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Automation Risk Analysis

Will “Film Touch-Up Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Film Touch-Up Inspector” 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%

“Film Touch-Up Inspector” 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

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

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

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

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

  • 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.

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

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

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

  • Position products, components, or parts for testing.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

  • 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.

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

  • 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.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles