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Automation Risk Analysis

Will “Forming Department End Finder” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Forming Department End Finder” 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%

“Forming Department End Finder” 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.

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

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

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

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

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

  • 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.

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

Technologies & Software

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

Alternative Job Titles