Chord Trainer
Log in

Research

How we build on research into learning

Chord Trainer builds on some of the most studied principles of how we learn and remember. Here you can see what the studies show, what the app does with it and where you can read for yourself. Most of the studies are not about piano. We use them as direction, not as a promise.

Spread practice over several days

What the research shows

A review of 317 experiments on remembering words and facts found that spaced practice gives better memory than the same amount of practice in one sitting. The longer you want to remember, the longer the gap between sessions should be. (Cepeda et al. 2006)

In a music study, 29 musicians who were not pianists learned a nine-note sequence on a piano keyboard in three sessions, with 5 minutes, 6 hours or a full day in between. Only the group with a day between sessions played more accurately in the second session. (Simmons 2012)

What the app does

The review at the end of sessions picks chords from earlier courses that you haven't played for a while and takes into account how often they went wrong. What you have already practised today is only chosen if there is nothing else to review. In Tempo mode two stars require passed sessions on two different days, and in the Tempo ladder your safe tempo only counts as confirmed once you have reached it on two different days.

Recall from memory

What the research shows

Students who, after reading, wrote down what they remembered of a text instead of rereading it remembered it clearly better after two days and after a week. After five minutes rereading was better, and those who reread felt more confident. (Roediger and Karpicke 2006)

A review of ten study techniques gave the highest ratings to self-testing and spreading out practice. (Dunlosky et al. 2013)

What the app does

In Practice mode the keys, note names and fingers are shown first. Then the support decreases, and in the last part of the session you play without support unless you ask for it. In Learn mode your time is measured, and the answer is shown only when it has taken too long. Theory sessions are short questions, and many Learn walkthroughs include a task to try on the keys.

Mix what looks alike

What the research shows

Participants who practised three movement tasks in random order performed worse during practice but kept the skill better when tested under conditions different from practice. They also handled new variants better, especially the hardest one. (Shea and Morgan 1979)

A synthesis of 59 studies found a moderate advantage for interleaved order. The advantage was larger when the mixed categories were similar to each other. When the material was words, it was better to practise one thing at a time. (Brunmair and Richter 2019)

Ten advanced clarinettists practised both in blocks and interleaved. Interleaved practice usually received better ratings from the judges, but the difference was small and not statistically reliable on average. (Carter and Grahn 2016)

What the app does

In single-chord courses each new chord first comes twice in a row so you have time to learn the shape. The All seven steps course mixes the key's chords so the same chord never comes twice in a row. Once you have completed a course, its chords come back in the review of later courses, mixed with other material, and easily confused chords, like C and Cm or G7 and Gmaj7, are placed right after each other.

Immediate feedback, support that fades

What the research shows

Feedback is one of the strongest factors in learning, but it can also backfire. The kind of feedback and how it is given make a big difference. Good feedback answers three questions: where am I going, how am I doing and what is the next step? (Hattie and Timperley 2007)

Real-time feedback helps while you practise, but constant support can make you lean on it. For simple movements the gain can disappear when the support is removed. For complex tasks real-time support helps most at the start. The review recommends that feedback decreases as skill grows. (Sigrist et al. 2013)

What the app does

Every note gets an answer right away. In Practice mode the support with keys, note names and fingers fades during the session, and finally you only see the keys if you ask. What remains throughout is feedback on what you have already played, not which keys to press. In Tempo mode the marker shows green, yellow or red instead of text. Progress shows what is solid and what needs more work, and the home page always shows the next step.

Clean before fast

What the research shows

17 piano students practised a difficult three-bar passage from a Shostakovich concerto and played it again the next day. How long they had practised and how many times they had played the passage was not related to the result. What was related included the share of attempts that were correct during practice. (Duke et al. 2009)

What the app does

With the tempo slider you practise at 60 to 130 percent of the course tempo. The Tempo ladder raises the tempo 5 BPM at a time, but only when at least 7 of 8 bars are on time and without errors. Otherwise you retake the same tempo, and two misses in a row end the ladder. No stars are given below the course tempo.

A little every day

What the research shows

96 people repeated a new daily habit for twelve weeks. The more repetitions in the same context, the more automatic the habit became. According to the study's model it took between 18 and 254 days for the habit to reach 95 percent of its maximum automaticity. The study lasted 84 days, so the longest times are estimates. (Lally et al. 2010)

What the app does

The Today box on the home page shows your daily goal in minutes and how many days in a row you have played. Theory sessions count too.

