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Automation Risk Analysis

Will “Machine Try Out Setter” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Machine Try Out Setter” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 56% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

54%

“Machine Try Out Setter” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 54% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Inspectors, Testers, Sorters, Samplers, and Weighers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Inspect, test, sort, sample, or weigh nonagricultural raw materials or processed, machined, fabricated, or assembled parts or products for defects, wear, and deviations from specifications. May use precision measuring instruments and complex test equipment.

Avg. Annual Salary $51,670
Avg. Hourly Wage $24.84
Available Jobs (US) 591,180
Job Title & Hierarchy Code (SOC) Inspectors, Testers, Sorters, Samplers, and Weighers #51-9061
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Inspectors, Testers, Sorters, Samplers, and Weighers”

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Core Skills & Abilities

  • Record inspection or test data, such as weights, temperatures, grades, or moisture content, and quantities inspected or graded.

  • Remove defects, such as chips, burrs, or lap corroded or pitted surfaces.

  • Notify supervisors or other personnel of production problems.

  • Inspect, test, or measure materials, products, installations, or work for conformance to specifications.

  • Disassemble defective parts or components, such as inaccurate or worn gauges or measuring instruments.

  • Clean, maintain, calibrate, or repair measuring instruments or test equipment, such as dial indicators, fixed gauges, or height gauges.

  • Compute defect percentages or averages, using formulas and calculators.

  • Read dials or meters to verify that equipment is functioning at specified levels.

  • Administer tests to assess whether engineers or operators are qualified to use equipment.

  • Recommend necessary corrective actions, based on inspection results.

  • Measure dimensions of products to verify conformance to specifications, using measuring instruments, such as rulers, calipers, gauges, or micrometers.

  • Monitor production operations or equipment to ensure conformance to specifications, making necessary process or assembly adjustments.

  • Analyze test data, making computations as necessary, to determine test results.

  • Compute usable amounts of items in shipments.

  • Stack or arrange tested products for further processing, shipping, or packaging.

  • Inspect or test raw materials, parts, or products to determine compliance with environmental standards.

  • Check arriving materials to ensure that they match purchase orders, submitting discrepancy reports as necessary.

  • Position products, components, or parts for testing.

  • Discard or reject products, materials, or equipment not meeting specifications.

  • Fabricate, install, position, or connect components, parts, finished products, or instruments for testing or operational purposes.

  • Collect or select samples for testing or for use as models.

  • Grade, classify, or sort products according to sizes, weights, colors, or other specifications.

  • Adjust, clean, or repair products or processing equipment to correct defects found during inspections.

  • Read blueprints, data, manuals, or other materials to determine specifications, inspection and testing procedures, adjustment methods, certification processes, formulas, or measuring instruments required.

  • Weigh materials, products, containers, or samples to verify packaging weights or ingredient quantities.

  • Compare colors, shapes, textures, or grades of products or materials with color charts, templates, or samples to verify conformance to standards.

  • Mark items with details, such as grade or acceptance-rejection status.

  • Monitor machines that automatically measure, sort, or inspect products.

  • Write test or inspection reports describing results, recommendations, or needed repairs.

  • Interpret legal requirements, provide safety information, or recommend compliance procedures to contractors, craft workers, engineers, or property owners.

  • Make minor adjustments to equipment, such as turning setscrews to calibrate instruments to required tolerances.

Technologies & Software

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  • Tolerance analysis software
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  • Apache Pig
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  • FileMaker Pro
  • Atlassian JIRA
  • IBM Notes
  • Mastercam computer-aided design and manufacturing software
  • Microsoft PowerPoint
  • Gemini (Google)
  • Medical condition coding software
  • Kimi (Moonshot AI)
  • IBM Lotus Notes
  • Rockwell Automation AI
  • Qwen (Alibaba)
  • ChatGPT (OpenAI)
  • Microsoft Visio
  • Computer assisted design software
  • R
  • Selenium
  • Dassault Systemes CATIA
  • Microsoft Word
  • Wilcox Associates PC-DMIS Inspection Planner
  • Microsoft SharePoint
  • Sight Machine AI
  • ABB AI Robotics
  • Microsoft Office software
  • Database software
  • The MathWorks MATLAB
  • Microsoft Access
  • Cognex Vision AI
  • Extensible markup language XML
  • Label inspection systems
  • Autodesk AutoCAD
  • DeepSeek
  • Apache Hive
  • Minitab
  • Grok (xAI)
  • Statistical process control SPC data collection devices
  • Dassault Systemes SolidWorks
  • SAP software
  • Cybermetrics GAGETrak
  • Structured query language SQL
  • Mistral (Mistral AI)
  • Inspection marking systems
  • Data analysis software
  • Claude (Anthropic)
  • Computer-aided inspection software
  • Siemens Industrial AI
  • Verisurf Metrology
  • Design of experiments DOE software
  • Color spectrometers
  • In-circuit testers
  • Resistance meters
  • Pulse generators
  • Resistivity meters
  • Pi tapes
  • Beta gauges
  • Vibration and shaker systems
  • Penetrant flaw detectors
  • Height gauges
  • Laser thickness gauges
  • Plotters
  • Industrial bench scales
  • Gloss meters
  • Optical comparators
  • Laser shearography flaw detectors
  • Measuring microscopes
  • Compression testers
  • Verisurf 3Dgage
  • Frequency counters
  • Frequency meters
  • Resonance acceleration instruments
  • Radiographic flaw detectors
  • Utrasonic flaw detectors
  • Strain gauges
  • Personal computers
  • Direct current DC power testers
  • Depth gauges
  • Piezoelectric acceleration instruments
  • Magnetic particle flaw detectors
  • Mass flow leak testers
  • Bubble leak testers
  • Return loss calibrator RLC passive component testers
  • Holographic interferometers
  • Hydraulic pumps
  • Fatigue testers
  • Power meters
  • Digital multimeters
  • Verisurf CMM Master
  • Moisture meters
  • Capacitive acceleration instruments
  • Thread gauges
  • Environmental chambers
  • Sampling oscilloscopes
  • Linear or mixed signal equipment
  • Conductivity meters
  • Verisurf Master3DGage
  • Coordinate measuring machines CMM
  • Logic test systems
  • Signal generators
  • Calorimetric leak testers
  • Bit error rate testers BERT
  • Accelerometers
  • Forklifts
  • Optical gauges
  • Ammeters
  • Digital voltmeters DVM
  • Null-balance acceleration instruments
  • Pin gauges
  • Force transducers
  • Overhead cranes
  • Sorting machines
  • Metallurgical microscopes
  • Tensile testers
  • Hardness testers
  • Eddy current flaw detectors
  • Digital resistance meters
  • Impact hammers
  • Shock testers
  • Continuity testers
  • Eddy current probes
  • Creep and stress relaxation testers
  • Shear testers
  • Function generators
  • Printed circuit board PCB testers
  • Digital resistance thermometers
  • Multimeters
  • Manufacturing defect analyzers MDA
  • Calipers
  • Backplane testers
  • Hydraulic lifts
  • Ductility testers
  • Viscometers
  • Impact toughness testers
  • Micrometers
  • Plug gauges
  • Hipot testers
  • Magnetic induction acceleration instruments

Alternative Job Titles