Key findings
- Most popular pieces have one bar that trips players. In 39 of 50 pieces the hardest bar stands clearly above the rest, and in 8 it runs at twice the error rate or more. Two random halves of the players found the same bar in 32 pieces, against about 5 expected by chance.
- Leaps stand out. 24% of the hardest bars contain a leap of a fourth or more in one hand, against 15% of other bars. In 26 of the 30 pieces with both kinds of bar, the bars with a leap were harder on average.
- So do bars where a repeat changes. Where a passage heard earlier comes back note for note and then goes somewhere new, the error rate ran 3.7 points further above the rest of the piece than in other bars. It is the hardest bar of both Jingle Bells arrangements.
One bar per piece carries the trouble
Most of the pieces people play most on MasterPiano are short: folk songs, carols and simplified classics of 8 to 16 bars. They look even. The data says they are not. In the median piece, players’ error rate in the hardest bar was 1.5 times their rate in every other bar, and in 26 of 50 pieces it was at least 1.5 times.
The hard spot also survives a change of arrangement. In the level 8 Jingle Bells and the level 1 “I Can Play Jingle Bells”, played by different groups of people, bar 15 is the hardest (3.0x and 2.1x the rest of the piece). Two Yankee Doodle arrangements, at levels 5 and 1, both peak at bar 7.
The hardest bar against the rest of the piece, 20 most-played pieces
Each row compares the same players: their error rate in the piece's hardest bar and in every other bar.
- Hardest bar
- Rest of the piece, same players
Share of notes played wrong or missed. The number on the right is how many times higher the hardest bar runs than the rest of the piece.
Is the hardest bar just noise? We split the players of each piece into two random halves and looked for the hardest bar in each half separately. Both halves picked the same bar in 32 of 50 pieces. If all bars were equally hard, that would happen in about 5.
What the hardest bars have in common
We read the notes of every bar from the public score of each piece and tested eight traits. For each, we compared how often it appears in the hardest bars (49 with readable notes) and in all 550 other bars, and checked within each piece whether bars with the trait were harder than bars without it.
How often each trait appears in the hardest bars
Eight traits we tested, in the hardest bar of each piece and in every other bar with at least 50 players.
- Hardest bars (49)
- All other bars (550)
Share of bars with each trait, read from the public score of each piece.
Leaps of a fourth or more
A leap here is a jump of five semitones or more between two notes in the same hand: a fourth, a fifth or wider. These bars make up 24% of the hardest bars and 15% of the rest. The pattern holds inside pieces too: in 26 of the 30 pieces that have bars with and without a leap, the bars with one were harder on average.
The bar where a repeat changes
Many simple tunes repeat a phrase and then change its ending. We flagged a bar when the two bars before it match an earlier passage note for note, but the bar itself does not continue the way it did the first time. Only 31 bars do this, yet 5 of them are the hardest bar of their piece, including Jingle Bells bar 15, Hänschen Klein bar 7 (1.8x) and Deck the Halls bar 7. On average their error rate ran 3.7 points further above the rest of the piece than other bars, and they were the harder bars in 13 of the 19 pieces that have one.
This fits an older finding. When the music psychologist John Sloboda gave pianists scores with deliberately altered notes, they often played the notes they expected instead of the notes printed (Sloboda, 1976). Our data cannot show why players slip at these bars, only that they do.
Jingle Bells (Easy arrangement), bar by bar
Bars 9 to 14 repeat bars 1 to 6 note for note. Bar 15 is the first bar of the second half that changes, and it runs at three times the error rate of the rest of the piece.
- Bar 15 (hardest)
- Other bars
- Rest of the piece, same players as bar 15: 7.7%
Each column is the share of notes played wrong or missed in that bar (numbered below), averaged over its players. The line is the same 128 players who played bar 15, measured over every other bar of the piece with each player counted once: the comparison behind every “rest of the piece” figure in this report.
Weaker or no patterns
Bars with more notes than their piece’s average lean the same way, but weakly: they are 61% of the hardest bars and 52% of the rest, and their gap above the rest of the piece is only 1.3 points larger. Dotted notes (12% against 20%) and both hands playing (43% against 35%) show no consistent effect. The opening bar is the hardest in 8 pieces, the final bar in only 2. Sharps, flats and naturals are too rare in these mostly beginner pieces to judge: 15 of 599 bars have one.
All 50 pieces and their hardest bar
Select a piece to open its free sheet music and find the bar.
Swipe the table sideways to see every column.
| # | Piece | Players | Hardest bar | Error rate | Rest of piece | Times harder | Bar players | In the bar |
|---|---|---|---|---|---|---|---|---|
| 1 | Ode to Joy from Symphony No. 9, Op. 125 (Easy arrangement, excerpt)Ludwig van Beethoven · level 1 | 1,646 | Bar 4 | 16.5% | 13.6% | 1.2x | 1,574 | |
| 2 | Yankee Doodle (Easy arrangement)Traditional · level 5 | 329 | Bar 7 | 21.9% | 11.0% | 2.0x | 316 | More notes |
| 3 | Mary Had a Little Lamb (Easy arrangement)Traditional · level 1 | 327 | Bar 4 | 19.2% | 11.8% | 1.6x | 324 | |
| 4 | Go Tell Aunt Rhody (Easy arrangement)Traditional · level 1 | 323 | Bar 3 | 19.8% | 13.0% | 1.5x | 315 | More notes |
| 5 | Merrily We Roll Along (Easy arrangement)Traditional · level 1 | 266 | Bar 1 | 9.8% | 8.1% | 1.2x* | 264 | Opening barMore notes |
| 6 | Go Tell Aunt Rhody (Easy arrangement)Traditional · level 1 | 265 | Bar 3 | 16.7% | 11.1% | 1.5x | 265 | More notes |
| 7 | A British TuneTraditional · level 2 | 258 | Bar 5 | 14.9% | 12.7% | 1.2x* | 253 | More notes |
| 8 | Early MorningGreg Genter · level 1 | 227 | Bar 6 | 16.6% | 12.1% | 1.4x | 224 | |
| 9 | Rain Rain Go Away (Easy arrangement)Traditional · level 7 | 206 | Bar 8 | 21.0% | 11.7% | 1.8x | 188 | Final bar |
| 10 | Hallelujah (Easy arrangement, excerpt)George Frideric Handel · level 4 | 199 | Bar 7 | 13.6% | 9.9% | 1.4x | 191 | More notes |
| 11 | Happy Birthday (Easy arrangement)Mildred J. Hill · level 3 | 198 | Bar 9 | 20.2% | 17.5% | 1.1x | 190 | More notes |
| 12 | Hush Little Baby (Easy arrangement)Traditional · level 7 | 193 | Bar 1 | 15.9% | 10.3% | 1.5x | 190 | Opening barMore notesBoth hands |
| 13 | Twinkle Twinkle Little Star (Easy arrangement)Traditional · level 6 | 159 | Bar 1 | 18.2% | 11.6% | 1.6x | 159 | LeapOpening barMore notes |
| 14 | Chopsticks (Simplified)Euphemia Allen · level 1 | 156 | Bar 7 | 18.0% | 10.3% | 1.8x | 150 | More notesBoth hands |
| 15 | Parallel Motion DuetBéla Bartók · level 8 | 147 | Bar 9 | 15.7% | 10.8% | 1.4x | 131 | Both hands |
| 16 | If You're Jazzy and You Know ItTraditional · level 7 | 135 | Bar 3 | 15.4% | 10.5% | 1.5x | 135 | LeapBoth handsDotted note |
| 17 | Jingle Bells (Easy arrangement)James Lord Pierpont · level 8 | 134 | Bar 15 | 22.9% | 7.7% | 3.0x | 128 | Repeat changesMore notes |
| 18 | Yankee Doodle (Easy arrangement)Traditional · level 1 | 132 | Bar 7 | 21.4% | 9.8% | 2.2x | 132 | More notes |
| 19 | Clocktower ChimesTraditional · level 8 | 118 | Bar 2 | 15.6% | 10.0% | 1.6x | 118 | LeapDotted noteAccidental |
| 20 | Fra Martino (Easy arrangement)Traditional · level 3 | 116 | Bar 7 | 20.8% | 11.0% | 1.9x | 115 | Leap |
| 21 | Yankee Doodle (Easy arrangement)Traditional · level 3 | 111 | Bar 2 | 20.0% | 11.6% | 1.7x | 111 | More notesBoth hands |
| 22 | We Three Kings (Easy arrangement)John Henry Hopkins Jr. · level 8 | 110 | Bar 2 | 15.6% | 11.5% | 1.4x | 109 | |
| 23 | In an Old CastleFerdinand Beyer · level 9 | 103 | Bar 4 | 22.0% | 14.7% | 1.5x | 102 | Both hands |
| 24 | Jingle Bells (Easy arrangement)Traditional · level 1 | 100 | Bar 15 | 23.9% | 11.2% | 2.1x | 100 | Repeat changesMore notes |
| 25 | In an Old Castle (Excerpt)Ferdinand Beyer · level 7 | 100 | Bar 7 | 21.1% | 12.8% | 1.6x | 98 | LeapMore notesBoth hands |
| 26 | Symphony No. 9 “From the New World”, Op. 95: II. Largo (Easy arrangement, excerpt)Antonin Dvorak · level 5 | 97 | Bar 2 | 12.6% | 10.4% | 1.2x* | 97 | |
| 27 | The Bear Went Over the Mountain (Easy arrangement)Traditional · level 13 | 96 | Bar 12 | 14.5% | 10.7% | 1.4x* | 91 | LeapBoth handsDotted note |
| 28 | Lavender's Blue (Easy arrangement)Traditional · level 5 | 95 | Bar 3 | 23.7% | 10.0% | 2.4x | 95 | Leap |
| 29 | Dear Angel Ever at My Side (Easy arrangement)Vincent Novello · level 11 | 92 | Bar 2 | 28.8% | 19.7% | 1.5x | 92 | More notes |
| 30 | Lightly Row (Easy arrangement)Traditional · level 6 | 91 | Bar 1 | 24.0% | 10.0% | 2.4x | 90 | Opening barBoth hands |
| 31 | Unison StudyCornelius Gurlitt · level 8 | 90 | Bar 3 | 27.5% | 16.6% | 1.6x | 89 | LeapBoth hands |
| 32 | Iron HorseTraditional · level 3 | 87 | Bar 5 | 13.5% | 8.1% | 1.7x | 86 | LeapMore notesBoth hands |
| 33 | Morning Mood (Easy arrangement, excerpt)Edvard Grieg · level 15 | 87 | Bar 6 | 25.3% | 18.7% | 1.4x | 79 | LeapMore notesBoth handsDotted note |
| 34 | Li'l Liza Jane (Easy arrangement)Traditional · level 3 | 85 | Bar 6 | 14.0% | 10.4% | 1.3x | 85 | More notes |
| 35 | For He's a Jolly Good Fellow (Easy arrangement)Traditional · level 14 | 84 | Bar 7 | 15.3% | 9.6% | 1.6x | 84 | More notesBoth handsDotted note |
| 36 | Canon in D (Piano arrangement)Johann Pachelbel · level 36 | 81 | Bar 19 | 34.8% | 32.6% | 1.1x* | 50 | LeapBoth hands |
| 37 | Tetris Theme (Easy arrangement)Traditional · level 8 | 81 | Bar 10 | 25.2% | 22.0% | 1.1x* | 77 | More notes |
| 38 | Etude in CCarl Czerny · level 9 | 77 | Bar 15 | 17.5% | 14.4% | 1.2x | 76 | Repeat changesMore notesBoth hands |
| 39 | Deck the Halls (Easy arrangement)Traditional · level 12 | 74 | Bar 7 | 18.4% | 11.5% | 1.6x | 73 | Repeat changesLeapMore notesBoth handsDotted note |
| 40 | Hänschen klein (Easy arrangement)Traditional · level 5 | 73 | Bar 7 | 17.0% | 9.3% | 1.8x | 73 | Repeat changesMore notes |
| 41 | Joy to the World (Easy arrangement)George Frideric Handel · level 12 | 73 | Bar 21 | 15.3% | 7.9% | 1.9x | 72 | |
| 42 | Michael Finnegan (Easy arrangement)Traditional · level 8 | 73 | Bar 5 | 22.9% | 8.8% | 2.6x | 73 | More notesBoth hands |
| 43 | Open Shut Them (Easy arrangement)Traditional · level 2 | 73 | Bar 1 | 19.5% | 13.9% | 1.4x | 73 | Opening barMore notesBoth hands |
| 44 | Waltz in A minor, B. 150Frédéric Chopin · level 34 | 72 | Bar 1 | 32.1% | 33.9% | 0.9x* | 69 | Opening bar |
| 45 | Imagine (Easy arrangement)John Lennon · level 11 | 69 | Bar 29 | 21.1% | 10.5% | 2.0x | 53 | Final bar |
| 46 | It's a Small World (Easy arrangement)Richard M. Sherman · level 10 | 67 | Bar 13 | 33.7% | 15.2% | 2.2x | 64 | |
| 47 | Twinkle Twinkle Little Star (Easy arrangement)Traditional · level 1 | 67 | Bar 1 | 12.6% | 10.3% | 1.2x* | 67 | Opening barMore notesBoth hands |
| 48 | A Whole New World (Easy arrangement)Alan Menken · level 21 | 66 | Bar 1 | 29.1% | 24.3% | 1.2x* | 58 | Opening barMore notes |
| 49 | Lightly Row (Easy arrangement)Traditional · level 5 | 66 | Bar 7 | 18.5% | 14.9% | 1.2x* | 65 | More notesBoth hands |
| 50 | Happy Birthday to You (Easy arrangement)Mildred J. Hill · level 12 | 65 | Bar 3 | 17.4% | 13.5% | 1.3x* | 62 | More notesBoth hands |
What this means when you practice
- Expect one bar, not the whole piece, to cause most of the trouble. Find it early and give it its own practice.
- When a tune repeats, read the score again where the repeat changes instead of playing on from memory.
- Before a leap of a fourth or more, look ahead and find the landing note before you need it.
These are suggestions that follow from the data. The data shows where players slip, not which practice method fixes it.
Method
- Data
- Every note scored by MasterPiano from May 2 to October 5, 2026, the period in which the app has recorded results bar by bar. Notes came from MIDI keyboards (88% of sessions), the microphone (8%) and the computer or on-screen keyboard (3%). 79% of sessions were in practice mode, where the app waits for the right note; the rest were played in time.
- Who and what is left out
- MasterPiano team, test and demo accounts. Private uploads, hidden pieces and sections of longer pieces: only public sheet pages count. Generated sight-reading exercises, which are drills rather than pieces. A few pieces with dated racial titles are left out.
- Thresholds
- A piece needs at least 50 distinct players, and so does every bar we report or compare. 69 of the 1,168 public pieces played in the period passed; this report covers the 50 with the most players.
- Error rate
- Wrong notes plus missed notes, divided by all scored notes (right, wrong and missed): 100% minus the accuracy the app shows. A wrong key pressed while the app waits for the right note counts as a wrong note.
- Hardest bar
- For every player who played a bar and at least one other bar of the piece, we took their error rate in the bar and in the rest of the piece, then averaged over players, so each person counts once however often they played. The hardest bar is the one with the largest average gap. A bar is a clear standout when the 95% confidence interval of that gap stays above zero (39 of 50). Bars are printed bar numbers; a pickup is bar 0 and repeats count as the same bar.
- Bar traits
- Read from each piece’s MusicXML score. A leap is five semitones or more between consecutive notes in one hand. A repeat change is a bar whose two preceding bars match an earlier passage note for note while the bar itself differs from the earlier one. The notes of 6 of 605 bars could not be matched to the score.
- Limits
- MasterPiano players are not a random sample of pianists, and most of these pieces are short beginner arrangements, so the results may differ for advanced repertoire. Microphone input can mishear a note; comparing each bar with the same players’ other bars limits the effect, but does not remove it. Traits were tested on 599 bars, so treat small differences with care.
Use this data
The table is free to download as a CSV and each chart has an embed code. Both are shared under a Creative Commons Attribution 4.0 license: please credit MasterPiano Research with a link to this page.
Suggested citation
MasterPiano Research (2026). The hardest bars in popular piano pieces. https://www.masterpiano.com/research/hardest-bars-in-popular-piano-pieces
Questions
What is the hardest bar in Jingle Bells on piano?
Bar 15. In MasterPiano's data, 128 players got 22.9% of the notes in bar 15 wrong or missed, against 7.7% in the rest of the piece. A separate beginner arrangement peaks at the same bar. Bar 15 is where the second half of the tune first departs from the first half.
What makes one bar of a piano piece harder than the others?
In the 50 pieces we measured, two traits stood out: a leap of a fourth or more in one hand, and a bar where a passage heard earlier changes. Having more notes than the average bar showed only a weak link, and a dotted note or both hands playing showed no consistent one.
How did MasterPiano measure the hardest bar?
MasterPiano scores every note a player plays against the score. For each player who played a bar and the rest of the piece, we compared their share of wrong or missed notes in that bar with the rest of the piece, then averaged across players. The hardest bar is the one where players went furthest above their own rest-of-piece rate. Every bar reported has at least 50 players behind it.
Can I use this data?
Yes. The table is free to download as a CSV and the charts can be embedded. Please credit MasterPiano Research with a link to this report. The data is shared under a Creative Commons Attribution 4.0 license.
Practice these pieces with note-by-note feedback
Every piece in the table has a free sheet music page on MasterPiano. Connect a MIDI keyboard or use your microphone and the app scores each note as you play. See also our sight reading practice and free sheet music.