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Automation Risk Analysis

Will “Jig Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Jig Inspector” 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%

“Jig Inspector” 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

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

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

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

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

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

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

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

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

  • 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.

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

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

Technologies & Software

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

Alternative Job Titles