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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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

  • 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.

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • 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.

  • Compute usable amounts of items in shipments.

Technologies & Software

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

Alternative Job Titles