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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

  • Compute usable amounts of items in shipments.

  • Notify supervisors or other personnel of production problems.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles