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Automation Risk Analysis

Will “Job Estimator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Job 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%

“Job 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

  • 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.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

Technologies & Software

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

Alternative Job Titles