

THE EMBODIMENT GAP
Conceptual Foundations for
Singing Voice Pedagogy in the Age of AI
Accepted for publication • Forthcoming in the Journal of Singing
2027
FORTHCOMING IN THE JOURNAL OF SINGING
The Embodiment Gap: Conceptual Foundations for Singing Voice Pedagogy in the Age of AI
Author: Joseph Stanek
Institution: Tour de Fierce Research, New York, NY
ORCID: 0009-0003-9390-4809
Status: Accepted for publication | Journal of Singing (National Association of Teachers of Singing)
Acceptance Date: April 29, 2026
About This Article
This article defines the embodiment gap: the growing separation between vocal sound and the body that produces it. As AI generates increasingly convincing singing voices, sound alone can no longer be treated as evidence of human vocal function.
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This work establishes the conceptual tools needed to respond. It reframes how voice teachers interpret sound, introduces a working lexicon for synthetic singing, and proposes new approaches to evaluating vocal output in relation to physiological plausibility.
The question is no longer whether AI can sound human. It is whether human vocal knowledge can remain legible in a world where sound no longer proves the body.
Keywords
voice pedagogy · artificial intelligence · embodiment gap · synthetic singing · AI-generated singing · human voice · singing voice · vocal training · music education · voice science
About the Journal of Singing
The Journal of Singing is the official peer-reviewed journal of the National Association of Teachers of Singing (NATS) — the largest professional association of teachers of singing in the world, with members across more than 30 countries. It is the flagship scholarly publication of the field of singing voice pedagogy.
About the Author
Joseph Stanek is the founder and lead researcher of Tour de Fierce Research, an independent interdisciplinary research initiative based in New York, NY, examining the human voice as a site of embodied cognition, emotional regulation, and meaning-making at the intersection of professional vocal practice, neuroaesthetics, and emerging technologies. His research interests include performance anxiety and autonomic regulation, vocal identity and perception, psychoacoustics, and the relationship between artists and algorithmic AI systems. His research profile is featured by the Renée Fleming NeuroArts Resource Center, connecting scientists, artists, and institutions advancing the NeuroArts field globally.
Stanek is the author of the NeuroArts Expansion Series, a trailblazing monograph sequence deposited on Zenodo under open-access license, advancing named theoretical constructs including Artist-Led Origination, Applied Aesthetic Contexts, Diachronic Aesthetic Knowledge, Reciprocal Embodied Literacy, and the ETUDE framework. His forensic audit of the 2024 International Songwriting Competition, documenting AI-generated entries receiving awards in violation of competition policy, is indexed across major research platforms.
As a performer and producer, Stanek has appeared on Broadway, at Carnegie Hall, and at the Metropolitan Opera, and has produced nationally broadcast television specials for NBC, ABC, and PBS. His work in music education was celebrated at the 2019 GRAMMY on the Hill Awards for Philanthropy.
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