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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

  • 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.

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

  • Position products, components, or parts for testing.

  • Notify supervisors or other personnel of production problems.

  • 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.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles