Interpret flight test data to diagnose malfunctions and systemic performance problems.
Work task
“Interpret flight test data to diagnose malfunctions and systemic performance problems.” is a core task performed by Avionics Technicians. Among the occupation's 13 rated tasks, workers place it 5th by importance (#9 most important). About 86% of workers say it is relevant to their job.
This is a single occupation-specific task statement from O*NET. The figures below describe how central the task is to the job and what independent studies measure about AI and this kind of work — not a prediction that the task will be automated.
Work activities this task rolls up to
O*NET groups concrete tasks into broader work activities shared across many occupations.
AI exposure
The OpenAI / Eloundou “GPTs are GPTs” study rates this task E2. Exposure with tools — software built on top of a language model (not the model alone) could cut the time by at least half.
Exposure measures whether a model could meaningfully speed the task up — it is an estimate of overlap with model capabilities, not a measure of whether the work will be done by software. The study's intermediate score (β) for this task is 0.50. Automation potential label: T2.
How AI is actually used on this kind of task
The Anthropic Economic Index observes how people actually use AI on tasks like this one across millions of real conversations.
- 0.002% share of AI-use records mapped to this task
Observed AI use describes people choosing to use AI as a tool on this kind of task today. It is augmentation and assistance, not a measure of jobs replaced.
Other tasks in this occupation
- Test and troubleshoot instruments, components, and assemblies, using circuit testers, oscilloscopes, or voltmeters. · importance 4.5
- Keep records of maintenance and repair work. · importance 4.5
- Adjust, repair, or replace malfunctioning components or assemblies, using hand tools or soldering irons. · importance 4.4
- Install electrical and electronic components, assemblies, and systems in aircraft, using hand tools, power tools, or soldering irons. · importance 4.4
- Set up and operate ground support and test equipment to perform functional flight tests of electrical and electronic systems. · importance 4.3
- Assemble components such as switches, electrical controls, and junction boxes, using hand tools or soldering irons. · importance 4.1
- Connect components to assemblies such as radio systems, instruments, magnetos, inverters, and in-flight refueling systems, using hand tools and soldering irons. · importance 4.1
- Lay out installation of aircraft assemblies and systems, following documentation such as blueprints, manuals, and wiring diagrams. · importance 4.1
- Coordinate work with that of engineers, technicians, and other aircraft maintenance personnel. · importance 4.0
- Fabricate parts and test aids as required. · importance 3.5
- Assemble prototypes or models of circuits, instruments, and systems for use in testing. · importance 3.1
- Operate computer-aided drafting and design applications to design avionics system modifications. · importance 3.1
See all tasks on the Avionics Technicians page.
Sources for this page
Every figure above traces to a named public dataset and the exact release below — not hand-written opinion. See the full methodology for what each measure does and does not mean.
- O*NET 30.3 U.S. Department of Labor / National Center for O*NET Development
- Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27) Anthropic
- “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130 OpenAI / academic
Data compiled June 2, 2026. Figures are estimates, not advice.
Cite this page
Singulariki. "Interpret flight test data to diagnose malfunctions and systemic performance problems.." Singulariki: a source-backed encyclopedia of work. Built from O*NET 30.3; Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27); “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130. Accessed June 7, 2026. https://singulariki.com/tasks/task-9937
Singulariki. (2026). Interpret flight test data to diagnose malfunctions and systemic performance problems.. Singulariki: a source-backed encyclopedia of work. Retrieved June 7, 2026, from https://singulariki.com/tasks/task-9937
@misc{singulariki-task-9937,
title = {Interpret flight test data to diagnose malfunctions and systemic performance problems.},
author = {{Singulariki}},
year = {2026},
note = {O*NET 30.3; Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27); “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130. Accessed June 7, 2026},
url = {https://singulariki.com/tasks/task-9937}
} Citations name the underlying public dataset releases — they reflect what this page is built from, not just the URL.