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Sunday, 16 September 2012

Questions from students at Vancouver Island University

Posted on 10:25 by Unknown
I received a flurry of questions on some articles on my website yesterday, questions from students at Vancouver Island University. Rather than attempt to answer them individually, I'm grouping there here.

Sharing in a competitive environment

Breanne, Sonny and Marieke asked, "we wonder how as teachers around the province create content, do we set up a sharing network when there is a strong competitive nature, and enable all instructors to share?" Similarly, Ben, Tracy and Kim asked, "How do we change the culture of competition that is present in delivery of online content, to make it more of a collaborative and open process?"

I would have liked to have heard more about the competitive nature of teaching in this environment. It could perhaps have to do with teachers' being ranked or given performance pay according to student outcomes, or some other competitive measure. Perhaps it has to do with schools competing against each other for funding, as occurs under legislation like No Child Left Behind.

Or, it may have to do with competition between students, as suggested by studies that argue that this sort of competition produces higher test scores (but, it appears to me, lower retention rates). Or perhaps they are thinking of themselves as future academics promoting competing theories and seeking to fund competing research agendas.

Speaking generally, I think that a perspective that views everything as a competition is limited and mistaken. It is clear that in many cases, including the four scenarios just described, there are instances in which every person in a group working together will achieve greater outcomes than a person working with nobody else.This is the economic basis for corporate organization and division of labour, as well as the formation of societies and communities.

By the same token, I think that views opposing competition altogether are equally mistaken. Beyond the highly impractical matter of obtaining collaboration in all things, and the desire of people to pursue their own good in their own way, competition creates conditions under which different approaches and different hypotheses can be tested. Without competition there would be no evolution and no growth.

So the question is, in all four scenarios, not how we can eliminate competition and foster an attitude of collaboration, but rather, what degree of competition is appropriate in such scenarios, and how does the practice of sharing resources reconcile with that degree of competition.

I think that recasting our perspective on competition is important. Typically, competition is represented as competition against each other. We think of examples such as games or, in a jungle "red in tooth and claw," a battle to the death. But this is only one perspective of competition, a highly artificial one, and one that is limited in scope.

By far the greater range of competition, and (in my opinion) all forms of competition that realize greater economic benefits, are cases where the individuals competing compete not against each other but against some third party, ideally a non-human agent. In many sports, such as darts or archery, the battle, as they say, is "with yourself". In other endeavours, the competitors attempt to achieve some outcome in a hostile environment.

In this model of competition, it is not the diminishment of another that is the objective, but the augmentation of personal score. This is especially the case if the potential competition is not a single entity or team, as it is in artificial situations, but a large number of competitors, as is the case in more realistic environments. Though it may appear that you are in competition with the gas station across the street, you are in fact attempting to raise your own revenue, and this depends on the heath of the community as a whole. This is the basis of cluster theory, which attempts to convince businesses, even competing businesses, in a community to work together and build their strengths.

And this is the basis behind cooperative theories of education. The premise is that students can learn more individually while working together than they could working as individuals in competition with each other. Cooperation is not simply the absence of competition (which is why studies that use the Herfindahl index are fallacious). It is the employment of mechanisms that promote interactions among individuals to create an environment that supports greater achievement for everyone.

For a typically Canadian example, consider the case of clearing the snow on the outdoor rink. One individual could skate better than another if he is able to clear some snow and the other cannot. But he cannot clear the whole rink without exhausting himself. But if everybody cooperates to clear the whole rink, then everybody skates better, even the person who could clear a section of rink for himself. This may reduce his effectiveness against the other individuals in the rink, but will increase his effectiveness in the wider would of skating. Indeed, unless the entire rink is cleared, he will not be able to compete outside his own rink at all!

So the argument to be made is, even if a condition of competition exists, if we analyze the nature of the competition, we can show that individuals who share resources are more likely to be successful than those who do not share resources. Cultivating a practice of sharing increases the baseline, so everybody is capable of that much more, which is useful in every form of competition except a direct personal combat between two adversaries.

Indeed, even boxers train together, teams play exhibition games against each other, and all share their understanding of the game with the wider community, both to promote the game, and to encourage the development of new players.

Responsible Internet Use

Andrew and Behn ask, "How do we ensure that when we give students the ability to blog/post that they will do so in a mature and focused manner, most importantly the younger students?"

My first inclination is to ask, "what do you mean by responsible?" The word 'responsible' is one of those code-words that hides a whole range of preferred behaviours, from respecting copyright to keeping the language clean to refraining from bullying and hurtful behaviour to staying on topic, sitting up, and paying attention.

I further would want to ask, "what do you mean by responsible for young children?" When I ask this, I suggest that we need to be careful not to expect a level of behaviour that is unreasonable. We don't expect children to assemble in small groups, chat politely, and discuss the topics of the day in hushed and respectful tones while they're out on the playground. We expect rowdy, noisy, boisterous behaviour - and we even think this is good for them!

So that's my first reaction to the question. My second reaction is that people don't learn what they're told, they learn what they're shown. It has always struck me as ironic that politicians who live one day away from indictment for fraud or tax evasion or whatever speak piously about the crime rates of about cheating in our schools.

How many teachers tell their students to blog without giving them examples of what good (age-appropriate) blogging looks like? When I wrote about educational blogging, I advised that the best first step was to have potential future bloggers begin by reading other blogs. This is not simply because the best blogging is in response to something else (though it it), it's because people learn from examples of good practice.

If we don't show children examples of good blogging, they will learn from and emulate the Simpsons, Fox News, the Jerry Springer Show, and similar unhealthy examples. The last thing we want our students to do is to behave like adults! Teachers who want their students to blog should begin by blogging themselves, and to develop their blogging tastes by linking to and talking about the examples of good blogging they find in the world.

Finally, my third response to this question is to question the emphasis. While there are obviously limits we want to set - we don't want them to use their blogs to promote hatred (and violence in the Middle East), and we don't want them to use their blogs to share songs (and be sued for millions by the music industry) - it is unclear why we would make the focus on internet use 'responsible behaviour'.

To me it is far more relevant to think about how we can use blogs and the internet to promote creativity, to promote lively interaction, to promote fun and games, to promote following one's interests and engaging with the wider community. While behaving responsibly obviously forms a part of this, it is in the greater scheme of things a smallish part.

I think there's something wrong with an attitude that begins with a perspective along the lines of "how can we control this to prevent the bad" rather than one that begins "how can we support this to extend the good". Most of the bad could probably be dealt with if we would only set some good examples ourselves, and the rest can be dealt with on an as needed basis.

The whole process of setting expectations is essential - but it's so much more powerful when expressed in terms of what you can do, as opposed to being framed in terms of what you can't do. Good learning empowers; it doesn't needlessly constrain.

Cloud Computing and Learning Theory

Laura and Margot ask, "We're part of Vancouver Island University's graduate program in Online Teaching Development and are wondering how you see cloud computing shifting online learning models/theories."


I would begin by observing that the role of theory, properly so-called, is vastly overstated in education, and therefore would express the hope that cloud computing makes this a but clearer and more obvious.

The vast range of educational theories should by itself show us that something is amiss. In physics we might disagree about the nature of gravity, but nobody disputes whether it exists. In education, there would be schools of thought devoted to the idea that gravity is a sham and that we ought to be studying natural motion.

I don't think that the shift to cloud computing carries with it a substantial change in theoretical perspective in and of itslef, but I think it's a part of a wider change in perspective from education being a domain that studies how we teach others to a domain studying how we teach ourselves.

Because of information and communications technologies, the ways people teach and learn are becoming more visible, and hence, easier to study and emulate. As a consequence, not only can people learn for themselves, people can learn how to teach from others, with a result that the overall practice of teaching and learning are themselves changing in ways we can observe and study.

It may be premature to predict the the science of learning that will eventually result from such observations, but it seems clear that the scholarship that leads to such a science will change. Closed and tiny studies measuring incremental improvements in 'performance' as demonstrated in pre- and post-tests of a single mid-west American classroom will no longer form the basis for theory and practice.

Quite the contrary. Many of the innovations will come from outside traditional scholarship. For example, few (if any) scholars predicted the Khan Academy, and most would have railed against the possibility, much less the educational effectiveness, but the success and widespread popularity of the initiative helped spawn a new approach to online learning and threatens to overturn what scholars believed they knew about the field.

Educational theorists sometimes like to pretend that they are doctors and physicists and to study learning in fine-grained detail, but unlike doctors, they do not even know what they are studying, cannot agree on what counts as evidence, and have no generally accepted measure of what counts as 'improvement', much less 'good', in educational practice. And while doctors and physicists are at least willing to admit they are facing chaotic phenomena and to re-calibrate practice, educational theorists continue to play in the Newtonian world of objects and causes.

In the years to come, we will re-conceptualize the role of the educator, and step back from a perspective of education as a domain in its own right, with a set of competing paradigms, and reimagine learning as a cpomplex phenomenon lying at the intersection of disciplines such as health and nutrition, psychology, perception and memory, communications technology and social network theory.

Educators themselves will be professionals well educated in the above disciplines, functioning primarily in a support role (as do doctors and psychologists today) helping people manage their educational health and development in an information- and learning-rich environment. This isn't just a consequence of the move to cloud computing, but the move to cloud computing is a major part of this.

A Level Playing Field

Jane, Kevin and Michael ask, "How can we ensure that all students have the basic skills, equipment and competencies to use DL, bring all learners up to a level playing field... ie: software and hardware?" 

This is actually a multi-part question that has no answer.

It's multi-part in the sense that it asks about two very different things, about the "basic skills" and "competencies", first, and about "equipment", "software and hardware", second.

And it has no answer because there is nothing anyone can do to "ensure" that all students have these, particularly for a wide definition of "all". Our best efforts may leave some children unprepared and under-equipped. We need to ask not how we can guarantee an optimal outcome, but rather, what steps we can take to work toward that outcome. It's a small shift in perspective, but an important open, because it changes us from a perspective of managing and evaluating others, to a perspective of being change agents in our own right.

When we talk about the two parts, "skills" and "hardware", we need to ask a similar sort of question in each case: what counts as "basic", "adequate", "essential", and the like? These are both moving targets - especially when it comes to technology. What counted as "basic" just a couple years ago is considered "inadequate" today. Do your students have LTE wireless? Too slow! They must replace their iPhones today! (Just kidding)

I have taken a stab at what I think are the essential skills with my account of the critical literacies. These are not the same as your typical definitions of either critical thinking, literacy in general, or computer literacy. I've tried to aim at a level that lies below those, to take into account varying languages and forms of representation, communications technologies and paradigms, and the rest.

I think that the best mechanism for ensuring that students have these skills is to expose them to progressive environments where these skills are valued, can be obtained, are reinforced through practice, and have pragmatic outcomes - for example, in gaming and simulation environments.  I wrote a bit about this here and here in recent days.

As for the technology (and actually, as to the education in general), I think that we need to be looking at policies that range well beyond education in particular. It has to do with the goals of education.  Consider what Pasi Sahlberg has to say about the state of education in Finland:
Decades ago, when the Finnish school system was badly in need of reform, the goal of the program that Finland instituted, resulting in so much success today, was never excellence. It was equity... In the Finnish view, as Sahlberg describes it, this means that schools should be healthy, safe environments for children. This starts with the basics. Finland offers all pupils free school meals, easy access to health care, psychological counseling, and individualized student guidance.
 Ensuring children have access to technology means, in short, making it a priority. There is nothing particularly challenging about the concept, in the sense that we know how to do it and have a good sense of what it would cost. The challenge lies in the belief that somehow still prevails in some communities that education is a competition, and that you should reward the winners and drop support for the losers.

The Content on Websites

In a related question, Wendy asked, "We thought, though, that adults are more discerning when it comes to weeding through the vast amount of information on the internet, and youth tend to believe everything they see and read. Do you have any strategies to ensure that students evaluate the validity of content on the web?"

My first reaction to this question is that the bulk of misleading content on the web comes from adults, and that it is adults who are mostly misled by this content. 

I wrote an article a few years back, Principles for Evaluating Websites, which outlines the major ways people can evaluate online information for themselves.

Having said that, I think the most important thing is to be careful not to foster an attitude in children that they can or must believe everything they are told. This actually runs counter to some educational practices, where they are intended to absorb information uncritically, and where the only educational value lies in demonstrating how well they have remembered what they have been told.

Even if it is true that constructivist methodologies teach less efficiently (and I have my doubts abnout this) these methodologies have the advantage that they require students to build their own knowledge piece by painful piece. There is now a penalty for being misdirected, and that is that it will be more difficult to build on false information wrongly believed.

Placing students in environments where the more important skills are to solve problems, communicate with others and create solutions will reinforce in them the values of critical evaluation, inference from evidence and experience, and deductive reasoning.

Take computer programming, for example. You might be able to teach a person more quickly how to write a REST interface by giving them sample code and describing what to do - this is the 'worked examples' model. But these skills do not transfer to downloading and installing a security certificate - there's simply no conceptual overlap between the two. But if the REST assignment requires that students learn for themselves from examples and dialogue on the internet, they will not only learn REST interfaces, but also what to trust and what not to trust in online internet chatter about computer systems, which in turn will help them assess political discussion (say) more critically.

That's the thing with education. What we think is the 'outcome' of the process is never really the outcome.If you simply case whether or not they learn how to code REST interfaces, that's all they will learn. But if you want them to acquire a wider range of skills, you need to place them in a more challenging environment (and then encourage cooperation so they have a decent chance of success in that environment).


Innovative Tools

Suzi and Michelle asked, "What innovative eLearning tools do you consider leading the way in the next 5 years?"

I think Google's announcement thatmost campuses are not using Google cloud technologies, as well as their release of a course-building tool last week, point significantly to the direction of online learning in the future, particularly when you add to this things like Stanford's new platform, Massive Open Online Courses (MOOCs), and even my own gRSShopper application, are pointing the way. These are all variations on the theme of the personal learning environment (PLE), and I think that this - or something like this - is the wave of the future.

It is important to understand that a PLE might be nothing more than your browser. At its core, the PLE is a mechanism for accessing a wide variety of cloud environments, including, but not restricted to, the Google cloud. And add to that what will in the future be considered essential personalization aspects - your personal educational record, your portfolio, and other personal metadata. Here's my presentation on personal learning environments (plus some volcano footage). Enjoy.

It's hard to overestimate the impact of this new approach. Last weekend I spent all day Saturday studying security certificates for websites. In my email the other day I received an offer from Coursera to enrol in a course on programming for IOS platforms that I seriously considered joining (even though it would cost $40). I've been reviewing a huge pile of information from James O'Reilly on a simulation platform hosted on Steam called Garry's Mod. I taught myself webcasting and this hobby led me to an extensive examination of K-Pop.

Given the means, and given the ability to follow their own interests and passions, people will be able to give themselves a deep, invigorating custom education in pretty much whatever they want. This changes the very foundation of education, and is doing so at an increasingly rapid pace.

Implementing Online Learning

Justin, Jane and Jean ask, "How will brick and mortar schools in British Columbia successfully integrate the principles of online learning, given the obstacles of teacher training and the cost of equipment upgrade and management?"

When you put the question like that, my answer is, "very badly." When means (once again) we need to examine just what is being said in the question.

There are four parts to this question: what it is to 'successfully integrate', what the 'principles of online learning' are, what the 'obstacles of teacher training' and finally, the 'cost of equipment upgrade...'.

The first part contains within it a presumption that what is currently being done is more or less correct, and that online learning is something that will simply be added or 'integrated' into what is already being done. But in fact, I think it will replace what is already being done.

Let me demonstrate what I mean by analogy. Imagine that the great new technology wasn't computers, imagine it was 'field trips'. Suppose we decided for one reason that field trips should become an important part of education. Would we 'integrate' field trips into the class? Not really - you can't teach math while on a field trip, and you can't go on a field trip while you're teaching math - and efforts to combine the two will be strained an ineffective.

No, what would happen instead would be that field trips are gradually introduced. You might take an hour a week the first year, a day a week the second year, three days a week by year five, and have a 100% field trip-based education by the time you were done. Things like 'math class' and 'chem lab' would disappear and the much more effective methodology would replace them completely.

This is what I see happening with online education. I see it as gradually replacing traditional classes. Indeed, I see it as getting students out of those classes and into the community. This might happen only for a few hours at first, but over time, all traditional educational activities will be replaced with computer (and teacher) supported activities using computer technology to support participation in real world communities and activities.

So, next, what are the principles of online learning? I think it's a mistake to suppose that there are principles, properly so-called. I think that online learning encompasses a range of behaviours that are not governed by principles but are more like a skill or a profession. To learn online is to interact with an environment the way a surfer interacts with a wave or a doctor interacts with a patient.

The best way to obtain these skills is to practice. That is not to ignore theoretical background - even doctors have to study the books - but it means that the bulk of one's education is spent attempting to do the sort of things they are trying to learn to do, and beginning this process from a young age. So, say, when a kid says, "I want to be a firefighter," the result of this is that he actually spends some time in a fire hall learning how it's done. No, we don't send him into burning buildings, but he does learn how to put out fires using real fires.And where better to learn this than with firefighters?

Is teacher training an obstacle to this? I think that thinking of it as 'training' is an obstacle. I think that thinking of teachers as production workers or semi-skilled staff is an obstacle. I think that a lot of the 'training' teachers get - in, say, educational theory - is an obstacle. But I think that advanced and professional education for teachers is not an obstacle, but rather, a necessary condition for making this happen.

Which leads, finally, to the cost of equipment upgrades, which I addressed briefly above, but which I'll revisit briefly.

In matters concerning expenditures the problem for the most part is not that we do not have the money, but rather, that the proposed expenditure is not a priority.

In some cases, we literally do not have the money. Canada probably has the technical capacity to send an astronaut to Mars, but we don't have the financial resources (at least, I don't think we do - I could be wrong about this). But for most everything else we could do in society, the mosy is there, but is being spent on other things.

I will highlight just two expenditures to make the point: F-35 fighters, and the frigate construction program. Between the two of them expenditures total about $50 billion. We could give every man, woman and child an iPad for that money, and stock them full of educational content. We won't do that because we have determined that the marginal improvements in security these military acquisitions would produce are more important.

But that said, in the end, education is expensive. Providing an education is expensive. What we need to do, if we can, is to put the conditions in place where people are able to provide their own education. Yes, we need to put into place programs that ensure maximal equity. Yes, we need to ensure that teachers can respond to individual needs with professional responses. But in the end, the best and only way to address cost issues is to eliminate the cost, and to empower individuals.


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Friday, 7 September 2012

Critical Thinking and Knowledge Domains

Posted on 07:35 by Unknown
by Stephen Downes

Responding to Alex Reid http://www.alex-reid.net/2012/08/critical-thinking-is-bogus.html (posting here in case he doesn't approve the post in moderation):

It would be helpful if we understood what you mean by critical thinking, because critical thinking as I understand it (and have taught it) doesn't really resemble what you describe in this article. You write, "critical thinking generally means 'close reading,'", but that suggests to me that you don't know what critical reasoning is, not that critical reasoning is somehow deficient.

As an analogy, think of critical thinking as being similar to math. That is to say, critical reading is not only a mechanism for study and representation (for example, 'close reading') but also a mechanism for drawing inferences and correcting errors. If a person says "I had four boxes and you have three, so we have eight," we have to 'close read' to understand the sentence, but beyond that, we want to use mathematics to correct the error.

The same with critical thinking. If someone says "If he was polluting the river, we'd see it, and by George we see it! so he must be polluting the river," we need to read to understand, but it is an application of critical thinking (and specifically, the rules of propositional inference) when we say that this person's conclusion is not supported by the evidence and reasoning.

Critical thinking cuts a wide swatch across all disciplines. Just like with mathematics, the principles of critical thinking do not change from one domain to the next. An argument that fails in history also fails in biochemistry. What counts as a good type of explanation in physics also counts in English (and the types of explanations are evaluated in the same way). We criticize definitions in geography the same way we criticize definitions in botany.

12 comments


AYDIN SARIKAYA29 Aug 2012
hi, it is just a simple contribution not a critics, by me. But  the first part as cri or cry or cre, all referance for a simple problem model. In term of its etymology, the term of "critical" and its way of  thinking should represent a problem or contradiction or something else to reflect an unverified dimension, that makes a rule of methodic value in case of thematic frame rather than its dependency to any kind of data.  ... thanks and regards. 


Charles Nelson30 Aug 2012
To me, you reinforce Reid's article. That is, in English studies, critical thinking and close reading are close to synonymous, but as you noted, they're not the same, or in other words, what counts as critical thinking in one domain (i.e., English) doesn't in another domain.


AYDIN SARIKAYA30 Aug 2012
All seem a way to relativity theory.Yeap! the fresh news on higgs boson and so the quantum discourses are ringing even the ring is a circle as a closed term, per se. While to the relative domain adresses, the network itself is an interdepented system of doing a main ping  as an inquiry of theory of everything that may let a discourse for critical thinking of everything. Thus interdisciplinary thinking should have some critics. For example: Laser test on mars is called as a chemical test. But should it be called as if only  chemical, really?  


Stephen Downes30 Aug 2012Edit
> in English studies, critical thinking and close reading are close to synonymous,

I'm sorry, they're not. Not in English studies. Not anywhere.


Charles Nelson30 Aug 2012
Perhaps the word "synonymous" was too strong, but they are closely associated in English studies as close reading is a part of critical thinking when reading and analyzing texts. For just a few examples:

Amemic, Joel H. ""Close Readings" of Internet Corporate Financial Reporting: Towards a More Critical Pedagogy on the Information Highway." Internet and Higher Education, v1 n2 p87-114 1998.

Elder, Linda, & Richard Paul. "Critical Thinking... and the Art of Close Reading, Part IV." Journal of Developmental Education, v28 n2 p36-37 Win 2004. (and see Parts II, III, & IV)

Kelemen, Erick. "Critical Editing and Close Reading in the Undergraduate Classroom." Pedagogy; Winter2012, Vol. 12 Issue 1, p121-138.

Webb, Allen. "Digital Texts and the New Literacies". English Journal, v97 n1 p83-88 Sep 2007.
Abstract excerpt: "Using these online resources opened up possibilities for new ways of teaching and learning traditional skills of close reading and critical analysis."

And from an English department's website:
"Through courses in literature and in writing, our majors hone their ability to read critically, reason analytically, and write clearly."


Stephen Downes30 Aug 2012Edit
'Critical Reading' is not the same as 'critical thinking'. And being 'associated' is not the same as being 'synonymous'. If there are online versions, I'll review the articles you cite; otherwise, I'm hundreds of kilometres from any library that might have them.


AYDIN SARIKAYA30 Aug 2012 (edited)

It seems as happy end. I would like to conribute with a correction:
the first referance: Amemic, Joel H.. It seems a result of copy-past accidents, as a good example of self-critical manners. ... Anyway, its original form is not AMEMIC but AMERNIC, and it may be caused because of Amemic and Amernic "similarity":).

That seems other example of value of design pedagogy.. Here is online link for it and others as I realised for this nice case: Here they are dear Stephen:

--
 AMERNIC Joel H. ""Close Readings" of Internet Corporate Financial Reporting: Towards a More Critical Pedagogy on the Information Highway."  http://www-2.rotman.utoronto.ca/~amernic/TIHE.pdf

----
Elder, Linda, & Richard Paul. "Critical Thinking... and the Art of Close Reading,  http://www.criticalthinking.org/pages/critical-thinking-the-art-of-close-reading-part-one/509

parts are linked at bottom..

----
Webb, Allen. "Digital Texts and the New Literacies".  This referance is also in the part of source:  Literature and the Web  http://www.heinemann.com/shared/onlineresources%5CE02147%5CRozemaWeb.pdf


Charles Nelson30 Aug 2012
"You write, "critical thinking generally means 'close reading,'", but that suggests to me that you don't know what critical reasoning is."

One problem for me is that you are declaring that your version of critical reasoning is the only one that's valid and that other disciplines have no right to decide what critical thinking means in their own field. 


Stephen Downes30 Aug 2012Edit
There's isn't something that is "my version" of critical thinking - and your suggestion that there is begs the question.


Howard Johnson00:00
I think there are different levels of analysis that are possible and likely in play in this discussion.  Alex's point about transfer between contexts is valid.  We always speak into an ongoing conversation that shapes what is considered to be appropriate to say and to do.  Though it is possible to take a critical stance, the details are different, which may create transfer problems for anyone using a standard process.  An understanding of potential analytic lenses like rhetoric or assessment validity will deepen what is meant by any critical analysis.
So, I do believe that a valid approach to critical thinking is not a process, but a stance or an attitude that is shaped to the context where it find its application.  


Enaa Zausen13:07
well....
i havent read far into his piece yet...but even in the first few dozen lines i sense an odd disconnect between what you write and what he has written.....  there are obvious sentiment inferences he makes (despite his english errors) that make him not the target you take him for...
perhaps you are 'transferring' from somewhere inside your head... to take advantage of his position and rather silly (rhinestone like) opening assertion... in order to acquire a target for your own ends....
...
i often find my psychology attempting this over my own mindful and thinking processes....

Stephen Downes13:32Edit
It will probably be useful for me to at some time write about what actually varies from domain to domain, and what does not.

For example, evidence.

- in different domains, different standards of evidence apply - eg. a CSI requires forensic evidence, while a lawyer might need only circumstantial evidence
- but in all domains, evidence must be tangible, publicly observable and documented (otherwise it is not evidence, it is something else)

Or, for example, definitions.

- in different domains, the word 'allowable' may be defined by different criteria, eg. what is 'legally' allowable may be different from what is 'morally' allowable
- but in all domains, the definition must describe all and only instances of 'allowable', may be criticized for being too broad or too narrow, and is illegitimate if inherently contradictory

In my own word, I describe six critical literacies, which define the fundamentals of critical thinking. They are: syntax, semantics, pragmatics, context, cognition and change.

In 'context', for example, I discuss the changing standards of evidence. While we recognize that there are different standards of evidence for different domains, it is a general skill, not specific to any domain, to be able to identify the appropriate domain and, accordingly, the standards of evidence to apply.

Similarly, 'definition' falls under the heading of 'cognition'. While we recognize that different definitions apply in different domains, it is a general skill, independent of any domain, to be able to create and evaluate appropriate definitions.

I find that people arguing that critical thinking varies from domain to domain do not draw these distinctions appropriately, often because of a lack of clarity in describing exactly what changes from domain to domain.

For example, Howard Johnson says, "An understanding of potential analytic lenses like rhetoric or assessment validity will deepen what is meant by any critical analysis."

The use of the 'lens' metaphor is common in the humanities and social sciences, and indicates a process of looking for specific entities (such as the use of rhetorical devices, or an assessment of the validity of arguments).

The nature and availability of these 'lenses' may vary from discipline to discipline (the use of rhetorical device, for example, doesn't apply (much) to cartography), but surely the process of identifying, selecting and evaluating a 'lens' is something not specific to any given discipline.

The very suggestion that there are different domains of knowledge, and that we can switch between them, entails the existence of a meta-domain, called 'critical thinking', which consists at a minimum of the knowledge of,selection of, and evaluation of, these domains.
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Thursday, 6 September 2012

Future Learning Interview

Posted on 08:17 by Unknown

by Stephen Downes


Hiya Peter,

Answers to questions follow.

1. What do you think will be the long-term effects of tools like Cousera and Udacity, as well as the online material posted by such schools as Stanford and MIT? Could these tools, combined with the increasing cost of higher education, lead people to follow an alternative model of higher education that does not require attending a four-year college or university?
I just saw an announcement today http://www.bbc.co.uk/news/education-19505776to the effect that these institutions will be offering ‘real world’ exams in a global network of invigilated test centres. This does not surprise me at all, and has long been one of the predictions I’ve made about the future of education. What the net effect of such a development will be is to separate the functions of teaching and testing. I discussed this many years ago here: http://www.downes.ca/future/accreditation.htm
I am not so certain about the speed (it could be very rapid, especially in Asia and South America) but I’m confident of the end result: the fragmentation of educational institutions. At a certain point, there will be pressure on colleges and universities to open testing to any person who wishes to attempt it. When this happens, this will create competition for learning, and people today paying large tuitions will look to less expensive providers. It’s hard not to predict the layoff of thousands of academic staff, beginning with the lowest paid graduate assistants and adjuncts, ultimately reaching professors themselves. It is possible institutions will consolidate and close.
There is substantial commercial pressure for such a reworking of the system; indeed, they envision it reaching right down into the public school level, with testing allowing the proliferation of private schools, charter schools, home schooling, and other non-public school offerings. This is the reasoning behind such initiatives as Common Core. This creates an especial challenge for governments and school boards if these testing centres are privately owned and managed.
To my mind there is no evidence that attending a 4-year college or university is a necessary condition for obtaining the degree of expertise indicated by a degree. However, I do think that this expertise consists of more than what is simply tested, and that a wider range of certification mechanisms will be required, including ultimately the evaluation of a person’s entire online data trail. This is already the mechanism employed in various fields, at least to a degree – journalism, graphic arts, and computer science spring to mind as instances where student portfolios are evaluated.
So, yes, these new models are harbingers of much more sweeping changes to the education system.
2.What, if any, distance learning tools or ideas do you think are overrated? What tools should we pay the most attention to?
I think the idea of blended learning is over-rated. To my mind, blended learning is a concept that allows sceptics to hold on to traditional learning. But I see blended learning as a bit of an anchor, holding back people who are ready to thrive in an online environment.
I think learning analytics, as currently conceived, are overrated. Most such are based on tracking access and length-of-time on LMS pages, checking test and quiz scores, and the like. There may be some predictive value to these, but I think analytics needs to look at wider and more varied data, and especially, data outside the LMS. Systems that can analyze data online inside a walled-garden will have to my mind a short lifespan. The future is in network-wide analytics, using non-structured data, to support dashboard functions for learners themselves.
3. If you were placed by your government in charge of an initiative to promote wider adoption of online learning, what actions would you take?
Government will play three major roles in education going forward: infrastructure, promotion of the public good, and accreditation. Additionally, with respect to the post-secondary system, government will continue to be a major promoter of research and development.
Accordingly:
- I would begin to design and deploy an open public education infrastructure. This in the first instance refers to the physical assets to a large degree already developed and deployed, such as fibre-optics to the schools. I would extent this and ensure wide community access, not just in-school access, in order to support lifelong learning. Also related to physical infrastructure, I would put in place measures and incentives to improve choice in access providers, preserve network neutrality, and ensure portability.
In terms of application infrastructure, I would make available tools to all educators, including private citizens who wish to offer educational opportunities (to me, ‘educational’ refers to anyone who want to teach, not just formal institutions of learning). This includes support for and deployment of open access educational support software, such as conferencing environments, simulation software, and the like (I don’t want to prescribe a precise list because in my view the community should to a large degree determine its own needs here).
- There is a public dimension to education, which is to promote the public good and preserve social order. To a large degree, this is reflected in curricular and pedagogical decisions made at school boards across the country. To a significant degree, communities should have autonomy in decisions regarding education. Nonetheless, in order to promote the public good, the federal and provincial governments should be primary providers of open access learning resources. These have the primary role of ensuring that every citizen has free of *very* affordable access to a quality education; accordingly these resources consist not only of digital content and services, but also a network of support centres (formerly known as schools) where learning professionals are available to meet specific individual education needs.
Therefore I would approach this from two directions: first, to create a mechanism for the authoring and deployment of high-quality digital educational content and services (recognizing that this is not a one-time investment but most likely an on-going process). This isn’t simply a case of hiring publishing companies to create content; it is a process of mobilizing communities to contribute to, create and support educational resources, employing vendor support where needed. For example (this is only an example of process, not necessarily what I would do), in a given domain a domain wiki would be established, where an ISP would manage the technical aspects, where individual experts would be hired to set up content, and where registered members of the community could make changes, add resources, request additional features, etc., where the wiki would be open and accessible to learners, and employed by learning professionals in support of educational activities.
In addition, I would put into place a mechanism for defining, educating, evaluating and accrediting educational professionals.
- This feeds into the third major element, the maintenance of mechanisms to ensure educational services and resources are meeting the interests of public good and social security. This in the first instance entails the creation of an office of ‘education inspectors’, analogous to health inspectors, who review and rate educational content (ie., any content offered for sale or distribution publicly or privately). It is imperative that a more open educational community avoid incidents such as the ‘baby genius’ scam (where educational products are sold which have no educational value at all). Additionally, education provided must not be harmful to students or society – while wide latitude in content is desired, education which leaves wide gaps in knowledge or skills, which deliberate propagates fictions, or which inculcates violent and unlawful behaviour, needs to be curtailed.
I would not develop a ‘Common Core’ approach as in the United States – that’s like using a 200 pound anvil when a scalpel is required. But beginning with broad and widely accepted definitions of what is agreed to be harmful or useless, educational inspectors can draw on scientific research and community consultation to provide an ongoing monitoring and accreditation of educational resources and practices.
4. What schools or organizations are creating a model of best practices for distance learning?
Hm. Google?
The best practices are being developed outside educational institutions by communities that are sustaining and informing themselves.
I would direct the bulk of my activities toward these communities, rather than toward either educational institutions, or existing corporate entities.
5. What do you think of the argument that even well-developed online courses are inferior to face to face courses?

I think it oversimplifies what is a complex discussion. It presumes that education ought to take the form of ‘courses’, that these must be ‘developed’, that there is some common measure by which some could be classed as ‘inferior’, and that these are actual alternatives in the educational sphere. People who are still debating this question have not to my mind taken the time to learn about the nature and needs of specific educational environments.

Things about playing football, for example. The question would read, “are even well-developed online football courses inferior to face-to-face football courses.” My first reaction is to ask, why do you think there should be football courses? Most people learn football by playing it; instruction is usually in the form of coaching. But people who become serious about football soon turn to other media as well. There is, for example, the playbook to be created, read, memorized and practiced. Is a face-to-face playbook better than an in-person one? The question makes no sense. Then football players also spend time reviewing videos. Need these games be re-enacted by people, or will digital copies of the games be sufficient? Learning football is a complex task. Almost none of it involves ‘courses’. I content that most disciplines are like football, but that we teach them very poorly. When our practices catch up, questions like this will be obsolete.

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Sunday, 2 September 2012

The Robot Teachers

Posted on 09:12 by Unknown
by Stephen Downes

"Can you recommend a good doctor?" This is the final question in an article by Tony Bates about teaching, and it frames the debate nicely. We would be very disinclined to turn over the healing profession to automation, and in the same vein, should be equally hesitant when it comes to teachers.

My first thought on reading the question was, "they're all good." Obviously there is some variation between doctors - and I had a dentist once the year before his retirement I would not recommend to anyone - but the difference is slight, especially when compared to the difference between having a doctor and not having a doctor.

The quality of doctors is a combination of the educational system and the character of the individual who graduates from it. We live here in a society that values excellence in the professions, and highly skilled and motivated individuals join the professions. In Canada, this also includes teachers, mostly, and as a result, we have one of the best educated societies in the world.

But it's funny. Medicine, of all the professions, is one of the most dependent on computers, machines and robots. From x-rays and MRIs to the monitoring devices of ICUs to electronic patient records (a work still in progress) to all manner of diagnostic and treatment systems. I take pills manufactured by robots (and dispensed by computer), my breathing at night is managed by a computer, the lenses on my glasses were shaped by an automated grinding system, and I get robocalls to remind me that I'm scheduled for a checkup next Tuesday at nine.

So we have two sides to this. On the one hand, in education, we depend on the professionalism of our teachers, and trifle with that at our peril. We depend on their education being excellent, and on their passion and motivation. On the other hand, if our doctors were as hesitant to employ technology as our teachers sometimes are, our lives would be measurably shorter and inestimably less comfortable and less secure.

So, while I understand what motivates Tony Bates to express such concerns regarding the automation of education, by the same token, I am wary of arguments that recommend we stop using the robots and the computers.

Here's Tony Bates: "he (his editor) wanted me to change what I was writing to make the case that computers can replace teachers in higher education." Why? "He told me that his CEO and a number of CEOs from other companies all thought this was the right way to go, and were trying to influence the market to accept this."

And this brings in the other side of the debate about health care: privatization and corporate control.

In Canada we have a public health care system. Like our education system, it is one of the best in the world. Outcomes are comparable to those in the Unites States, and frequently better, and Canadians spend about half as much on health care. Wait times are comparable and, of course, nobody is turned away at the door of a Canadian hospital because everybody in the country has insurance.

By and large, Canadians feel a conversion to an American-style system of privatized health case would be a disaster, even with the salve that is Obamacare. This isn't a close election-style preference.Polls show that 94 percent of Canadians prefer the public health care system. Even while Canadians face a barrage of contrary media (for example, from the Fraser institute) they aren't buying it. They can see the horror stories from south of the border, and express an almost zero desire to switch. Who can blame them?

This is the sceptre Tony Bates faces in his dream. It is the conversion, erosion and eventual destruction of one of the best public education systems in the world, under the guise of automation. It is the eradication of the professional that we today call 'teacher' or 'professor' and his or her replacement with the educational equivalent of an automated food-services operator asking "would you like fries with that?"

The results of such a system would be predictable, and again, one can point south of the border for evidence of that possible future. Though Americans pride themselves in having the best education system in the world, it just isn't true. What can be expressed with statistics is also experienced by Canadians as fact. It is perhaps shameful to admit, but Canadians have long made sport of the low level of American education. It's the whole health thing all over again.

The explanations are myriad. There is the income gap, which is much larger in the U.S., and reliable the best predictor of educational outcomes. There are structural and institutional factors - the wealthier districts tend to get better schools and more funding. There are cultural factors - in some cultures, we are told, education and achievement are valued more highly than in others. There are those who blame the teachers and teachers unions (though of course teachers in Canada are almost 100 percent union).

Most of these factors, though, are mitigated, if not eliminated entirely, with public support for education. Again, it's like health care - yes, poorer people in both Canada and the U.S. are likely to have lower health outcomes, for a variety of reasons. But in Canada, poorer people are less likely to delay a visit to the doctor, less likely to allow an illness to become too serious to treat, less likely to die an early death.

Similarly, where education is a public good, the causes of low educational outcomes are mitigated. Funding between wealthier and poorer districts, instead of varying by parental income, is more or less equivalent (though the rich even in a public system extract a disproportionate share). Poorer people, in a public system, are more likely to be exposed to positive role models and to acquire the values of professionalism, passion, motivation, and the rest. And of course in a public system poorer people fund themselves - at least some of the time - in an environment that is informationally rich and intellectually challenging.

If the rest of the automation of education is to undercut education as a public good, Canadians - and society in general - have a great deal to worry about. And it is clear, as Bates shows, that an organized campaign is underway to create this outcome.

Bates again:
  • xMOOCs and automated marking and peer review to get around the awkward point that one instructor cannot provide adequate feedback to thousands of students. 
  • the Republican Party of Texas whose election platform contains the following (p. 12): "Knowledge-Based Education – We oppose the teaching of Higher Order Thinking Skills (HOTS) (values clarification), critical thinking skills and similar programs..."
  • the California two year college system has undergone nearly $1 billion of cuts since 2008, resulting in a waiting list of 470,000 students who cannot get into classes
  •  Stanford University has just created a new Vice-Provost for Online Learning, who turns out to be a computer scientist  
  • the Ontario government is looking for more ‘productivity’ from the post-secondary institutions, and is asking how online learning can lead to improved productivity.
This is just a small sample of the evidence he could have assayed to make the case that automation is being used as a mechanism to privatize the educational system.

And again, probably every educational blogger experiences that gentle but incessant pull to write about and support initiatives that lead toward a privatized system. Want to get on TED? Don't support public education - instead, talk about how business and the markets can do it better. Want to get hired to write for Britannica? Espouse the market-based perspective. Want to win an award? Check the gotchas. Want to give your blog a boost? Be an Apple Educator or Google Certified Teacher. Want to be known as supporting 'free education'? Support the commercialization of educational resources. Want Shuttleworth or Hewlett money for your educational support or research project? Support the commercialized approach.

There is an ongoing and incessant campaign afoot to privatize education. In the United States, education is almost the last bastion of public expenditure. In Canada, both health care and education face the forces of privatization and commercialization.

The results are wholly predictable. In all cases, the result will be a system that favours a small moneyed elite and leaves the rest of the population struggling to obtain whatever health and education they can obtain with their meagre holdings. As more wealth accumulates in the hands of the corporations and the wealthy, the worse health and education outcomes become for the less well-off in society.

But here's where the challenge arises for the education and university system: it was designed to support income inequality and designed to favour the wealthy.

(Indeed, from my perspective, one of the greatest scams perpetrated by the wealthy about the education system is that it has a liberal bias. But if you separate out social issues - beliefs concerning  "'multiculturalism, immigration and racism' (the most common category chosen by colleges), or 'environmentalism, animal rights and food'" - and focus exclusively on questions of economy and distribution of wealth, the purported liberal bias disappears.)

Examine the structure of the traditional university system, especially as instantiated in the United States, but also to a certain degree in Canada and many other nations. Admission is regulated by tuition, and in the most elite institutions, the tuition is the highest. The recent British experiment in voluntary moderation was a failure. Admission in private universities is also enabled by legacy, the result of favours granted by and to alumni of the university. There is in addition a bias in elite universities toward graduates of a small number of preparatory school.

In this sort of environment the preferred model of learning is very personal and very professional. Having a teacher or professor in this sort of environment is less like dealing with a hospital or clinic, and more like having a personal physician. It's all hands-on, it's all very close, supporting and caring. And it is very effective, at least, from the perspective of securing positions of power, privilege and wealth. The associations created here last a lifetime, and are parlayed into wider influence. Want to go to Davos? Say the right things, support the right causes.

So long as this is what educators believe they provide, they will serve as agents for the commercialization and privatization of their own discipline, rather than as protectors of the public system.

That's why I'm so concern about the turn taken in the article written by Tony Bates. Here he is again:

To successfully achieve such learning outcomes, learners either have to be incredibly self-motivated and already highly knowledgeable (i.e. already well educated), or they need an environment that supports the development not just of these outcomes, but also the development of their thinking and decision-making. This requires fostering or supporting their motivation to learn, dealing with gaps in knowledge or lack of learning skills, providing timely feedback, and above all providing guidance, criteria and direction to ensure that they meet the necessary standards to operate effectively in the real world. This is what I call teaching, and much if not all of it is difficult or impossible to automate.
This is the model of the private education, of the personal physician, of the service reserved for the elite, not the least because we cannot afford to provide it for everybody. And this is a key point of this article: so long as we cling to this as the model for education, we push it toward privatization.

To be sure, Bates is aware of this, I would think.
Yes, this was possible 50 years ago because we had an elite system, and few students per professor. Now we have, especially in North American Tier 1 public research universities, very large classes and many students per professor (made worse in first and second year by tenured professors focusing mainly on research and graduate education). So we have fallen back almost completely on ‘instruction’ rather than on ‘teaching’ in undergraduate programs.
 And he is quite right. The system has drifted from the prep-school and Ivy-League model of learning, has drifted away from the boardrooms and warrens of Cambridge and Oxford, to resemble something much more structure, must less personal, much more 'outcomes focused', and much less attractive. It has devalued the role of the teacher and professor, relegating them to the role of tutor or instructor or semi-professional support system. In universities, much of the teaching is done by underpaid graduate students. In the public school system, teachers are under increasing pressure, facing lower pay. Even their pensions are under attack.

No, it is not a good system, and simply taking this and automating it is not a solution. And Bates is quite correct to warn of the most likely outcome: an in-person education system granted to a small number of people who actually attend these elite universities, and a mostly or fully automated system sold like CDs and television programs for the rest of us. We - those of us who are not in the one percent - would be reduced to being educated vicariously through others.

We know this model fails. " For over 30 years computer scientists, working in the field of artificial intelligence, have been trying since then to improve on ‘programmed learning’, which failed to deal adequately with the development of cognitive thinking skills beyond the level of comprehension and memory." Yet this is the sort of education being designed today though systems such as adaptive learning systems and common core. This is the sort of system intended to be supported by learning analytics. And yes, the Coursera, Udemy, MITx and similar initiatives are the means to this end. A Netflix for learning. An Amazon for achievement. Except that it will sell a hollow dream, as the divisions between those who are genuine participants in academic and literary society, and those who are not, will be permanently established.

To be sure, this must be understood: this is as much a political outcome as an economic outcome. Those of us who end up on the wrong side of the vicarious education divide are and will be shut out not only from positions of wealth and power, but from any role or say in the definition of knowledge, intellect and culture. Those people we read, those influencers of public opinion, those who are credited with discovery and celebrated as innovators and inventors - they will all come from the in-person side of the vicarious divide. Political discussion, literature, culture - these are and will be shaped in the interests of, by and for, those with wealth and power. Dissent will not be suppressed, because it will no longer be necessary; dissent will no longer be possible.

If we cannot have an educational system that was designed by and for the industrial age, with classrooms and textbooks and standardized curricula, then neither can we have the education system that existed before that age, with professorial discussion circles, individual advisers and mentors offering support and collegiality, personal instruction, guidance, criteria and direction. We must move beyond what we have if we are to have a public system worth keeping, but not in a direction that further reinforces the divide between a high quality education for some and a facsimile for the rest of us.

I think there is only one way to achieve this: to develop teachers and instructors as a professional class at the service of a public education system, leveraging and working within a technological environment equally accessible and supportive of all. Not programmed learning, but also not the private-school education taken to be the high standard of learning today. Something better.

Let's first look at the recommendations offered by Tony Bates:
  • using online learning, rather than building new campuses or physical facilities, to expand access.  
  • use of shared materials, and not just open educational resources, but developing courses or programs that can be used across several institutions.
  • economies in the delivery of programs by maintaining content quality through the use of tenured or research professors for the design and development and monitoring of course delivery, but reducing delivery costs through the use of well-trained online adjunct professors and automated marking where appropriate.
  • course designs that move the work away from the instructor to the student. Examples are collaborative learning, development of self-management learning skills, problem-based learning.
This is the traditional system, with some technological enhancements, where education is still considered to be 'delivered' by means of 'programs'. It will not work, no more than a model of 'delivering' health care through 'health programs' would help a society be healthier (as evidenced by the failure of the HMO model, which is exactly that).

We have to stop thinking of education as a delivery system. We have to start thinking of an overall publicly-accessible and supportive educational environment.

It's not about duplicating the success of the private school approach that has characterized the design of 'the best' education through the last century. It's about making that advantage irrelevant. It's about making it so you can't get anything more if you take the personal-physical or personal-teacher approach, because everybody already has access to the best. And - like live music - is we want we can sample it from time to time in person, because it's fun.

We must develop the educational system outside the traditional system because the traditional system is designed to support the position of the wealthy and powerful. Everything about it - from the limitation of access, to the employment of financial barriers, to the creation of exclusive institutions and private clubs, to the system of measuring impact and performance accordiung to economic criteria, serves to support that model. Reforming the educational system isn't about opening the doors of Harvard or MIT or Cambridge to everyone - it's about making access to these institutions irrelevant. About making them an anachronism, like a symphony orchestra, or a gentleman's club, or a whites only golf course, and replaced with something we own and build for everyone, like punk music, a skateboard park, or the public park.

So what does a technology-enable 'public education health system' look like? As I said, it will be staffed by education professionals, and ultimately the design will be largely informed by these professionals, as once having taken over management of the system for themselves, they can begin to implement reforms that make educational sense, rather that follow prewscriptions emplpoyed by economicsts or put in place for political reasons.

Education professions in this model may be affiliated with institutions, but are also regarded as providers in their own right. People in the community may access education either through the institution or directly through the professional. They don't 'enrol' in a particular institution, or 'belong' to a class or curriculum, though they may tend to favour one institution or one professional. As with the health system, (at least in Canada) they can attend any institution they want, and have a wide choice in the educator they want. They may from time to time seek the assistance of specialists, for particular needs (for example, language training or compliance training).

What is most important is how education is thought of in such a system. It is not something that is 'delivered' or 'transferred' from an institution to a person. An education is property of a person ('property' in the sense of 'quality' or 'attribute', not in the sense of 'ownership' or 'possession') just in the same way as health and fitness are properties of a person, something they have all their lives, something they develop and grow and maintain, something they are themselves ultimately responsible for.

Just as a healthy person needs affordable and accessible food and water, housing and transportation, so also an educated person needs learning resources, intellectual challenges, role models and examples, employment and invigoration. They need, in the words of Seymour Papert, hard fun. There are many ways this can be provided in a technologically advanced society - transmission (via books and videos) and programmed learning are only two possibilities, and (probably) the most minimally effective of those.

In this model, the public education system isn't something you put aside 18 years your life to go to and 'access', no more than a child spends the first 18 years of his or her life in a health institution developing strength and fitness. In this model we find much more interesting, varied and engaging pass-times for children and young adults, integrating them more and more into the wide web that is society as a whole. Yes, children and young adults continue to have role models and mentors, but they only model in which every child can have access to this is one where every adult is in a position to fulfill this role.

The way we need to design such as system - and we need to begin designing it now, before the privatizers destroy what we have - is to begin designing educational professional support systems: the array of software and services we would want an educational professional to have at his or her fingertips on an as-needed bases.

We need also to begin designing the educational resource support system for individual learners, including access not only to free or easily affordable educational resources - the learning 'bread and butter', so to speak - but also learning environments, network support structures, and access to learning inside work and other environments. I have spoken in the past about treating educational reosurces as a utility like water or power; we need to begin building this utility and putting it to work in hospitals, courts, manufacturing plants, parks and museums, and any other place people get together to work or play.

We will gradually begin assessing individuals by what they do and what they contribute, rather than according to what they earn or what they take. Systems that make this sort of assessment possible will need to be designed, and incorporated into the tools we use to make hiring decisions. (It would be the opposite of a phenomenon happening today, using a person's credit score to evaluate insurance or employment prospects - again, a measure intended to entrench the rich.)

And we need to put into place mechanisms of association that undercut and make obsolete the associations formed by the elite in their private institutions - the networks of connections that serve as alternative fora for political opinion, language, culture and dissent. These networks - of which the connectivist courses are early prototypes - will replace the Skull and Bones and similar societies, making them obsolete and ineffective.

And finally - we need to begin to define what we mean by a professional educator, a person who is the steward of this system and who accepts, as an individual responsibility, the support and maintenance of a high level of general education and intelligence, for all members of a society, in support of the individual and social good. I suggest it is a role that has very little to do with content delivery, very little to do with standardized curriculum, very little to do with textbooks and classrooms, and is only orthogonally attached to educational institutions.

And it will not be performed by robots.

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