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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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Position products, components, or parts for testing.

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

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

  • Notify supervisors or other personnel of production problems.

Technologies & Software

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

Alternative Job Titles