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Automation Risk Analysis

Will “Installations Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Installations 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%

“Installations 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

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

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

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

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

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

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

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

  • 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.

  • 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.

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Position products, components, or parts for testing.

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

  • Compute usable amounts of items in shipments.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

Technologies & Software

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

Alternative Job Titles