Showing posts with label mastery. Show all posts
Showing posts with label mastery. Show all posts

Monday, August 20, 2012

Skills Training and the Brain

Training a child to be broadly competent is useful for the child's confidence and later ability to solve novel problems. But what about more intense training for a deeper mastery? We have learned that it requires at least 10,000 hours of training to master a skill. Sometimes skills mastery requires between 10 to 20 years of intense, wisely directed practise.

Are there precautions we should take to protect the child from overdoing it?
Learning a new skill involves rewiring of the brain, a phenomenon called neural plasticity, the paper notes. For the new skill to persist, those brain changes must be stabilised or consolidated by being transferred from short-term memory and locked into long-term memory.

“If the information and/or neural changes are not adequately consolidated, then learning will be temporary or not occur at all,” the researchers say. Other research has found that lack of sleep, for example, can interfere with the consolidation process, as can trying to train for a second skill before the first one has properly sunk in.

“Many studies have shown that you don’t learn if you don’t sleep after a day of training,” says Dr Pearson. “Likewise, overtraining can reduce learning if you don’t allow time for consolidation.”

The researchers were specifically interested in the role played in learning by “waking consolidation” – that is, taking breaks during the training process. They recruited 31 students to learn a difficult computer task - tracking groups of moving dots disguised amid visual distractions on the screen. The subjects were divided into three groups, each of which was asked to learn the task in different ways.

On the first day, a control group spent one hour training and an overtraining group spent two hours non-stop at the task. A third group also trained for two hours, but with a one-hour break between sessions with subjects choosing their own activities – except sleep.

On the second day, it was found that the control group had mastered the task better than the overtraining group, despite training for only half the time. Likewise the waking consolidation group had also learnt better than the overtrainers, even though the two groups had spent the same total time training. _MedXpress
Study abstract Proceedings of the Royal Society Biological Sciences

The findings of the above study should be seen as suggestive rather than definitive. A few days of training on a computer task is not the same as a decade of training in a complex skill the comprises an untold number of sub-tasks which must be learned and integrated together.

But there are dangers in "overtraining." A fascinating neurological disorder known as focal dystonia can affect musicians who train beyond their brain's ability to integrate the training. In such cases, the brain can actually lose the ability to control fine motor movements of the fingers and hands. As one might imagine, this can be immensely frustrating and distressing to the budding young prodigy.

All of this suggests that regular rest periods, and a regular sleep schedule, should be integrated into all serious training regimens. But beyond that common sense advice, it also suggests that coaches, parents, and trainers need to be on the lookout for the analogs of "focal dystonia" in other areas of intense training.

Hard training is necessary for mastery of difficult skills, but so is smart training. Some children may opt for a course of training for reasons other than a genuine suitability and drive. Coaches need to detect when a child is not ready for intense training, or if the child's interest in the training is only superficial.

Besides the real physical and emotional risks of intense training, there is also the risk that a child may be sacrificing other potential avenues of competency or mastery which would be far more rewarding to the child.

That being said, one cannot overstate the inspirational impact of a true master. If the area of mastery is well chosen for the child, and if the regimen of training is wise and measured, the end result can be a lifetime of excellence and satisfaction.

Needless to say, the modern rush to universal psychological neoteny and lifelong incompetence -- as embodied in modern educational systems and child-raising methods -- leads to the opposite of inspiration or satisfaction.

Sunday, July 22, 2012

Levitin: 10,000 Hours to Mastery

Academy/Beck: One of the many things I appreciated in the first book was your discussion of the "10,000-hour" rule. Can you please review that?

Levitin: Yes, of course. It's not a rule so much as it is an empirical finding. But in the final analysis, it comes down to that in order to be a world-class expert in anything, be it audiology, drama, music, art, gymnastics, whatever, one needs to have a minimum of 10,000 hours of practice. Unfortunately, it doesn't mean that if you put in 10,000 hours that you will become an expert, but there aren't any cases where someone has achieved world-class mastery without it! So the time spent at the activity is indeed the most important and influential factor. We find this with music all the time. Some people may have a biological or genetic head-start in music. In fact, we know that people, and children in particular, may all start at different levels when they get interested in music, but without 10,000 hours of practice, they probably won't achieve world-class status, regardless of their innate ability. So on a pragmatic level, it takes about three hours a day over 10 years to acquire 10,000 hours. Of course, this is consistent with what we know about how brains learn new tasks and skills. In other words, learning requires the assimilation and consolidation of knowledge within neural tissue. As the experience is repeated and enriched through practice and skill development, the stronger the memory and learning of that experience becomes. _Daniel Levitin Interview



Fluency.org (PDF)

Daniel Levitin's "10,000 Hour Rule" is reminiscent of K. Anders Ericsson (PDF)'s maxim that 10 years of smart practise is required for world class mastery of a subject, or complex skill, by a top prodigy -- and between 15 and 25 years are required for those who are "mere elites."

Always keep in mind that practise alone is not enough -- one needs to indulge in "smart practise."
Practice is, of course, the crucial element to be a great performer. But smart practice will take you to the same place faster. It is important to distinguish practice from playing though. Playing in orchestra, chamber music and any other kind of rehearsal is not considered practice. You still perfect things as an ensemble but your technique as an individual musician is not being worked at is best potential.

Music performance is a preparation of many hours in the practice room for that one day, for the moment where everything comes alive through you and your talents- that is why having a plan beforehand is essential. You can repeat things for 8 hours and not come up with the greatest results- it happens especially when you are under pressure.

...You can practice as much as 4-5 hours a day but know that resting is extremely necessary and that there are other ways to grow as a musician and learn your music like: listening to a recording with the score in hand, make an analysis of the piece, find out some of the hit points or key places where music changes suddenly, etc. You can also read about the composer and the time the piece was created. All of the above will be reflected in you music making. _Tips for Classical Musicians
The musician's experience above provides a crucial lesson: Time is required to achieve mastery. You cannot fruitfully compress 15 years of training into 5 years. You must put in the time, but you must also pace yourself so as to allow your brain to create the proper circuitry.

This brings us to an important point: When should a child begin training toward mastery in music, chess, athletics, foreign language, or other complex skills?

The earlier a child starts on the road to mastery, the sooner he can arrive at his destiny. But it isn't quite that simple.

If you give the child a sufficiently stimulus-rich early environment, and pay close enough attention to the child, he or she is likely to tell you when they are ready for a trial beginning. Over a period of time, it should become clear whether the child is ready to embark on the voyage to mastery for this particular skill -- or whether this area of training is a "false start" or "red herring" which may keep the child from finding a path to mastery better suited for him or her.

Remember the concept of the "critical developmental window?" The concept of the critical period is important, but different children may pass through a particular critical period at different times.

Daniel Levitin looked at the concept of "absolute pitch," or perfect pitch -- an auditory sense important to composers and elite musicians. He found that different persons who possessed perfect pitch began formal musical training at different ages.
It is not possible for every young music student to acquire AP sense. But apparently most of those who do acquire that skill, begin training at a relatively young age.

In reality, most of our children will not grow to be world class golfers, chess masters, or musical prodigies. Most of them will not win Nobel Prizes or Fields Medals in advanced mathematics. In the same way, most children will not make world changing discoveries, nor become mega-billionaire tycoons.

But we do want our children to grow up to be competent across a range of skills, and to be masters of themselves, experiencing a deep sense of confidence, fulfillment, and satisfaction in the living of their lives. We want them to be able to support themselves financially, to raise a family if they wish, and to be able to pass along lessons of competence and mastery to their progeny and those whom they mentor.

And we want them to be dangerous to the status quo of global incompetence and decay which seems to slip in unannounced at any opportunity. Children are not born competent in the skills and complexities of adult human life.

It takes many years and thousands of hours of smart practise to achieve that.

More: An interesting blog riff on the 10,000 hour to mastery concept (including comments)

Monday, July 16, 2012

The Road to Mastery

We talk a lot about competence in the dangerous child, and certainly competence is crucial when dealing with dangerous (and valuable) skills. But on the road to mastery, competence occurs somewhere near the half-way point.

In 1980, Stuart and Hubert Dreyfus described A FIVE-STAGE MODEL OF THE MENTAL ACTIVITIES INVOLVED IN DIRECTED SKILL ACQUISITION (PDF). In the document, they describe 5 steps, or stages, in the growth from beginner to master:
  1. Novice
  2. Competent
  3. Proficient
  4. Expert
  5. Master
Since then, the Dreyfus and Dreyfus model has been altered so that the 5 stages are now:

Novice -- Advanced Beginner -- Competent -- Proficient -- Expert

When reduced to just 3 stages common to both ancient and modern guilds, we would describe the model as Apprentice -- Journeyman -- Master.

Slideshare presentation of the Dreyfus & Dreyfus model

The road to mastery is a long one, which modern western educational systems are reluctant to follow. The resistance to mastery learning among modern educators is extremely strong, perhaps due to the time and effort required of both teacher and learner.

Famed psychologist of expert learning, K. Anders Ericsson, says that world class mastery requires at least 10 years of directed practise by the most gifted, and more like 15 to 25 years of hard directed practise by the merely elite (PDF).

In Ericsson's view, it is the duration and quality of practise which determines who will master the skill, rather than innate talent or IQ. Perhaps it is best to adopt that view, and teach students to enjoy the hard effort required to achieve mastery, even if it is not entirely correct.

After all, even among the elite, there are those who are clearly superior, who took much less time and practise to achieve higher levels of mastery than the masses of those who are considered "expert" or "master." But again, perhaps it is best to focus on teaching students to enjoy mastering challenges, and solving difficult problem after difficult problem. Students who incorporate persistence and grit along with expertise, are more likely to succeed.

But each child is different, with different propensities and likelihood of achieving mastery, for a wide range of skills and practises. Some children are more likely to be happy as specialists, while others are more naturally generalists. Not only must we provide the child with a likely path to mastery in his general field of choice, we must also learn to gauge his optimal balance of depth vs breadth.

For students who wish a shallower level of mastery for a large number of different fields, the mastery of "heuristics" in each field is likely to be very important.

For those who wish to master a smaller number of fields, the utilisation of customised "mastery learning" should take them to a deeper level, as appropriate.

And for those who are compelled to take the field or profession beyond the level of its current masters -- to achieve creative innovation and genius level work -- a working through the entire 5 stage Dreyfus and Dreyfus model is required, plus just a little extra.

When a master is doing genius level revolutionary innovation, he is working at a hypothetical "level 6" or higher. He is devoting his entire being to the problem, over an extended period of time. This is something that is not easily taught -- if it can be taught at all.

Daniel Kahneman's book, Thinking Fast and Slow, illustrates some of the problems in making decisions and judgments at different stages from novice to expert.

Typically we think of the early stages of mastery as involving more conscious and deliberative thinking, while the more expert stages involve more automatic and intuitive types of thinking.

But if experts and masters cannot "keep their hand in" with the earlier skills of deliberative and conscious thinking and fact-checking, they may be at a loss when entirely new problems arise which do not succumb to their intuitions and learned automaticities.

Early stage learning -- before the ages of 12 or 16 -- will provide the child with a wide range of competencies and mid-level skills which fall far below mastery. But if sometime between the ages of 5, and 12 to 16, the child experiences a special affinity to and talent for one or more skills, he should be encouraged along a road that might lead to mastery of the special skill or skills. The more high quality directed development time the child can put in for a particular skill, the closer to world class mastery he can come.

Early stage learning focuses upon heuristics and rules of thumb. These are practical and easy to remember scaffolds of learning, for building more detailed structures of learning later.

Many people go through their entire lives without ever going beyond the early heuristic level of learning for any given field. And some do not even get that far.

For those who wish to raise truly dangerous children, it is important that you learn to provide the important heuristics which will keep the child safe even in a dangerous environment. And should the child show a marked preference for any particular dangerous environments, the child should not only be given the crucial heuristics to keep him safe, but should also be helped further along the road to mastery so that he can shape both himself, and the environment itself to his own advantage.

Finally, a caveat: IQ and innate ability do play an important part in the road to mastery along with innate inclinations -- despite what well-meaning experts such as KA Ericsson may claim publicly. Pay close attention to cues which may indicate an especially fulfilling direction of development for a particular child.

Children can become infatuated with a particular field without understanding the incredible amount of difficult work that is necessary for mastery of it. It is important that children be given a chance to prove themselves, but in a realistic -- not pampered or sheltered -- way. Force them to see what the thing really is, and what it will take to achieve it. Be brutally honest here, or you may do far more harm than you realise.

The child does not have time for a large number of abortive attempts at mastery, if it takes between 15 and 25 years for him to achieve top level mastery. And most parents don't have the time, patience, or the money to support multiple failed attempts.

Yes, you want the child to aim high. But: Do not pamper. Do not shelter. Do not encourage fantasy dreams which are without realistic possibility. Make the child prove himself each step of the way, but be sure to provide the opportunity for him to do so.

More: We have pointed out in previous articles that dangerous children should be able to support themselves economically -- in multiple ways -- by the time he or she is 18. This is due to the multiple skills and competencies which the child will have learned on the path to becoming dangerous.

This is a very good thing for parents, who will no doubt have their own uses for their hard-earned wages. A widely-competent dangerous child should be able to finance his own long experimentation into mastery over the decades of early to middle adulthood.

Dangerous children typically remain dangerous over entire lifetimes. They are far less likely to sink deeply into time-killing entertainments and mind-wasting amusements and intoxicants. Parents give dangerous children their start, but it is the children themselves who must find their own way.