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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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles