Why twelve notes? An economic model of scale size and evidence on chromatic pitch-class use in Western classical music, 1485–1963

Abstract Why do musical systems organise pitch into finite sets rather than draw without limit on the pitch continuum? We model scale-system size as an economic choice that balances harmonic possibilities against instrument-construction and learning costs. An acoustic calibration indicates that total harmonic value grows faster than linearly but more slowly than the number of possible interval pairs. When learning costs eventually rise more steeply than harmonic value, the model yields a finite optimum even as physical construction costs approach zero. We evaluate the model’s comparative patterns using 623 Western classical MIDI compositions by 48 composers spanning 1485–1963. Pitch-class entropy rises over historical time and within composers’ careers; its association with national income is positive but fragile. Use of the twelve encoded semitone classes broadens before 1900 and then saturates, while dissonance continues to rise and usage evenness can keep changing within the fixed palette. Because MIDI represents pitch within twelve semitone classes, these results measure chromatic pitch use rather than historical scale-system size itself. Evidence from instrument history and electronic music complements the corpus analysis. Together, the model and evidence show how technological and cognitive costs can shape the evolution of musical form.

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Publication Details

Journal
Journal of Cultural Economics
Published
2026-09-11
DOI
https://doi.org/10.1007/s10824-026-09607-y
Primary Topic
Art History and Market Analysis
Type
article
Field-Weighted Citation Impact
0.00

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article

Why twelve notes? An economic model of scale size and evidence on chromatic pitch-class use in Western classical music, 1485–1963

Sergey Alexeev, Eamon McGinn
Journal of Cultural Economics
Art History and Market Analysis
article

Why twelve notes? An economic model of scale size and evidence on chromatic pitch-class use in Western classical music, 1485–1963

Sergey Alexeev, Eamon McGinn
article en

Abstract

Abstract Why do musical systems organise pitch into finite sets rather than draw without limit on the pitch continuum? We model scale-system size as an economic choice that balances harmonic possibilities against instrument-construction and learning costs. An acoustic calibration indicates that total harmonic value grows faster than linearly but more slowly than the number of possible interval pairs. When learning costs eventually rise more steeply than harmonic value, the model yields a finite optimum even as physical construction costs approach zero. We evaluate the model’s comparative patterns using 623 Western classical MIDI compositions by 48 composers spanning 1485–1963. Pitch-class entropy rises over historical time and within composers’ careers; its association with national income is positive but fragile. Use of the twelve encoded semitone classes broadens before 1900 and then saturates, while dissonance continues to rise and usage evenness can keep changing within the fixed palette. Because MIDI represents pitch within twelve semitone classes, these results measure chromatic pitch use rather than historical scale-system size itself. Evidence from instrument history and electronic music complements the corpus analysis. Together, the model and evidence show how technological and cognitive costs can shape the evolution of musical form.

Journal of Cultural Economics
University of Technology Sydney (AU), The University of Sydney (AU), Sydney Adventist Hospital (AU)
University of Sydney
No poverty
Openalex Percentile: Top 2%
Art History and Market Analysis
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Why twelve notes? An economic model of scale size and evidence on chromatic pitch-class use in Western classical music, 1485–1963 — Sergey Alexeev, Eamon McGinn · Journal of Cultural Economics (2026) | TGRS Research Map | TGRS