Are Piano Lessons Worth It?
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Are piano lessons worth it
Music Education · The Research

Are Piano Lessons Worth It?

Every article on Google lists benefits. None ask whether your child will stay long enough to receive them. 83% won't. The real question is not "are piano lessons beneficial" but "is this teaching model designed to keep your child in it?"

By Julian Toha  ·  Founder & CEO, Oclef

The dad has been paying $55 a week for two years. His daughter can play four memorized pieces. She cannot read a new one. Last month she started crying before practice. His wife asked him last night, gently but directly: is this still worth it? He did not have an answer. So he is sitting in the dark of their living room at eleven o'clock at night, typing "are piano lessons worth it" into Google, looking for someone to tell him whether to keep spending or finally stop.

He will find dozens of articles. Every one of them will list the same cognitive benefits: brain development, discipline, improved math scores, emotional intelligence. A few will cite "research" without naming the researchers. Most will conclude that yes, piano is worth it, with the confidence of someone who has never tracked what happens to the other 83% of students who quit before any of those benefits have time to materialize.

That number changed everything about how I built this company. Because every benefit you have ever been told about piano lessons, from brain development to discipline to college admissions, is real only if the student stays. And the traditional teaching model is structurally designed for them not to.

This article is going to do something no other article on this topic does. It is going to tell you which benefits the research actually supports, which are overstated, how much families spend before their child quits, why the failure rate is so high, and what you can do about it. With citations. With author names and journal titles. Because you deserve better than "studies show."

The Central Problem
Benefits Require Duration. The Model Destroys Duration.
0%
Drop out or remain illiterate within 3 years
0
Minimum for detectable brain changes
5-7 yr
To reach intermediate competency
0
For lasting cognitive reserve
The benefits with the strongest research support are precisely the ones that require the longest commitment. The traditional model bleeds students before they reach the threshold where compounding begins.

Do Piano Lessons Actually Make Kids Smarter?

This is the question behind most Google searches on this topic. And the honest answer is more complicated than any competing article will tell you.

The largest meta-analysis ever conducted on music training and cognitive development was published by Sala and Gobet in 2020 in Memory & Cognition1. They examined 54 studies with 254 effect sizes across 6,984 children. Their finding: once you require proper randomization and active control groups, the overall effect of music training on non-musical cognitive outcomes is approximately zero. The small positive effects that did appear came exclusively from studies with weaker methodology. Effect sizes were inversely related to study quality. The better the science, the smaller the benefit.

Sala & Gobet (2020) in Memory & Cognition, 48(8), 1429-1441: "The overall effect of music training on children's cognitive and academic skills is null" once random allocation and active control groups are required. N = 6,984 across 54 studies and 254 effect sizes. An independent meta-analysis by Cooper (2020, International Journal of Music Education)2 corroborated this: the overall effect dropped to a non-significant g = 0.08 after adjusting for quality moderators.

The study everyone cites is Schellenberg's 2004 paper in Psychological Science3, where he randomly assigned 144 six-year-olds to keyboard lessons, singing lessons, drama, or no lessons for 36 weeks. The music groups gained roughly 2.7 IQ points over controls. That is about one-fifth of a standard deviation. It is real. It is also tiny.

What makes this story remarkable is what happened next. Schellenberg himself became the field's most vocal critic. His 2011 paper in the British Journal of Psychology found the association between music training and executive function was negligible in 9-to-12-year-olds. His 2020 paper4 documented systematic causal overclaiming across 114 music-cognition articles, noting that neuroscientists were more than twice as likely as psychologists to infer causation from correlational data. And Swaminathan, Schellenberg, and Khalil (2017, Intelligence)5 delivered perhaps the most important finding for parents: when they controlled for music aptitude, the association between music training and intelligence disappeared entirely. High-functioning children are simply more likely to both possess musical aptitude and take lessons.

Mehr, Schachner, Katz, and Spelke (2013, PLOS ONE)6 ran two randomized controlled trials testing whether music enrichment improves spatial reasoning in preschoolers. The first showed a positive result. The second failed to replicate it. Combined result: null.

So if the "piano makes kids smarter" narrative collapses under rigorous examination, should you close this tab and cancel lessons? No. Because the story does not end there. It gets more interesting.

What the research does support

Two categories of benefit survive the strictest scientific scrutiny. The first is structural brain plasticity. Hyde and colleagues (2009, Journal of Neuroscience)7 tracked 31 children, 15 in keyboard lessons and 16 controls, over 15 months. The keyboard students showed measurable increases in the motor cortex, corpus callosum, and auditory cortex. These are not abstract cognitive enhancements. They are physical changes in the brain regions directly engaged by playing piano. They are real. And they required 15 months of sustained engagement to become detectable.

The second is inhibitory control, the cognitive capacity that underpins self-regulation, impulse management, and delayed gratification. Jamey, Dalla Bella, and colleagues published a meta-analysis in 2024 in Cognition8 examining 22 longitudinal studies with 1,734 participants, including 8 randomized controlled trials. The effect of music training on inhibitory control was moderate to large (g = 0.60) across the RCTs. A 2025 Frontiers in Psychology meta-analysis confirmed these gains in preschoolers, but with a critical qualification: improvements appeared only with training lasting 12 weeks or more at three or more sessions per week.

Moffitt et al. (2011, Proceedings of the National Academy of Sciences) followed 1,000 children from birth to age 32 and found that childhood inhibitory control was one of the strongest predictors of adult health outcomes, financial stability, and avoidance of criminal behavior, even after controlling for IQ and socioeconomic status. Music training's demonstrated effect on this capacity (g = 0.60 across RCTs) represents one of the most practically significant findings in the entire music-cognition literature.

Here is the tension that no other article addresses. The benefits that survive rigorous scrutiny are exactly the ones that demand the longest, most frequent engagement. Brain plasticity requires more than a year. Inhibitory control requires frequent sessions. Lasting cognitive reserve, according to Hanna-Pladdy and MacKay (2011, Neuropsychology)9, requires ten or more years of training. Their study of 70 adults aged 60 to 83 found that musicians with ten or more years of training outperformed nonmusicians on memory, naming, and executive function. Those with one to nine years of training? No advantage over people who never played at all.

"The benefits that survive the strictest scientific scrutiny are exactly the ones that require the longest commitment. And the traditional model is designed to end that commitment before it pays off."

What Are the Real Benefits of Piano Lessons?

If the cognitive transfer story is weaker than the marketing suggests, the character development story is more compelling than most people realize.

The inhibitory control finding is not a narrow laboratory result. Inhibitory control is the mechanism behind what parents actually mean when they say they want their child to learn discipline. It is the capacity to override impulses, sustain attention on difficult tasks, regulate emotions under pressure, and delay gratification. It is a foundational executive function. And the meta-analytic evidence from randomized trials says music training builds it, with a meaningful effect size, in children who engage frequently and over sustained periods.

Angela Duckworth uses musical practice as one of her primary examples of deliberate practice in her grit framework. But the honest researcher must note: no randomized controlled trial has demonstrated that music training causes increased grit. Olander and Saarikallio (2024, International Journal of Education & the Arts) found music students scored higher on perseverance measures, but the design could not establish causation. It is plausible that children who persist in music already possess higher grit, a classic self-selection problem. The link is suggestive, not proven.

Performance anxiety research reveals something important that advocacy articles miss entirely. Ryan (2004, Psychology of Music) found that musical performance anxiety is present from children's earliest recitals, with elevated heart rates and self-reported nervousness in sixth-grade piano students. Tardif and colleagues (2024, Psychology in the Schools) found moderate performance anxiety in children ages 9 to 12, with parental pressure identified as a significant predictor. No study has directly demonstrated that repeated musical performance builds emotional resilience. Whether performance exposure builds courage or causes harm depends entirely on the quality of the educational context. A child who is put on stage before they are ready, without adequate preparation or support, does not build resilience. They build avoidance.

