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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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles