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Mix preparation, the foundational stage encompassing technical, musical, and organisational tasks preceding creative mixing, remains under-examined despite professional acknowledgement. This study investigated whether preparatory effectiveness operates through compensatory relationships, where excellence in one dimension offsets weakness in another, or through threshold requirements demanding adequacy across all dimensions simultaneously. Professional mix engineers evaluated twenty-seven prepared sessions spanning nine genres, with
assessments across five dimensions derived from practitioner interviews. Results revealed consistent noncompensatory patterns: exceptional performance in isolated dimensions failed to compensate for failures elsewhere. One practitioner achieved perfect `Workflow Facilitation` (5.00) yet overall `inadequacy` (3.43) due to `Signal Integrity` failure (2.50). Another achieved strong `Musical Refinement` (4.75) whilst `Workflow Facilitation` collapse (1.75) produced a below-threshold outcome (3.49). These patterns held across all inadequate sessions. The findings challenge three assumptions: that practitioners can specialise and compensate, that education can sequence skills for later integration, and that intelligent systems can optimise tasks independently. Preparatory `adequacy` requires meeting threshold standards across all dimensions concurrently.
Author (s): Ahmed, Ashour;
Affiliation:
University of West London, London College of Music
(See document for exact affiliation information.)
AES Convention: 160
Paper Number:10289
Publication Date:
2026-05-28
Session subject:
AI and Machine Learning in Audio, Audio Applications and Technologies, Audio Processing, Recording, Production, and Reproduction
DOI:
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Ahmed, Ashour; 2026; When Excellence Fails the Mix: Non-Compensatory Relationships in Mix Preparation for Music Production [PDF]; University of West London, London College of Music; Paper 10289; Available from: https://aes.org/publications/elibrary-page/?id=23226
Ahmed, Ashour; When Excellence Fails the Mix: Non-Compensatory Relationships in Mix Preparation for Music Production [PDF]; University of West London, London College of Music; Paper 10289; 2026 Available: https://aes.org/publications/elibrary-page/?id=23226
@inproceedings{Ahmed2026when,
title={{When Excellence Fails the Mix: Non-Compensatory Relationships in Mix Preparation for Music Production}},
author={Ahmed, Ashour},
year={2026},
month={may},
booktitle={Journal of the Audio Engineering Society},
publisher={},
number={10289},
organization={AES},
}
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