Gini Loh System Tools

AI Automation Index

Will AI Replace Microsystems Engineers?

Task-level automation exposure for Microsystems Engineers: 31 O*NET tasks scored against their work activities, plus the simulator.

E-E-A-T Verified
Developed & audited by Gini Loh

Automation Exposure

50% weighted task index

31 of 31 tasks scored

Median Salary

$122,930 / year

BLS OEWS, May 2025 — this exact occupation

Employment Level

High

154,070 people hold this job — size, not growth

Projected 2025–35

+3.7% employment change

8,800 openings a year · BLS line item

Pay by state

BLS OEWS publishes 53 state estimates for this occupation. Each is its own survey estimate, not the national median adjusted for local prices.

$76,100 – $162,070

Highest medians

New Mexico $162,070
Alabama $152,550
District of Columbia $151,920
Virginia $148,160
Alaska $142,390

Lowest medians

Kansas $76,100
Arkansas $76,940
Puerto Rico $81,370
Nebraska $88,490
Tennessee $96,640

State figures come from the 17-2199 row in the May 2025 state panel. States where the estimate was suppressed or too small to publish are absent.

What the score is made of

Each task is mapped to its work activities, scored for AI automation potential, and weighted by how important those activities are to the job. These are the components.

Automation potential 50%

Importance-weighted mean of the scored tasks. This is the headline index.

Physical work 2%

Share of weighted tasks in hands-on or machine-operating work activities.

Judgment & influence 35%

Share in analysis, decisions, teaching, directing, advising, or caring for others.

Routine administration 14%

Share in documenting, recording, and administrative activities.

Rewritten by O*NET 0%

Share of weighted tasks O*NET rewrote in a recent update. Reported, not folded into the score.

Consequence of error 0/100 Low

O*NET's own rating of how serious an uncorrectable mistake would be here — respondents, not us. Deliberately not in the index: the score measures what AI can do with the task content, and multiplying it by stakes would be our judgment dressed as data.

Constituent Task Mix

31 tasks for this occupation, weighted by work-activity importance. Shares below are of total task weight, not task count.

High exposure (≥ 60% of the task is automatable) 27%

9 tasks

Medium exposure (≥ 35%) 65%

19 tasks

Low exposure (below 35%) 7%

3 tasks

How would you survive?

Move your week away from the high-exposure tasks and toward the ones that need judgment. The simulator recalculates the index as you shift the mix.

Simulate Upskilling →

Constituent Tasks

#16503 · Core · 50% automatable

Create schematics and physical layouts of integrated microelectromechanical systems (MEMS) components or packaged assemblies consistent with process, functional, or package constraints.

visual inspection — Drafts equipment graphics; engineering accuracy human

Create graphical representations of mechanical equipment.
#16497 · Core · 60% automatable

Investigate characteristics such as cost, performance, or process capability of potential microelectromechanical systems (MEMS) device designs, using simulation or modeling software.

data analysis — AI builds computational models; engineer validates assumptions

Create models of engineering designs or methods.
#16492 · Core · 82% automatable

Create or maintain formal engineering documents, such as schematics, bills of materials, components or materials specifications, or packaging requirements.

text generation — Draft technical design docs from provided details

Document technical design details.
#16505 · Core · 68% automatable

Conduct analyses addressing issues such as failure, reliability, or yield improvement.

data analysis — Quantitative failure analysis; domain judgment needed

Conduct quantitative failure analyses of operational data.
#16485 · Core · 66% automatable

Plan or schedule engineering research or development projects involving microelectromechanical systems (MEMS) technology.

decision support — Algorithmic scheduling with human oversight of constraints

Devise research or testing protocols. Schedule operational activities.
#16495 · Core · 68% automatable

Propose product designs involving microelectromechanical systems (MEMS) technology, considering market data or customer requirements.

text generation — Assemble proposal documents from provided content

Prepare proposal documents.
#16502 · Core · 78% automatable

Develop formal documentation for microelectromechanical systems (MEMS) devices, including quality assurance guidance, quality control protocols, process control checklists, data collection, or reporting.

text generation — Draft procedural documents from provided content

Prepare procedural documents.
#16490 · Core · 55% automatable

Communicate operating characteristics or performance experience to other engineers or designers for training or new product development purposes.

interpersonal — Conferring with technical staff on plans is relational work

Confer with technical personnel to prepare designs or operational plans.
#16498 · Supplemental · 55% automatable

Evaluate materials, fabrication methods, joining methods, surface treatments, or packaging to ensure acceptable processing, performance, cost, sustainability, or availability.

information retrieval — Process research aided; plant observation needs humans

Research industrial processes or operations.
#16494 · Supplemental · 22% automatable

Refine final microelectromechanical systems (MEMS) design to optimize design for target dimensions, physical tolerances, or processing constraints.

decision support — Nano-scale design needs lab synthesis and physical validation

Design micro- or nano-scale materials, devices, or systems.
#16508 · Supplemental · 30% automatable

Conduct harsh environmental testing, accelerated aging, device characterization, or field trials to validate devices, using inspection tools, testing protocols, peripheral instrumentation, or modeling and simulation software.

data analysis — AI interprets results; human runs physical tests

Test performance of electrical, electronic, mechanical, or integrated systems or equipment.
#16489 · Supplemental · 65% automatable

Develop or file intellectual property and patent disclosure or application documents related to microelectromechanical systems (MEMS) devices, products, or systems.

text generation — Draft disclosures; legal accountability human

Prepare contracts, disclosures, or applications.
#16504 · Supplemental · 35% automatable

Conduct or oversee the conduct of prototype development or microfabrication activities to ensure compliance to specifications and promote effective production processes.

interpersonal — Directing design work needs accountability and judgment

Direct design or development activities.
#16506 · Supplemental · 45% automatable

Conduct experimental or virtual studies to investigate characteristics and processing principles of potential microelectromechanical systems (MEMS) technology.

information retrieval — Tech landscape synthesis aided; prototyping human

Research engineering applications of emerging technologies.
#16499 · Supplemental · 45% automatable

Devise microelectromechanical systems (MEMS) production methods, such as integrated circuit fabrication, lithographic electroform modeling, or micromachining.

decision support — AI models process systems; engineer validates feasibility

Design industrial processing systems.
#16500 · Supplemental · 48% automatable

Develop or validate specialized materials characterization procedures, such as thermal withstand, fatigue, notch sensitivity, abrasion, or hardness tests.

text generation — AI drafts technical methods; expert validates feasibility

Conduct validation tests of equipment or processes. Develop technical methods or processes.
#16507 · Supplemental · 42% automatable

Validate fabrication processes for microelectromechanical systems (MEMS), using statistical process control implementation, virtual process simulations, data mining, or life testing.

decision support — AI aids process inspection; physical verification is human

Inspect operational processes.
#16491 · Supplemental · 40% automatable

Demonstrate miniaturized systems that contain components, such as microsensors, microactuators, or integrated electronic circuits, fabricated on silicon or silicon carbide wafers.

interpersonal — Operational procedure training needs live demonstration

Train personnel on proper operational procedures.
#16484 · Supplemental · 35% automatable

Manage new product introduction projects to ensure effective deployment of microelectromechanical systems (MEMS) devices or applications.

interpersonal — Directing design work needs accountability and judgment

Direct design or development activities.
#16493 · Supplemental · 35% automatable

Conduct acceptance tests, vendor-qualification protocols, surveys, audits, corrective-action reviews, or performance monitoring of incoming materials or components to ensure conformance to specifications.

decision support — AI can plan/analyze tests; execution is physical

Conduct validation tests of equipment or processes.
#16486 · Supplemental · 45% automatable

