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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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

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

  • Position products, components, or parts for testing.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles