MIDI Mind for AP educators
More individual evidence. Less feedback triage.
MIDI Mind is building an AP Music Theory practice layer for the listening, notation, and response work that is hardest to review one learner at a time.
A practical implementation model
Start with one skill and one class period.
The student practice routes and class-level reporting are both live. A verified educator account creates a class, shares its join code, and reads the same report shown below over its own roster.
- 01Choose one musical decision
Begin with melodic contour, rhythm placement, cadence, or a score-analysis category.
- 02Use a focused practice route
Learners work in the corresponding listening, notation, written, or performance workspace.
- 03Review transparent evidence
Inspect rubric rows and misconception labels; treat coaching prose as explanation, never the authoritative score.
- 04Read the class report
Class averages by AP question, the misconceptions several students share, and a ranked list of what to teach next.
Interactive product preview
From class pattern to focused follow-up.
Everything below uses synthetic sample data rendered by the same component your live class dashboard uses. Nothing here reads or writes a student record.
Illustrative preview.Synthetic sample classes, rendered by the same component the live dashboard uses. No student record is involved, and selecting a follow-up here opens the practice route rather than assigning work.
Class evidence
AP Music Theory · Period 2
Last four weeks · 349 scored attempts from 20 of 23 students
What to teach next
Ranked by shortfall, exam weight, and how much of the class is affected
Based on the 23 of 24 students sharing their work. 1 student has sharing turned off, so nothing below describes them — including anything that reads as a whole-class pattern.
Priority 1: Re-teach FRQ 6 Roman Numerals
Whole class~20 minThe class averages 57% here across 40 attempts, and this is high-weight content on the exam. It has gained 7 points since the previous window, from a low base.
- 20 of 23 students practiced it in the last four weeks (87% of the class).
- 12 students sit below 60% in this area.
- Bass realizes the inversion — 20 students.
- Resolve a chordal seventh — 19 students.
Priority 2: Re-teach FRQ 4 Harmonic Dictation
Whole class~20 minThe class averages 59% here across 41 attempts, and this is high-weight content on the exam. It has gained 1 point since the previous window, from a low base.
- 20 of 23 students practiced it in the last four weeks (87% of the class).
- 11 students sit below 60% in this area.
- Transcribe the bass — 20 students.
- Hear inversion and figures — 20 students.
Priority 3: Re-teach Aural Multiple Choice
Whole class~12 minThe class averages 64% here across 144 attempts, and this is high-weight content on the exam. It has gained 2 points since the previous window, from a low base.
- 20 of 23 students practiced it in the last four weeks (87% of the class).
- 3 students sit below 60% in this area.
- Pitch Patterns — 20 students.
- Rhythm Patterns — 20 students.
Priority 4: Warm-up: Roman Numeral Analysis
Whole class~8 min20 students hit this in Written Multiple Choice even though the area average is not the lowest on the board, so a class average would hide it.
- 53 occurrences across 20 students.
- Most often: Labels sonority without function; Misses tendency tone resolution.
Priority 5: Warm-up: Transcribe the soprano
Whole class~8 min18 students hit this in FRQ 3 Harmonic Dictation even though the area average is not the lowest on the board, so a class average would hide it.
- 22 occurrences across 18 students.
- Success means the learner can hear and notate a complete soprano line using tonal anchors and phrase-level contour on varied material, then transfer that decision into the complete task.
Class evidence
Performance by AP question
Based on the 23 of 24 students sharing their work. 1 student has sharing turned off, so nothing below describes them — including anything that reads as a whole-class pattern.
Shared errors
What the repeated errors point to
Based on the 23 of 24 students sharing their work. 1 student has sharing turned off, so nothing below describes them — including anything that reads as a whole-class pattern.
- Transcribe the bass20 students · 34×
Success means the learner can hear and notate a complete functional bass line with correct pitch and rhythm on varied material, then transfer that decision into the complete task.
- Bass realizes the inversion20 students · 43×
Success means the learner can place the chord member required by the Roman numeral or figures in the bass voice on varied material, then transfer that decision into the complete task.
- Pitch Patterns20 students · 108×
Most often: Misreads scale degree vs letter name; Ignores accidental context.
- Rhythm Patterns20 students · 95×
Most often: Miscounts subdivision grouping; Anchors to wrong beat level.
- Roman Numeral Analysis20 students · 53×
Most often: Labels sonority without function; Misses tendency tone resolution.
- Transcribe the soprano18 students · 22×
Success means the learner can hear and notate a complete soprano line using tonal anchors and phrase-level contour on varied material, then transfer that decision into the complete task.
- Hear chord quality19 students · 25×
Success means the learner can differentiate major, minor, diminished, augmented, and seventh qualities within a tonal progression on varied material, then transfer that decision into the complete task.
- Resolve a chordal seventh19 students · 28×
Success means the learner can resolve the chordal seventh downward by step or identify the licensed exception in context on varied material, then transfer that decision into the complete task.
Difficulty
How the class handles harder material
Based on the 23 of 24 students sharing their work. 1 student has sharing turned off, so nothing below describes them — including anything that reads as a whole-class pattern.
