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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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • 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.

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

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

  • 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.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

Technologies & Software

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

Alternative Job Titles