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Automation Risk Analysis

Will “Targeteer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Targeteer” 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%

“Targeteer” 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

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

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

  • 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.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • 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.

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

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles