Recommend design modifications to eliminate machine or system malfunctions.

“Recommend design modifications to eliminate machine or system malfunctions.” is a core task performed by Mechanical Engineers. Among the occupation's 28 rated tasks, workers place it 21st by importance (#8 most important). About 83% 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.

• Advise others on business or operational matters. in Providing Consultation and Advice to Others

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: T1.

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.

• 0.016% share of AI-use records mapped to this task
• 53% of that use is work-related
• Most common interaction: learning
• Average autonomy of the AI: 3.9 (1–5; higher = more autonomous)
• 77% of interactions still needed a human in the loop

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.

Working with AI vs. handing it off

Of the AI conversations mapped to this task, the split between people working alongside AI and people delegating the task to it.

How people interact with AI on this task

Other tasks in this occupation

• Read and interpret blueprints, technical drawings, schematics, or computer-generated reports. · importance 4.3
• Research, design, evaluate, install, operate, or maintain mechanical products, equipment, systems or processes to meet requirements. · importance 4.2
• Specify system components or direct modification of products to ensure conformance with engineering design, performance specifications, or environmental regulations. · importance 4.2
• Confer with engineers or other personnel to implement operating procedures, resolve system malfunctions, or provide technical information. · importance 4.0
• Design integrated mechanical or alternative systems, such as mechanical cooling systems with natural ventilation systems, to improve energy efficiency. · importance 4.0
• Calculate energy losses for buildings, using equipment such as computers, combustion analyzers, or pressure gauges. · importance 3.8
• Investigate equipment failures or difficulties to diagnose faulty operation and recommend remedial actions. · importance 3.8
• Recommend the use of utility or energy services that minimize carbon footprints. · importance 3.7
• Research and analyze customer design proposals, specifications, manuals, or other data to evaluate the feasibility, cost, or maintenance requirements of designs or applications. · importance 3.6
• Perform personnel functions, such as supervision of production workers, technicians, technologists, or other engineers. · importance 3.6
• Apply engineering principles or practices to emerging fields, such as robotics, waste management, or biomedical engineering. · importance 3.5
• Direct the installation, operation, maintenance, or repair of renewable energy equipment, such as heating, ventilating, and air conditioning (HVAC) or water systems. · importance 3.5
• Select or install combined heat units, power units, cogeneration equipment, or trigeneration equipment that reduces energy use or pollution. · importance 3.5
• Oversee installation, operation, maintenance, or repair to ensure that machines or equipment are installed and functioning according to specifications. · importance 3.5

See all tasks on the Mechanical Engineers 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.

@misc{singulariki-task-1421,
  title  = {Recommend design modifications to eliminate machine or system malfunctions.},
  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-1421}
}