This distinction matters because at Oclef, we treat performance as a graduated developmental skill, not a once-a-year recital surprise. Our Empathy Concert series places students in real community venues, performing for real audiences, with real emotional stakes. But only after they have been prepared. Stage 3 of our development model exists because courage is a skill, and like all skills, it must be built systematically, not discovered accidentally.

On college admissions: the widely cited College Board data showing music students score higher on the SAT is a textbook case of selection bias. Elpus (2013, Journal of Research in Music Education, 61(2), 175-194; N = 15,630) found that music students did not outperform non-music students once demographics, prior achievement, and attitudes were controlled. A follow-up (Elpus, 2022; N = 21,440) found comparable college application, enrollment, and scholarship rates after controlling for confounds. The "music students go to better colleges" claim is a zombie statistic.

How Much Do Piano Lessons Cost?

No article ranking for this query performs a cost-per-outcome analysis. They list prices. They do not tell you what you are actually buying.

Private piano lessons in the United States typically cost $35 to $80 per session. Thirty-minute beginner lessons run $35 to $50 in most markets, with 60-minute sessions at $60 to $100. Urban markets like San Francisco, New York, and Los Angeles push well above $45 per half hour, sometimes past $100. At the national median of roughly $40 per weekly 30-minute lesson, a family spends about $1,760 per year on lessons alone, before books, materials, and the instrument itself.

The Real Cost
What Families Actually Spend Before Their Child Reaches Each Level
Avg. dropout
~5 years
$9,500 - $13,000
Intermediate
5-7 years
$14,500 - $18,000
Advanced
8-10+ years
$17,000 - $20,000+
Total investment includes lessons, instrument, tuning, books, and materials at the median US rate of $40/week for 30-minute lessons. Sources: CostHelper (2024), Lessons.com (2026), Gerelus et al. (2017).

The best data on how long students persist comes from Gerelus and colleagues (2017, Intersections)14, who studied 55 dropout and 153 continuing piano students in Canada. Dropout students began lessons around age 7 and quit around age 12, confirming the pre-teen dropout stage. That is roughly five years of lessons. Five years at the median rate, plus instrument costs, plus materials, equals $9,500 to $13,000 spent on a child who leaves at the late-beginner or early-intermediate level. Before any of the high-dosage benefits have materialized.

The LendingTree 2023 survey found that 62% of parents with children in extracurricular activities report financial stress from the costs, and 42% have taken on debt to fund them. A Guitar Center-commissioned study (2019, N = 2,323 parents) found 85% believe music lessons improve problem-solving and time management. That expectation was shaped by decades of overclaimed research. The meta-analytic reality, as Sala and Gobet demonstrated, is that the cognitive transfer benefit is approximately zero in well-controlled studies.

Parents are spending real money based on inflated promises. And the model is returning them a student who quits before the real payoff begins.

Why Do Most Kids Quit Piano?

This is the question that should sit at the center of every "are piano lessons worth it" article. And it appears in none of them.

The commonly cited figure that 80 to 85% of piano students quit has been criticized for weak original sourcing. It traces through academic citation chains to two sources: a 1984 MTNA data compilation by D.V. Steinel and a 1990 Music Teachers National Association report. These are industry data compilations, not peer-reviewed studies. No sample size, no methodology, no operational definition of dropout has ever been published alongside them. That is bad citation practice. But the number itself, as it turns out, is roughly correct.

Multiple independent data sources converge on the same conclusion. Our own data at Oclef, tracking piano students nationally during our first three years as a software company, found that 83% either dropped out or remained musically illiterate within three years. Not a lifetime. Three years. They were paying for lessons. They were showing up. And the model was failing them. Gerelus and colleagues (2017, Intersections) studied 55 dropout and 153 continuing piano students in Canada and found dropout students quit around age 12 after roughly five years. Costa-Giomi (2004, Bulletin of the Council for Research in Music Education)15 found that 36% of students dropped out within two years even when families received free pianos and free lessons. Zero financial barrier. Still a 36% attrition rate in just 24 months. Spanish conservatory data shows only 1 in 10 students completes a full formal program. Ruth and Müllensiefen (2021, PLOS ONE)16 found roughly 50% of all music students had dropped out of all musical activities by age 17, and that figure covers any instrument and any activity, not piano specifically.

The original citation trail for "80 to 85%" is sloppy. The conclusion it points to is not. Every independent dataset we have found, including our own, tells the same story: the vast majority of piano students leave before they reach the level where the investment compounds. The number is real. The crisis is real. And the cause is structural.

The Structural Diagnosis
Why the Once-a-Week Model Violates Learning Science
Traditional Weekly Model
52 expert feedback cycles per year
7-day gap between corrections
Child practices errors unsupervised for 6 days
Dropout signals invisible until too late
Parent becomes unpaid daily tutor
Oclef Daily Model
365 expert feedback cycles per year
Errors corrected within 24 hours
Distributed practice matches learning science
Engagement tracked and addressed daily
Parent is partner, not tutor
91% student success rate
Cepeda et al. (2006, Psychological Bulletin): 839 assessments across 317 experiments. Distributed practice produces 10-30% better retention than massed practice. The spacing effect is one of the most replicated findings in all of cognitive psychology.

The once-a-week lesson model violates foundational principles of learning science. Cepeda, Pashler, Vul, Wixted, and Rohrer (2006, Psychological Bulletin)17 synthesized 839 assessments across 317 experiments and found that distributed practice produces 10 to 30% better retention than massed practice. Ebbinghaus's forgetting curve, replicated by Murre and Dros (2015, PLOS ONE), shows roughly 67% of new material is forgotten within 24 hours. A seven-day gap between expert feedback sessions is not a frequency. It is a structural concession to scheduling convenience.

Sleep consolidation makes this more striking. Simmons (2012) documented approximately 60% improvement in piano performance after overnight sleep, suggesting motor memory consolidation occurs primarily during rest. Daily practice sessions exploit this mechanism. Each session consolidates overnight and builds on the previous day's gains. A weekly-only model creates six days of decay before the next input, meaning students effectively restart each lesson from a degraded baseline.

The research on dropout predictors reinforces the structural diagnosis. Costa-Giomi and colleagues (2005, Journal of Research in Music Education) found dropout students received more verbal corrections and fewer praises from teachers. Costa-Giomi (2004) discovered that dropout-predicting behaviors were detectable within the first six weeks: lower achievement, more missed lessons, less practice, less homework completion. The model provided no mechanism to detect or intervene on these signals. Six weeks of warning, and no one acted.

How Long Does It Take to Get Good at Piano?

The answer depends entirely on what you mean by "good" and how often your child receives expert feedback.

Reaching genuine intermediate competency, the equivalent of ABRSM Grade 5, where a student can sight-read unfamiliar music, play with expression, and navigate moderately complex repertoire, typically requires five to seven years of consistent study. Reaching an advanced level, ABRSM Grade 8 equivalent, requires eight to ten or more years.

The dose-response research is unambiguous. Brain structural changes become detectable after approximately 15 months of keyboard training (Hyde et al., 2009). Executive function gains require a minimum of 12 weeks at three or more sessions per week (2025 Frontiers in Psychology meta-analysis). Lasting cognitive reserve in aging requires 10 or more years (Hanna-Pladdy & MacKay, 2011). White-Schwoch and colleagues (2013, Journal of Neuroscience)10 found that 4 to 14 years of childhood music training correlated with faster neural speech processing more than 40 years later.

The implications are straightforward. A child who quits at year three, which is the majority under the traditional model, crosses none of these thresholds. They receive no lasting brain structural benefit. Their executive function gains, if any occurred at their session frequency, decay without continued training. Their family spent $5,000 to $8,000. The investment did not compound.

A child who stays through year seven crosses the intermediate threshold, receives sustained brain plasticity benefits, and begins building the identity and capability architecture that characterizes a genuinely educated person. A child who stays through year ten builds cognitive reserve that persists for decades. The value of piano lessons is not a binary question. It is an exponential curve. And the x-axis is time.

Do Kids Who Play Piano Do Better in School?

The raw numbers say yes. The controlled studies say the raw numbers are misleading.

The College Board reported for years that students who participated in music education scored significantly higher on the SAT. This was widely cited as evidence that music causes academic improvement. It is a textbook case of confusing correlation with causation.

Kenneth Elpus addressed this directly in two landmark studies.12 His 2013 paper in the Journal of Research in Music Education (N = 15,630) demonstrated that music students did not outperform non-music students on the SAT once demographics, prior achievement, and attitudes were statistically controlled. His 2022 follow-up13 (N = 21,440) found that music and non-music students applied to, attended, and received scholarships at comparable rates after accounting for the same confounding variables. The advantage was in the families, not the music.

This does not mean music education is valueless for academic development. Costa-Giomi (1999, 2004) found improved self-esteem in piano students after three years, even though cognitive and academic gains did not persist. Self-esteem and academic identity matter. They affect how a child approaches school, how they respond to difficulty, and whether they see themselves as capable learners. But these are not the automatic "piano makes you better at math" claims that dominate the internet. They are subtler, slower-acting, and entirely dependent on the quality of the musical experience.

Zombie Statistics
Claims You Will Find in Every Competing Article. How They Hold Up to Scrutiny.
ClaimStatusWhat the Research Actually Shows
"Piano makes kids smarter" Overstated Sala & Gobet (2020): null effects in quality-controlled meta-analysis. Schellenberg (2004) found ~2.7 IQ points in one RCT. He now calls the field's claims overclaiming.
"Music students score 63+ points higher on the SAT" Zombie Statistic Elpus (2013, N = 15,630): gap disappears after controlling for demographics and prior achievement. Selection bias, not music, explains the difference.
"80-85% of piano students quit" Independently Confirmed Oclef's national data found 83% dropout or illiteracy within 3 years. Gerelus et al. (2017): dropout at ~age 12 after ~5 years. Costa-Giomi (2004): 36% attrition in 2 years even with free lessons. The original 1980s industry estimates lacked peer review, but every independent dataset since has converged on the same conclusion.
"Music training improves spatial reasoning" Overstated Mehr et al. (2013): failed to replicate across two RCTs. Original Rauscher findings conflated passive listening (the "Mozart Effect") with active training.
"Music builds grit" Unproven No RCT demonstrates causation. Correlational only (Olander & Saarikallio, 2024). Self-selection confound: gritty kids may simply be more likely to persist in music.
Most of these claims appear in every competing article for "are piano lessons worth it" without citations. When you trace the research, most collapse or require major qualification. The attrition crisis, however, is real and independently confirmed.

Are 30-Minute Weekly Piano Lessons Enough?

For what? For a pleasant hobby that your child will likely abandon within three to five years? Probably. For the cognitive, developmental, and character-building benefits that justify the investment? The learning science says no.

The spacing effect, first described by Ebbinghaus in 1885 and confirmed by every major review since, is one of the most replicated findings in cognitive psychology. Cepeda and colleagues' 2006 meta-analysis found that optimal learning occurs when practice sessions are distributed over time, with the ideal gap depending on how long you want to retain the material. For long-term skill retention, daily short sessions dramatically outperform weekly cramming. D'Souza, Wiseheart, and Bhatt (2021, Applied Cognitive Psychology) provided the first direct evidence for this effect in musical material, finding strong spacing benefits for melody learning at 2-day and 1-week intervals versus massed conditions.

Donovan and Radosevich's meta-analysis (1999, 116 studies) found the average person receiving distributed training outperforms approximately 67% of those receiving massed training. Translated: if you take two identical children and give one daily feedback and the other weekly feedback, the daily-feedback child will outperform roughly two-thirds of the weekly-feedback children. Same talent. Same instrument. Same teacher quality. Different structure.

The 30-minute weekly lesson is not inherently bad. It is just not enough. Not enough feedback cycles to catch errors before they become habits. Not enough contact to detect early disengagement. Not enough frequency to exploit overnight sleep consolidation. Not enough to match what the learning science says children actually need to encode skills at the rate that keeps them progressing, keeps them motivated, and keeps them in lessons long enough for the benefits to compound.

"The question is not whether 30 minutes is enough time. The question is whether once a week is enough frequency. It isn't."

The Question That Actually Matters

You came here asking whether piano lessons are worth it. Every other article gave you a list of benefits and a confident yes. Those articles are not wrong about the benefits. They are wrong about who receives them.

The benefits are real. Brain plasticity. Inhibitory control. Emotional regulation built through supported performance. Cognitive reserve that protects the aging brain. Self-esteem. Identity as someone who can do hard things. These are not marketing claims. They are documented in peer-reviewed journals by researchers who spent careers studying them.

But every single one of those benefits has a dose requirement. Fifteen months minimum for brain changes. Twelve weeks at high frequency for executive function. Ten years for lasting cognitive reserve. And the traditional weekly-lesson model, with its 52 feedback cycles per year and its seven-day gap between corrections, is structurally incapable of keeping most students engaged long enough to cross those thresholds.

The Parent's "Worth It" Diagnostic
Ask This

How many of your students are still with you after 5 years? After 10? What does the age distribution of your studio look like?

Look For This

A teacher or program that measures success by retention, not recital performance. If most of their students are under 10, their older students left. Ask why.

Understand This

The "worth it" question is not about the instrument. It is about the model. Same child, same talent, same family. Different teaching structure, entirely different outcome.

Decide This

Are you investing in a model designed to keep your child long enough for the benefits to compound? Or are you paying for a model that the learning science predicts will fail within three years?

The reframe is simple. The question is not "are piano lessons worth it." The question is: is this teaching model designed to keep my child in it long enough for the investment to pay off?

For the traditional once-a-week model, the answer, on the evidence, is no. Fifty-two feedback cycles per year. A seven-day gap that violates the spacing effect. Reliance on unsupervised child self-practice that the research says children under 10 cannot do effectively. Early warning signs of disengagement that are detectable within six weeks but go unnoticed because the teacher sees the student once every 168 hours.

At Oclef, we built a different model. Daily lessons. 365 feedback cycles per year. Errors corrected within 24 hours. Engagement tracked and addressed in real time. Four developmental stages spanning ten or more years. The result is a 91% student success rate against an industry that, by its own estimates, loses the majority of its students before they reach the intermediate level.

Piano lessons are worth it. But only if the model is.

"The question is not 'are piano lessons beneficial?' The question is 'is this teaching model designed to deliver those benefits before my child quits?'"

Related Reading
How to Choose a Piano Teacher Who Will Actually Keep Your Child Playing
Now that you know the benefits require duration, the next question is: how do you find a teacher whose students actually stay? Three diagnostic questions that predict long-term outcomes.
Read "Three Questions Every Parent Should Ask"

What if the model were designed around the science?

The research says your child needs frequent expert feedback, distributed practice, and a structure that keeps them engaged for years, not months. Oclef's daily lesson model was built on exactly this evidence. We serve hundreds of students with a 91% success rate because we built the company around the same research cited in this article.

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Not ready yet? Save this article. Share it with a friend who is searching "are piano lessons worth it." They are getting listicles. Now you know what the research actually says.

Julian Toha is the founder and CEO of Oclef, the largest online piano school in the United States. A former concert pianist who performed 70+ concerts per year, he founded Oclef in 2014 and has built it into a program serving hundreds of students with a 91% success rate. He writes about music education, company building, and the intersection of the two at juliantoha.com.

Selected Research References

  1. Sala, G. & Gobet, F. (2020). "Cognitive and academic benefits of music training with children: A multilevel meta-analysis." Memory & Cognition, 48(8), 1429-1441.
  2. Cooper, P.K. (2020). "It's all in your head: A meta-analysis on the effects of music training on cognitive measures in schoolchildren." International Journal of Music Education, 38(3), 321-336.
  3. Schellenberg, E.G. (2004). "Music lessons enhance IQ." Psychological Science, 15(8), 511-514.
  4. Schellenberg, E.G. (2020). "Correlation = causation? Music training, psychology, and neuroscience." Psychology of Aesthetics, Creativity, and the Arts, 14(4), 475-480.
  5. Swaminathan, S., Schellenberg, E.G. & Khalil, S. (2017). "Revisiting the association between music lessons and intelligence." Intelligence, 62, 11-16.
  6. Mehr, S.A. et al. (2013). "Two randomized trials provide no consistent evidence for nonmusical cognitive benefits of brief preschool music enrichment." PLOS ONE, 8(12), e82007.
  7. Hyde, K.L. et al. (2009). "Musical training shapes structural brain development." Journal of Neuroscience, 29(10), 3019-3025.
  8. Jamey, K., Dalla Bella, S. et al. (2024). "Does music training improve inhibition control in children? A systematic review and meta-analysis." Cognition, 248, 105791.
  9. Hanna-Pladdy, B. & MacKay, A. (2011). "The relation between instrumental musical activity and cognitive aging." Neuropsychology, 25(3), 378-386.
  10. White-Schwoch, T. et al. (2013). "Older adults benefit from music training early in life." Journal of Neuroscience, 33(45), 17667-17674.
  11. Moffitt, T.E. et al. (2011). "A gradient of childhood self-control predicts health, wealth, and public safety." Proceedings of the National Academy of Sciences, 108(7), 2693-2698.
  12. Elpus, K. (2013). "Is it the music or is it selection bias? A nationwide analysis of music and non-music students' SAT scores." Journal of Research in Music Education, 61(2), 175-194.
  13. Elpus, K. (2022). "School music and the transition to college." Journal of Research in Music Education, 69(4), 402-424.
  14. Cepeda, N.J. et al. (2006). "Distributed practice in verbal recall tasks: A review and quantitative synthesis." Psychological Bulletin, 132(3), 354-380.
  15. Murre, J.M.J. & Dros, J. (2015). "Replication and analysis of Ebbinghaus' forgetting curve." PLOS ONE, 10(7), e0120644.
  16. D'Souza, A.A., Wiseheart, M. & Bhatt, S. (2021). "The spacing effect in music learning." Applied Cognitive Psychology, 35(4), 923-934.
  17. Gerelus, K. et al. (2017). "Predictors of piano student dropouts." Intersections, 37(2), 27-160.
  18. Costa-Giomi, E. (2004). "Effects of three years of piano instruction on children's academic achievement, school performance, and self-esteem." Psychology of Music, 32(2), 139-152.
  19. Ruth, N. & Müllensiefen, D. (2021). "Survival of musical activities: When do young people stop making music?" PLOS ONE, 16(10), e0259105.
  20. Tardif, N. et al. (2024). "Music performance anxiety in children 9-12 years old in a music program." Psychology in the Schools, 61, 671-685.
  21. Ericsson, K.A. et al. (1993). "The role of deliberate practice in the acquisition of expert performance." Psychological Review, 100(3), 363-406.
  22. Duckworth, A. (2016). Grit: The Power of Passion and Perseverance. Scribner.