Adequate Learning Vs Overlearning: How Many Repetitions Is Enough?


You know those happy moments in the practice room when you experience a tiny breakthrough, and after having struggled for a while, can finally hit that high note, get the shift in tune, or produce that nice clear sound exactly like you hear it in your head?

Feels like cause for celebration, right?

Well, as a kid, I would reward myself for my achievement by putting my violin down and taking a practice break. Which would sometimes stretch into the next day…

It seemed like a reasonable enough thing to do at the time. But now that I have kids, seeing them move on after just one successful repetition of a skill kind of drives me nuts. I mean, you get through your Tae Kwon Do pattern without incident just once, and you’re ready to move on? What?!!

Shouldn’t you be able to do it correctly at least twice in a row before moving on? And wouldn’t three perfect reps in a row be even better? What about five? Or maybe seven?

Of course, at some point, more isn’t really better, and is just a waste of time and energy. But where do you hit the point of diminishing returns? How many repetitions is “enough?”

Adequate learning vs. overlearning

Before we explore some of the studies in this area, let’s take a quick look at a couple key terms or concepts first.

Say you are working on a passage and keep having memory glitches or play a few notes out of tune, but with a bit of work, finally get through the tricky spots without incident.

If at this point you moved on to a new skill or passage, you would have engaged in what’s called “adequate” learning. Because sure, you presumably ironed out the problem area, and reached a certain level of proficiency, but didn’t go above and beyond that point.

If, however, you continued to work on the passage, and put in additional practice repetitions beyond the point of reaching proficiency, you would have engaged in “overlearning.”

Surprisingly, I didn’t come across as much research on overlearning as I would have expected to find, but it does seem that there are some benefits – particularly in the area of retention.

Sustaining skills over time

For instance, a US Army study followed the learning curve of 38 reservists who were trained in how to disassemble and assemble an M60 machine gun. A control group practiced until they could achieve one error-free performance1. An “overlearninggroup practiced until the same point, and then some (specifically, their training was extended by however many repetitions it took them to get to an error-free level2; so if it took them 30 tries to get it right, they did a total of 60 repetitions3). A third group practiced until proficiency, and 4 weeks later, had a “refresher” session where like the overlearning group, they did as many repetitions as it took for them to get it right in the first session.

8 weeks after their initial training session, all three groups were tested on their M60 disassembly/assembly performance.

How’d they do?

As you can imagine, both the overlearning group and refresher group outperformed the control group at the 8-week mark (by 65% and 57%, respectively). And while their performance at 8 weeks was pretty similar, there were some meaningful differences between the two, which suggests that overlearning may have been a more effective approach overall.

The overlearning group not only executed the skill (mostly) flawlessly during their extended training time, but they also got faster, cutting 12.74 seconds off their time (189.6 to 152.2 seconds) from their first error-free performance to their last practice attempt of the day. To me, this speaks to greater automaticity of the skill – the ability to perform the skill more efficiently and effectively without having to think one’s way through every step.

By comparison, the refresher group had forgotten quite a bit by the time they had their refresher course 4 weeks later, averaging more than 5 errors on their first practice attempt. In fact, most of the soldiers failed to complete an error-free trial before the end of their refresher training session, and the overlearning group demonstrated better performance after 8 weeks of not touching an M60, than the refresher group did after 4 weeks.

Which suggests that overlearning leads to gains that last longer than simply practicing up to the “good enough” point.

Surgical training

In another study, 20 surgical residents were tasked with practicing a common gall bladder removal procedure.

Everyone practiced the procedure4 until they reached “proficiency” which was defined as achieving a score of 80. Once they reached proficiency, 10 of the residents did no further practice of the skill. Meanwhile, the other 10 residents continued to practice, putting in as many repetitions as it took for them to reach the score of 80 in the first place (i.e. 100% overlearning).

To see how much of an impact the overlearning had, both groups were tested 1, 4, and 12 weeks later, and evaluated on their simulator score, how long it took for them to perform the procedure, and accuracy.

How’d they do?

Overall, the overlearning group appeared to learn the procedure and retain their skills better, outperforming the “adequate-learning” group by an average score of 76 vs. 68, while making fewer mistakes and completing the procedure about 20% faster.

So while extra practice does take more time and effort in the short term, it seems to have benefits in the long run. And like the soldiers in the previous study, the overlearning group’s ability to perform the procedure faster suggests a higher level of automaticity.

Like the difference between a capable but hesitant new driver on their learner’s permit, and an experienced cabbie who can navigate city traffic and parallel park without a second thought. I mean, if your toe accidentally got chopped off while preparing Thanksgiving dinner , there’s no question about which driver you’d want taking you to the hospital, right?

How much overlearning is enough?

While overlearning seems to be a good thing, it’s not so clear how much overlearning is best. More seems to be better, but there is a point of diminishing returns. Where doing more takes a ton of time and energy, but yields relatively little gain. Besides, overlearning for the sake of overlearning can lead to mindless, ineffective practice, which could do more harm than good.

There does seem to be some evidence that 50% overlearning is the minimum to get some benefit (i.e. if, for instance, it took you 10 repetitions to reach proficiency, you’d do an additional 5 repetitions past that point, for a total of 15 reps). So if you’re going to give this a try, that might be the best place to start, in terms of minimizing friction and resistance.

And 100% overlearning appears to give us more bang for our buck than 150% or 200% overlearning. So ultimately, 100% may be a good target to aim for in the long run (e.g. if it took you 10 reps to reach proficiency, you’d do 10 more, for 20 total).

What I like most about the idea of overlearning though, is how the overlearning protocol could potentially increase motivation and focus during practice.

Because if you know that the amount of overlearning you have to do is a function of how many practice repetitions it takes to work a passage up to proficiency in the first place, wouldn’t you be really motivated to practice in a much more thoughtful, deliberate way? Where instead of mindlessly doing one repetition after another, you problem-solve in the most efficient and effective way you can, so as to reach that minimum level of proficiency in the fewest possible repetitions?

So the next time my kids are slopping through their Tae Kwon Do patterns, maybe this will be a twist that could boost their motivation to buckle down and make each repetition count. Then again, they’re pretty crafty little buggers, and have foiled most of my attempts to “psychology” them in the past…

Footnotes

  1. On average, it took each soldier about 30 minutes to reach error-free performance
  2. This is known as 100% overlearning. Engaging in half as many repetitions as it takes to reach the target level of proficiency is known as 50% overlearning, and so on.
  3. In general, it took an extra 15-20 minutes for soldiers to complete their extended training
  4. Don’t worry! They practiced on a simulator – not real people.

Ack! After Countless Hours of Practice...
Why Are Performances Still So Hit or Miss?

For most of my life, I assumed that I wasn’t practicing enough. And that eventually, with time and performance experience, the nerves would just go away.

But in the same way that “practice, practice, practice” wasn’t the answer, “perform, perform, perform” wasn’t the answer either. In fact, simply performing more, without the tools to facilitate more positive performance experiences, just led to more negative performance experiences!

Eventually, I discovered that elite athletes are successful in shrinking this gap between practice and performance, because their training looks fundamentally different. In that it includes specialized mental and physical practice strategies that are oriented around the retrieval of skills under pressure.

It was a very different approach to practice, that not only made performing a more positive experience, but practicing a more enjoyable experience too (which I certainly didn’t expect!).

If you’ve been wanting to perform more consistently and get more out of your daily practice, I’d love to share these research-based skills and strategies that can help you beat nerves and play more like yourself when it counts.

Click below to learn more about Beyond Practicing, and start enjoying more satisfying practice days that also transfer to the stage.

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