Enough of a fall to be worth a warm-up at the harder tier before the next assessment, not a re-teach.
79 attempts sit outside this ladder: part writing records no difficulty, so it cannot be placed on one.
Holding steady
Skills you can stop spending class time on
Based on the 23 of 24 students sharing their work. 1 student has sharing turned off, so nothing below describes them — including anything that reads as a whole-class pattern.
No area has yet cleared 80% on at least four attempts. That is a statement about evidence volume as much as about the class.
Blind spots
Practiced by nobody this window
Based on the 23 of 24 students sharing their work. 1 student has sharing turned off, so nothing below describes them — including anything that reads as a whole-class pattern.
Every AP question this report can observe has evidence in this window.
Outside this report
AP questions this report cannot see
These routes grade a learner and show them the result, but do not record an attempt against their account. Nothing they practice here can reach a class report, so treat the areas below as unmeasured rather than untouched — and check them the way you did before this dashboard existed.
- Interval Identification
- Short-Answer Practice
- FRQ 1 Melodic Dictation
- FRQ 2 Melodic Dictation
- FRQ 7 Harmonize a Melody
- Sight-Singing 1
- Sight-Singing 2
Class overview
Every student on this roster
| Status | Change | Weakest area | Detail | ||||
|---|---|---|---|---|---|---|---|
| V. Sinclair | No attempts | — | — | 0 | — | — | |
| W. Adeyemi | No attempts | — | — | 0 | — | — | |
| X. Bergström | No attempts | — | — | 0 | — | — | |
| K. Petrov | Developing | 60% | +1 | 19 | Sep 8 | FRQ 6 Roman Numerals | |
| O. Bianchi | Developing | 60% | -2 | 16 | Sep 7 | Written Multiple Choice | |
| B. Lindqvist | Developing | 61% | -1 | 14 | Sep 8 | FRQ 4 Harmonic Dictation | |
| F. Nakamura | Developing | 61% | -1 | 18 | Sep 8 | FRQ 6 Roman Numerals | |
| L. Ferreira | Developing | 61% | +4 | 18 | Sep 8 | FRQ 4 Harmonic Dictation | |
| M. Sandoval | Developing | 61% | +2 | 16 | Sep 8 | FRQ 4 Harmonic Dictation | |
| R. Kaur | Developing | 61% | -2 | 15 | Sep 3 | Aural Multiple Choice | |
| T. Nazarian | Developing | 61% | 0 | 18 | Sep 6 | FRQ 6 Roman Numerals | |
| C. Moreau | Developing | 62% | -4 | 19 | Sep 8 | FRQ 4 Harmonic Dictation | |
| H. Abebe | Developing | 63% | +1 | 17 | Sep 7 | FRQ 5 Figured Bass | |
| Q. Ramanathan | Developing | 63% | +4 | 18 | Sep 6 | FRQ 6 Roman Numerals | |
| G. Rivera | Developing | 64% | -1 | 19 | Sep 7 | FRQ 6 Roman Numerals | |
| I. Kowalski | Developing | 64% | +2 | 19 | Sep 2 | FRQ 4 Harmonic Dictation | |
| U. Villalobos | Developing | 64% | +7 | 18 | Sep 7 | FRQ 6 Roman Numerals | |
| A. Okafor | Developing | 65% | +6 | 16 | Sep 7 | FRQ 4 Harmonic Dictation | |
| N. Oyelaran | Developing | 65% | +6 | 18 | Sep 8 | FRQ 6 Roman Numerals | |
| P. Duval | Developing | 65% | +8 | 17 | Sep 7 | FRQ 6 Roman Numerals | |
| S. Ashford | Developing | 65% | +6 | 18 | Sep 7 | FRQ 4 Harmonic Dictation | |
| E. Whitfield | Developing | 69% | +12 | 19 | Sep 2 | FRQ 3 Harmonic Dictation | |
| J. Mensah | Developing | 69% | +8 | 17 | Sep 7 | FRQ 6 Roman Numerals | |
| D. Haddad | Sharing off | — | — | 0 | — | — |
Names are the roster labels students entered when they joined this class. Practice evidence is shown; account email, recordings, and raw responses are not.
Trust and procurement
Questions a school should be able to ask plainly.
What decides correctness?
Versioned rules and rubrics. Optional AI may explain a result or suggest practice, but it does not invent or override the score.
What is live now?
Student practice across aural MCQ, dictation, sight-singing, written analysis, and free response, plus class rosters and class-level reporting for verified educator accounts. The dashboard on this page is that same report over sample data.
How is student audio handled?
Recording routes use short, task-bound audio. Retention and school controls must be confirmed for the configured deployment; this page makes no compliance certification.
What does MIDI Mind replace?
Not your curriculum or professional judgment. It is designed as a targeted assessment, practice, and feedback layer.
Institutional path
Evaluate fit without invented promises.
Verified educators can request access to the institutional offer and review the exact pilot scope before any purchase.
AP® and Advanced Placement® are registered trademarks of the College Board, which is not affiliated with, and does not endorse, MIDI Mind.