Develop or implement microelectromechanical systems (MEMS) processing tools, fixtures, gages, dies, molds, or trays.

decision support — AI models process systems; engineer validates feasibility

Design industrial processing systems.
#16488 · Supplemental · 78% automatable

Develop customer documentation, such as performance specifications, training manuals, or operating instructions.

text generation — Draft procedural documents from provided content

Prepare procedural documents.
#16487 · Supplemental · 55% automatable

Identify, procure, or develop test equipment, instrumentation, or facilities for characterization of microelectromechanical systems (MEMS) applications.

decision support — Procurement drafting and comparison; human commits funds

Select tools, equipment, or technologies for use in operations or projects. Design electromechanical equipment or systems. Purchase materials, equipment, or other resources.
#16501 · Supplemental · 60% automatable

Develop or validate product-specific test protocols, acceptance thresholds, or inspection tools for quality control testing or performance measurement.

decision support — Protocols drafted; scientific validity human-owned

Devise research or testing protocols.
#16496 · Supplemental · 8% automatable

Oversee operation of microelectromechanical systems (MEMS) fabrication or assembly equipment, such as handling, singulation, assembly, wire-bonding, soldering, or package sealing.

physical manipulation — Microscopic precision control is fine manual dexterity

Operate precision equipment to control microscopic or nanoscopic processes.
#19656 · Core · 55% automatable

Consider environmental issues when proposing product designs involving microelectromechanical systems (MEMS) technology.

data analysis — Impact assessment aided; site-specific data human

Investigate the environmental impact of projects.
#19657 · Core · 45% automatable

Design or develop energy products using nanomaterials or nanoprocesses, such as micro-nano machining.

decision support — AI assists energy system design; engineer accountable

Design energy production or management equipment or systems.
#19658 · Core · 38% automatable

Design or develop industrial air quality microsystems, such as carbon dioxide fixing devices.

decision support — AI aids emission system design; engineering validation human

Design systems to reduce harmful emissions.
#19659 · Core · 50% automatable

Design or develop sensors to reduce the energy or resource requirements to operate appliances, such as washing machines or dishwashing machines.

decision support — AI drafts electronics; engineer validates and tests

Design electronic or computer equipment or instrumentation.
#19660 · Core · 50% automatable

Design sensors or switches that require little or no power to operate for environmental monitoring or industrial metering applications.

decision support — AI drafts electronics; engineer validates and tests

Design electronic or computer equipment or instrumentation.
#19661 · Core · 35% automatable

Research or develop emerging microelectromechanical (MEMS) systems to convert nontraditional energy sources into power, such as ambient energy harvesters that convert environmental vibrations into usable energy.

decision support — AI assists system design; engineering and site validation human

Design alternative energy systems.
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Method

How this was scored

  1. 1. Tasks. O*NET task statements for this occupation, from a release whose newest record is dated 08/2026.
  2. 2. Work activities. Each task maps to 1–5 Detailed Work Activities; each activity belongs to one of 41 Generalized Work Activities that O*NET rates for importance (1–5) in this occupation.
  3. 3. Automation potential. Every work activity carries one score for how far current AI can perform it end-to-end. Tasks inherit the mean of their activities.
  4. 4. Weighting. Task weight = 0.35 + 0.65 × (importance − 1)/4, scaled by how often the task is performed and by 0.7 for Supplemental tasks. Importance is the task's own O*NET rating where it exists (18,369 of 18,838 tasks); the rest inherit their work activities' importance. The index is the weighted mean.

Check: across the 910 occupations where O*NET also rates how far machine speed sets the pace, this index moves opposite to it (Spearman ρ = -0.49). The more a job is paced by equipment, the less of its task content AI can address — the relationship you would expect if the scoring is working.

Sources · O*NET 31.0 (task records to 08/2026) · BLS OEWS May 2025 · BLS projections 2025-2035 · rubric v2.1 · tasks for O*NET, not a forecast

See the full method →

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