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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

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

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

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

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

  • 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.

  • Position products, components, or parts for testing.

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

  • 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.

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

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

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

  • Compute usable amounts of items in shipments.

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

  • 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.

  • 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.

Technologies & Software

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

Alternative Job Titles