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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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles