Showing posts with label data driven education. Show all posts
Showing posts with label data driven education. Show all posts

Saturday, 23 January 2016

Difficult Metrics: The end of Creativity & Play in Learning

CBC's Spark had an interview with Scott Barry Kaufman this week about his theories on creativity.  His identifiers for creativity include solitude, introspection, daydreaming and having new and varied experiences.  This reads like a laundry list of things education does poorly, or not at all.

The linear and systemic nature of learning in the education system is always on my mind as summatives happen and semesters end.  As I watch the system trundle towards final assessment (which means a lot of number generation), I'm always left wondering where the learning went.

Sometimes the internet feels like a meme confluence.  In this case related ideas of creativity and play mix together, making me question education's intent in designing learning environments that stifle both things.  From the education system's perspective, play is what you do when you're not learning, that's why they call it recess, yet Kaufman and a number of other thinkers believe that play is an incredibly rich learning opportunity.


A tweet by Mathias Poulsen on the marginalization of play in society got me thinking about the role of play in learning.  Play and creativity are inexorably linked in my mind.  When I play I create.  When I create, I'm playing.  I usually learn an awful lot in such a rich environment as well.

There are two aspects of modern society that drive the control paradigm Mathias refers to in his tweet.  Both flourish under the watchful eye of neo-liberal value theory.  Data collection is one aspect of this economic/social model and it's happily provided by digital technology which seems designed to produce this sort of data.  With everything itemized the next step is to monetize it.  With absolute oversight better profits are ensured, but only for the people who can afford the absolute oversight.

Modern economic theory touts data driven metrics as the way toward a more perfect
Data increasingly connects the
dots and defines who you are.
It used to be a more organic
process, but now it's done by
machine.
efficiency, and education has been eager to leap on board this very rational (at least that's how it's marketed) approach.  By quantifying everything we're able to better manage people and property, not that there is a distinction.  The people who manage us are obviously big fans of this data driven approach.  It lends the air of mathematical credibility while also offering an automated ease of use.  No more worrying about people as people when you're managing them from data.


It seems like an air-tight trap.  You are what you do and we can produce oodles of data that show what you do.  But there are aspects of human being that still defy the data driven trajectory of our society.   Creativity and the play that causes it to bloom are a pain to try and quantify and manage, even with the latest analytically insightful digital tools.  The only way education has managed to make data from a process as complicated as learning is to grossly simplify that learning in order to produce data to feed the machine, but play and creativity defy even this heavy handed approach.  You can grossly simplify learning with standardized testing, but all the testing in the world can't capture creativity.

The best corporate thinking suggests making a fertile space for creativity and the play that can produce it, but keep management out of it!  Education isn't as driven by the need to innovate and tends to model its management practices after classroom management anyway.  Education, with its hierarchical thinking and conservative approach, is a much riper environment for data driven absolutism than business ever was.

As a result of this data-driven press, play and creativity are increasingly foreign to the modern classroom.  If it can't be itemized, quantified and easily compared it isn't really useful as an aspect of learning; it's not part of the system.  This is backed up by serious people with data who talk about how a rigorous, intellectually meaningful curriculum can only happen through the mathematical certainty of data-collection.   Less time is given to play and creativity is re-cast as something only geniuses (or the very rich - they're often the same) have, you can't learn by practising it.  Students are encouraged to get in step with the 'real world' and produce quantifiable material by following transparent and unwavering rubrics, lesson plans and standardized tests.  The data produced in this fish-bowl of honesty allows the education system to accurately and completely (except for the bits we ignore) evaluate student ability and direct them to the most efficient career pathway.  This is handy because career pathways are the only reason schools exist any more.

One of the benefits of a liberal society is the generation of a thriving creative class.  If we can't compete on the cheapness of human labour (because we don't the produce quantity of people other societies do), then we can compete on creativity.  Except our data driven approach to learning (and everything else, really) means we are letting creativity atrophy in our children.  

The only people who think creativity is a natural talent you can't teach are people too lazy to nurture their own.  Those kind of people really like data driven thinking because it means they don't have to do much thinking themselves.

The answer is yes.  Sir Ken is a popular educational trope.
Teachers are encouraged to watch a video that criticizes
education and then they're told to prepare students for
standardized tests and grade them with numbers.

Like any hard-won skill, creativity demands commitment to change, metacognitive clarity and growth, and it can be frustratingly non-linear.  One sure way to spark creativity is to create an empty space, the solitude Kaufman spoke of, in which your mind is encouraged to produce its own outcomes.  This can't happen in an always-on society where your attention is constantly being sought by digital thought merchants who have monetized your attention.  The habits you develop in this brave new world are so orchestrated that your mind quickly forgets how to structure itself; it comes to depend on digitally structured environments.

Another way to spark creativity is play, but not the kind of pre-determined outcome play you find in video games.  Play in those situations is more like the training of a Pavlovian dog; small rewards for correct behaviour.  You win because you're scripted too.  Open ended play means there isn't a script to follow, there is no right way to do it.  It means there isn't a specific outcome, you're back to conditioning when you demand specific outcomes.  In play-space the outcomes are often unexpected, and can't be described in win/lose terms (once again, a specific outcome).

Creativity has no required outcomes.  The creative process does produce outcomes, but they aren't handed down from on high by curriculum, nor do they look alike.  In a class of thirty students (not much solitude there, but you deal with what you're given), each creative outcome may look so unlike the others that it is nearly impossible to track them all back to the same starting point.  As a standardized test result this is a disaster.  How do you rubric that?  How do you grade creativity?  How do you determine if Billy is 3% more creative than Bob?  The system demands numbers, you better give it them.

We're here to teach people, not have fun... and
intelligence has nothing to do with it!
Fortunately, education has found a scripted way to insert play into learning!  Gamification connects well with educational thinking because they both are directed toward predetermined, specific outcomes.  When educators get all giddy about applying gamification to learning they are harnessing the current digitally driven social trend of attention engagement for their own ends.  They might feel that using this rather nasty process for the good of learning makes it alright, but the ends don't justify the means in learning.  How you do it matters.

Gamification isn't play.  You don't magically produce play by gamifying a lesson plan, though our data driven reflex will happily accept this absurd simplification if it makes us feel like we're with the times, and producing the same thing that Google and Apple are looking for: engagement.  Teachers and multi-nationals all looking for the same thing?  That's got to be a good sign.  Our students are trained by financially bottomless digital giants to spend hours connected online.  Education should harness that reflex, right?

You can lead a horse to water, but you can't make it drink, unless you can exactly measure the horse, the distance it has to travel and its circumstances and then manipulate the environment so that drinking becomes the only possible outcome.  That's gamification in education.  Data driven thinking would suggest that with enough detail (happily provided by digital multi-nationals intent on not paying taxes while reaping record profits) we can engage a student and invisibly lead them to curriculum required (and usually very specific) learning outcomes.

Societies are societies because they've established patterns of thinking that the majority support.  To diverge from that pattern is to move towards the edges of social acceptance.  If you go too far you'll have passed beyond social norms and become a pariah.  Society is very good at inventing words to describe people who aren't conforming properly.  Creativity produces new thinking and so creatives tend to be outliers.  A liberal society accepts these creatives more than a conservative one (it is a distinct advantage of a liberal society).

If there is one social mechanism that enforces social norms it's the public education system.  It has greater social contact with the population than the police or healthcare and focuses on the most pliable citizens (children).  This is generally done as benevolently possible, except when society itself has made some poor decisions, then public education quickly changes from an agent of personal empowerment to a means of indoctrination.  That education seems unwilling and incapable of fostering creativity through play shouldn't come as a surprise.  That kind of nonsense isn't conducive to a well organized, radically transparent, data-driven, modern classroom.  You're not going to produce cooperative citizens if you ignore those societal truths.

Perhaps asking the education system to protect and nurture creativity and encourage play is beyond its capabilities.  As an agent of social conformity education tends to be the anathema of creatives, the lowest point in their creative lives, but if education doesn't nurture and protect creativity don't expect Twenty First Century Canadian society to do it.  Our society is becoming more stratified and rigid thanks to increasingly rigorous data driven control.  In a world where our attention is monetized and trained to expect digital frameworks, we are increasingly defined and limited by the data collected about us.  Play is a quantifiable waste of time and the creativity that arises from it is being cast aside.  

Ironically, this is going to cost our society billions.

Monday, 28 July 2014

Bending People to the Data

The idea of data driven learning has become very popular.  This isn't surprising since data is beginning to drive everything.  Where it becomes problematic is when data is manipulated for its own sake rather than for an intended purpose.

It's a complex series of events that have led us to this point.  We're living in an age of data where we are recording much of it for the first time.  We mistakenly describe this as 'creating information', but we've always done that.  What digitization does is allow us to save that data on a massive scale.
We're not creating any more information than we used to, but we are recording it now at an unprecedented rate.
We've been experiencing this information forever.  If I went for a ride on my motorbike in the 1950s I would have experienced roughly the same 'data' that I'd experience going for a ride now.  The difference now is that the go-pro on my helmet and youtube means that data is saved and shared.  We're not creating any more information than we did before, but we're recording it and allowing others to experience the data.

Since this mass recording and access to data is a relatively new phenomenon we should probably take care to contextualize it, but we don't.  We recognize that data driven methods yield results, but in our rush to enter this brave new world of data we happily ignore what doesn't suit our goal and take other data out of context if it serves our cause.  When politics or self-promotion drive data selection the benefits of data driven management are in doubt.

Since it is so much easier to record and share data we're tempted to structure our activities around data creation rather than genuine experience.  I suspect we'll get better at this as technology becomes less invasive and allows us to capture a moment with minimal interference.  The evolution from TV to video to go-pro video is a good example of this progress, as is the smartphone camera and Google Glass.  But in the early stages of this evolution we're still awkwardly focusing on data collection rather than genuine experience.  Selfies at the Tour de France this year are an example.  If you watch any sports event where people are focused on recording rather than experiencing the moment you'll know this is endemic.  From the World Cup to the Olympics, the focus on data collection gets in the way of being there.  This creates some interesting changes in experiential value.  You now need to share the experience rather than relating it after the fact.  Being there is less important than your recording of being there.  Every experience is one step removed.

Education is no different.  Rather than focusing on ways to capture genuine experience in as non-invasive a way as possible, we create artificial situations that produce data for its own sake; standardized testing is a fine example.  Rather than integrating literacy assessment into genuine experience, we create an artificial testing environment that is designed to produce data, students and the complexities of literacy are minor components of that process.  We then base management decisions on the corrupted data that is produced from these artificial situations.

If data collection is the point of the exercise, then the data you're producing is an analysis of data collection, not whatever it is you think you're assessing.

Technology needs to be pushed to produce non-invasive ways of collecting genuine data.  Not only will this allow people to bask in the moment rather than ignoring first hand experience to create second hand data, but it will also serve student learning by focusing on it instead of data gathering processes.  

We need to stop bending the people to the data and start demanding that the data find us where we are, in genuine experience.  In the meantime it is vital that we don't blindly believe that there is truth in data that is produced in self serving contexts.

Thursday, 8 May 2014

Binary Thinking

More notes from Phoenix, along with some editorializing:

Education is an analogue, non-linear, complex, biological process because we are non-linear, complex, biological organisms.  Data and the technology that produces it are none of those things.  Data might point to a vanishingly small piece of this complex puzzle, but it will never explain, justify or encompass education, no matter what vested interests might tell you.


We are such chameleons. The dominant thinking of our time actually changes how we see ourselves. When the social norm was religiously defined we saw ourselves as angels and demons. When industrialization occurred we described ourselves in terms of the machines we were creating. In the information age we define ourselves in terms of digital data. It's important to remember that we are none of these things, but rather the creator of all of them, and therefor greater than them all.

Digital technology is turning our thinking binary.  How do you feel today? A) good B) bad By participating in this data gathering process you have reduced your complex mental state to an absurdity.  Every question is reductive, every piece of data a feathery abstraction of a deeper, more complex meaning. Every time education acts on this reductive logic it becomes less a form of human expression and more an act of compliance with digitally limited technology. There is a branch of thinking that suggests that this is simply because technology hasn't become fast and vast enough to manage the data, but even at its best digital technology will always be limited to how it works. Even at near infinite speeds with infinite amounts of data you're still reducing reality to ones and zeroes, which it isn't.
If digital technology forces reductive binary thinking then any cost savings realized from it will come at the cost of our ability to express ourselves in all the ways that we can.

This is a transitional thought, it led to this line of thinking:

Rigour doesn't exist in data or the statistics derived from it, rigour exists at the limits of human expression. It is never dictated by the limits of hardware or software.

What do I mean by rigour? Thorough and careful - digital data is neither. It is accurate, but only in a very specific sense. We take that fine accuracy and direct it at a far larger array of cause and effect than it could possibly represent, mainly because recognizing the limits of data doesn't suit the people peddling it. Statistics never encompass the truths they claim to.

Mastery is the result of genuine experience. No one ever gained mastery from taking a test.
If genuine experience is what drives leaning, why do we keep inventing abstractions like testing to drive it?

The answer to that one is obvious: it's cheaper and easier to manage if we grossly simplify learning to the point of abstraction. Of course, that kind of hypocrisy and self-serving nonsense provokes awkward questions:

If learning is for the learner, why do we do most of what we do in education for everyone else involved?  Is education motivated by politics or pedagogy?
The easiest most self-serving way for 'educators' to dehumanize students is by reducing them to data. This becomes more self-evident when you realize that most data collected from education is focused on the system rather than improving student learning.

Sunday, 4 November 2012

Death of Vision

I was listening to CBC radio the other day and Ideas had a review of the repatriation of the Canadian Charter.  One of the people pondering the politics of the day noted that modern politicians don't stand for anything.  They remorselessly chase poll numbers, trying to place themselves in front of whatever the herd currently believes is worthwhile (itself dictated by big media interests).  McGuinty's shameless chasing of right wing votes while throwing teachers under the bus this summer is a fine example of that approach.

Don't look for moral standards, or even any kind of consistency in modern politicians.  As the radio interviewer suggested, we look back on our political leaders as giants and see the modern ones as dwarfs.  The old ones would push for a vision based on belief, even if it wasn't always rational.  The current ones shamelessly chase data in hopes of power.  It makes the business of politics very economical (and I don't mean that in a flattering way).

CTV is quite excited by this as ads for their Powerplay political commentary show declare, they are all about watching how politicians get and keep power.  I thought politics were about developing visionary leaders who take Canada toward a better version of itself.  It's now all about holding power, and not standing for anything in the process other than a Machiavellian quest for control.

Last summer I was once again listening to CBC, this time Matt Galloway interviewing the CEO of RIM.  As the agonizing interview went on, it became clear that this MBA wasn't put in charge of RIM to lead it, but rather to manage it into successful insolvency.  He shrugged off a question about RIM failing by simply suggesting that investors will make money on the deal because he'll just cut the business into pieces and sell them off.

Can you imagine if Churchill had suggested that?  Instead of we will fight in the fields, we will never surrender, how about we give you Scotland and Wales and call it even?  Everybody ends up happy, and so much more productive.

We value leaders because they stand for something, and never back off it, even (or especially) if it makes them difficult.  Wired did a recent article on Steve Jobs as either angel or demon.  The man was difficult, almost impossible to work with, and the result was market dominance.  He took over from a bumbling committee of MBAs who had discussed Apple into insolvency and took the company from the brink of destruction to an enviable market position before his death.  I have difficulty liking Apple products due to their closed nature and proprietary design, but I have to appreciate the power of a Steve Jobs.  If you want to be a visionary you aren't looking for consensus, you're driving for the best vision even if it seems unattainable; Churchill would have approved.

It's a pity that RIM went to the MBA pool to find another finance monkey to further run the company into the ground.  I'd much rather see a visionary, a true believer, attempt greatness rather than a controlled slide into insolvency all to benefit the moneyed class.  This German jackass they've hired couldn't give a damn what will happen to Waterloo and the many RIM facilities that communities depend on around the world if he manages to successfully dissolve Research In Motion into the highest bidders.

John Ralston Saul talks about the death of leadership and the rise of management in his The Collapse of Globalism.  Using false economics (there is no other kind), Saul cuts apart the chop logic of globalism and how it is used to manage people into a massive mono-culture with no way out.  Globalism comes complete with a data driven wrapper that is self justifying, and that desire to base leadership action on data driven decisions has been conditioned into us for decades now as the only credible justification for planning; it's scientific, logical!

In an age of computing it serves our current mindset to over value the potential of computed statistics

The MBA manager/priest uses incomplete/fictional statistics (are there any other kind?) to manipulate belief, founding all decisions on the inherently logical and statistically valid benefits of globalization, all while ignoring simple truths.  Those truths don't go away.  When you found your system on  the idea of an unlimited, limited resource (cheap oil) the truth will make itself evident.  The problem with globalism (and the politics, media, and education it has infected) is that we have all been conditioned to swallow statistics like they are Truth.

The last half century of post-modernism, globalism and mass media have weaned us from visionaries and simple truths.  These things are now aberration s rather than a cause for celebration; panicky by-products of a lack of control in an era of false computational certainty.

I am NOT a committee!
Next time your data-driven boss/principal/MP tries to base future plans on data that are obviously minimalist,  fictional and/or fabricated (and what facts born of data aren't?), ask yourself where our sense of vision went.

I don't want to base my very important job on data.  I'm not interested in grossly simplifying teaching to suit ease of management for MBAs looking for efficiency.  What I'd like is a leader with vision, maybe even someone who asks for the impossible and leads us on a charge into it.  Even a near miss in that case is better than the best laid plans of a data driven committee, and sometimes the results are revolutionary.  Even the failures are more helpful than statistically supported fictions leading to more data that prove how right everything is; simplifications supporting simplifications.

I'd rather take the road less traveled and risk failure while attempting greatness.  I'd rather fail trying to address hard truths than present false successes best seen in standardized test scores.  Most importantly, I'd rather believe in what I'm doing rather than being told what to think by a spreadsheet.

I guess I'm a man out of my time.