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Automation Risk Analysis

Will “Estimator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Estimator” 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%

“Estimator” 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

  • 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.

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

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

  • Position products, components, or parts for testing.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

Technologies & Software

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

Alternative Job Titles