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Non-Linear Relationships Between Creativity Ratings of Musical Improvisations and Melodic Complexity

Bibliographic Data

ID21612082
AuthorsKanthida van Welzen (0009-0000-3279-8342, Max Planck Institute for Empirical Aesthetics, corresponding author), Ana Clemente (0000-0002-0460-6793, Max Planck Institute for Empirical Aesthetics), Fredrik Ullén (0000-0002-2974-9256, Max Planck Institute for Empirical Aesthetics), Örjan de Manzano (0000-0002-4632-1112, Max Planck Institute for Empirical Aesthetics)
Year2026
Pages1-14
Publication date2026-01-02
Peer ReviewedYes
Open AccessYes
TypeARTICLE
VenueCreativity Research Journal (JOURNAL)
Journal identifiersISSN: 1040-0419 • E-ISSN: 1532-6934
PublisherInforma UK Limited (PUBLISHER • GB)
DOI10.1080/10400419.2025.2599793
OpenAlexW7117981796
LanguageEN
References cited64

Although objective, automated measures of verbal creativity have shown promise by correlating well with subjective creativity ratings, objective measures of musical creativity remain underexplored. This study investigated whether melodic complexity – specifically the Lempel-Ziv complexity of pitch sequences – is related to perceived musical creativity in improvisations. We further investigated whether this relationship is affected by participants’ openness to experience and musical expertise. In an online study, 495 participants with at least five years of musical experience rated improvisations on liking, originality, and appropriateness. They also completed the openness to experience scale of the Big Five Inventory and provided information about their musical expertise. Results revealed inverted U-shaped relationships between Lempel-Ziv complexity and ratings, with improvisations of moderate complexity receiving the highest evaluations. However, openness to experience did not significantly affect this relationship. Participants with greater musical expertise tended to rate improvisations lower overall, while they rated improvisations made by professionals higher than those by amateurs on liking and appropriateness, highlighting the role of expertise in evaluation. These findings demonstrate individual differences in the assessment of musical creativity. While Lempel-Ziv complexity is a relatively simple metric, the results suggest its potential for informing the development of quantitative measures of musical creativity

Creativity · Creativity technique · Improvisation · Melody · Musical · Music Technology and Sound Studies · Musicology and Musical Analysis · Neuroscience and Music Perception

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  • The associative basis of the creative process.

    Sarnoff A Mednick, SARNOFF MEDNICK•Psychological Review•1962

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    Open Access•Peter Organisciak, Acar et al.•Thinking Skills and Creativity•2023

  • Automating creativity assessment with SemDis

    Open Access•Roger E Beaty, Dan R Johnson•Behavior Research Methods•2021

  • Why do ideas get more creative across time? An executive interpretation of the serial order effect in divergent thinking tasks.

    Roger E Beaty, Paul J Silvia•Psychology of Aesthetics…•2012

  • Fitting Linear Mixed-Effects Models Using lme4

    Open Access•David M Bates, Douglas Bates et al.•Journal of Statistical Software•2015

  • The Standard Definition of Creativity

    Mark A Runco, Garrett J Jaeger•Creativity Research Journal•2012

  • Automated scoring of creative problem solving with large language models

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  • Measuring divergent thinking originality with human raters and text-mining models

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  • Multilingual semantic distance

    Open Access•John D Patterson, Hannah M Merseal et al.•Psychology of Aesthetics…•2023

  • Automated scoring of figural creativity using a convolutional neural network

    David H Cropley, Rebecca L Marrone•Psychology of Aesthetics…•2025

  • Automated assessment of creativity in multilingual narratives

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  • Musical aesthetic sensitivity

    Ana Clemente, Marcus T Pearce et al.•Psychology of Aesthetics…•2022

  • Mapping the Creative Personality

    Qunlin Chen, Alexander P Christensen et al.•Creativity Research Journal•2023

  • Automatic Scoring of Metaphor Creativity with Large Language Models

    Open Access•Paul V DiStefano, John D Patterson et al.•Creativity Research Journal•2025

  • A quantitative analysis of two improvisation assessment instruments

    Open Access•Maud Hickey, Daniel J Healy et al.•Psychology of Music•2022

  • Automated Scoring of Scientific Creativity in German

    Open Access•B Goecke, Paul V DiStefano et al.•The Journal of Creative Behavior•2024

  • The Machines Take Over

    Open Access•Philip Buczak, He Huang et al.•The Journal of Creative Behavior•2023

  • Openness to Experience and Intellect Differentially Predict Creative Achievement in the Arts and Sciences

    Open Access•Scott Barry Kaufman, Lena C Quilty et al.•Journal of Personality•2016

  • Does divergent thinking relate to expertise? Introducing a novel test of creative ideation in music

    Kanthida van Welzen, Fredrik Ullén et al.•Psychology of Aesthetics…•2024

  • Integrating digital tools and constructivist learning

    Open Access•Nattaphob Aoonlamai, Parama Kwangmuang•BMC Psychology•2025

  • A new conception of visual aesthetic sensitivity

    Open Access•Guido Corradi, Erick G Chuquichambi et al.•British Journal of Psychology•2020

  • How subjective idea valuation energizes and guides creative idea generation

    Open Access•Alizée Lopez‐Persem, Sarah Moreno-Rodriguez et al.•American Psychologist•2023

  • Automated Scoring of Figural Tests of Creativity with Computer Vision

    Open Access•Acar, Peter Organisciak et al.•The Journal of Creative Behavior•2025

  • A ‘Sweet Spot’ for Creative Ideation

    Open Access•William Orwig, Simone A Luchini et al.•The Journal of Creative Behavior•2025

  • Social psychology of creativity

    Teresa M Amabile•Journal of Personality and Social…•1982

  • Assessing novelty, feasibility and value of creative ideas with an unsupervised approach using GPT-4

    Open Access•Felix B Kern, Chien‐te Wu et al.•British Journal of Psychology•2024

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