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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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

  • 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.

  • Position products, components, or parts for testing.

  • Notify supervisors or other personnel of production problems.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

Technologies & Software

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

Alternative Job Titles