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Automation Risk Analysis

Will “Air Conditioning Unit Tester (AC Unit Tester)” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Air Conditioning Unit Tester (AC Unit Tester)” 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%

“Air Conditioning Unit Tester (AC Unit Tester)” 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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

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

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

  • Position products, components, or parts for testing.

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

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

Technologies & Software

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

Alternative Job Titles