Rewards that mean something

What the research shows

A synthesis of studies on game elements in teaching found small positive effects on knowledge, motivation and behaviour. Only the effect on knowledge held up in the most rigorous studies. (Sailer and Homner 2020)

What the app does

Stars require you to play correctly and on time. Milestones describe what you can actually do, for example change key to suit a singer's voice, and they appear only once you have reached them. You earn the stage badge by playing the stage's final song in tempo.

What the research does not promise

  • Most of the studies concern words, facts, texts or simple movements, not piano chords. We use them as direction.
  • None of the studies tested Chord Trainer, and we have not run a study of our own.
  • Practice matters but doesn't explain everything. A synthesis found that deliberate practice explained about 21 percent of the differences in performance in music. (Macnamara et al. 2014)
  • The effects of game elements such as stars and badges are small, and the effect on motivation is uncertain. (Sailer and Homner 2020)

Sources

  1. Cepeda, N. J., Pashler, H., Vul, E., Wixted, J. T., & Rohrer, D. (2006). Distributed practice in verbal recall tasks: A review and quantitative synthesis. Psychological Bulletin, 132(3), 354–380. https://doi.org/10.1037/0033-2909.132.3.354 (opens in a new tab)
  2. Simmons, A. L. (2012). Distributed practice and procedural memory consolidation in musicians' skill learning. Journal of Research in Music Education, 59(4), 357–368. https://doi.org/10.1177/0022429411424798 (opens in a new tab)
  3. Roediger, H. L., III, & Karpicke, J. D. (2006). Test-enhanced learning: Taking memory tests improves long-term retention. Psychological Science, 17(3), 249–255. https://doi.org/10.1111/j.1467-9280.2006.01693.x (opens in a new tab)
  4. Dunlosky, J., Rawson, K. A., Marsh, E. J., Nathan, M. J., & Willingham, D. T. (2013). Improving students' learning with effective learning techniques: Promising directions from cognitive and educational psychology. Psychological Science in the Public Interest, 14(1), 4–58. https://doi.org/10.1177/1529100612453266 (opens in a new tab)
  5. Shea, J. B., & Morgan, R. L. (1979). Contextual interference effects on the acquisition, retention, and transfer of a motor skill. Journal of Experimental Psychology: Human Learning and Memory, 5(2), 179–187. https://doi.org/10.1037/0278-7393.5.2.179 (opens in a new tab)
  6. Brunmair, M., & Richter, T. (2019). Similarity matters: A meta-analysis of interleaved learning and its moderators. Psychological Bulletin, 145(11), 1029–1052. https://doi.org/10.1037/bul0000209 (opens in a new tab)
  7. Carter, C. E., & Grahn, J. A. (2016). Optimizing music learning: Exploring how blocked and interleaved practice schedules affect advanced performance. Frontiers in Psychology, 7, 1251. https://doi.org/10.3389/fpsyg.2016.01251 (opens in a new tab)Open access
  8. Sigrist, R., Rauter, G., Riener, R., & Wolf, P. (2013). Augmented visual, auditory, haptic, and multimodal feedback in motor learning: A review. Psychonomic Bulletin & Review, 20(1), 21–53. https://doi.org/10.3758/s13423-012-0333-8 (opens in a new tab)
  9. Hattie, J., & Timperley, H. (2007). The power of feedback. Review of Educational Research, 77(1), 81–112. https://doi.org/10.3102/003465430298487 (opens in a new tab)
  10. Duke, R. A., Simmons, A. L., & Cash, C. D. (2009). It's not how much; it's how: Characteristics of practice behavior and retention of performance skills. Journal of Research in Music Education, 56(4), 310–321. https://doi.org/10.1177/0022429408328851 (opens in a new tab)
  11. Lally, P., van Jaarsveld, C. H. M., Potts, H. W. W., & Wardle, J. (2010). How are habits formed: Modelling habit formation in the real world. European Journal of Social Psychology, 40(6), 998–1009. https://doi.org/10.1002/ejsp.674 (opens in a new tab)
  12. Sailer, M., & Homner, L. (2020). The gamification of learning: A meta-analysis. Educational Psychology Review, 32(1), 77–112. https://doi.org/10.1007/s10648-019-09498-w (opens in a new tab)Open access
  13. Macnamara, B. N., Hambrick, D. Z., & Oswald, F. L. (2014). Deliberate practice and performance in music, games, sports, education, and professions: A meta-analysis. Psychological Science, 25(8), 1608–1618. https://doi.org/10.1177/0956797614535810 (opens in a new tab)

Sources last checked October 9, 2026.

Play your first chord.

Chord Trainer

Chord training for piano with your MIDI keyboard.

Works in Chrome and Edge on computers and Android. On iPhone and iPad you open the app in MIDIWeb.