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Automation Risk Analysis

Will “Concrete Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Concrete 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%

“Concrete 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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • Position products, components, or parts for testing.

  • 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.

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

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

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

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

  • Compute usable amounts of items in shipments.

  • 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.

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

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

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

  • 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.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles