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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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Position products, components, or parts for testing.

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

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

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

  • 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.

  • Compute usable amounts of items in shipments.

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

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

Technologies & Software

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

Alternative Job Titles