971, pp. 40–41).

Simon was talking about the idea of information overload as an economic concept and that has led to business strategists such as Thomas H. Davenport to use the term "attention economy" (Davenport & Beck 2001).

Where will this lead? On the outer edges are those who speculate that "attention transactions" will replace financial transactions as the focus of our economic system (Goldhaber 1997Franck 1999).

Designers of websites, software, apps and any user interface already take into account attention, but information systems researchers have also adopted the idea. Will we see mechanism designs which build on the idea of creating property rights in attention?