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Automation Risk Analysis

Will “Rejector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Rejector” 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%

“Rejector” 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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

  • Position products, components, or parts for testing.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

Technologies & Software

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

Alternative Job Titles