IS WORK OVER?

Automation index

How much of a QA tester’s job can AI already do?

Today an AI can already do 38% of this job. Architecture, the hard calls, and review still need someone who has broken production.

This percentage does not predict how many people will lose their jobs.

Task comparison

QA tester

Where the time goes

Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.

The time saving for each task is estimated separately.

TaskShareAIPoints
Identify, analyze, and document problems with program function, output, online screen, or content.
Estimate

No public source provides a precise figure. This is our estimate.

12%55%+6.6
Document software defects, using a bug tracking system, and report defects to software developers.
Estimate

No public source provides a precise figure. This is our estimate.

11%55%+6.1
Install, maintain, or use software testing programs.
Estimate

No public source provides a precise figure. This is our estimate.

8%28%+2.2
Monitor program performance to ensure efficient and problem-free operations.
Estimate

No public source provides a precise figure. This is our estimate.

6%28%+1.7
Develop testing programs that address areas such as database impacts, software scenarios, regression testing, negative testing, error or bug retests, or usability.
Estimate

No public source provides a precise figure. This is our estimate.

6%48%+2.9
Document test procedures to ensure replicability and compliance with standards.
Estimate

No public source provides a precise figure. This is our estimate.

6%55%+3.3
Create or maintain databases of known test defects.
Estimate

No public source provides a precise figure. This is our estimate.

6%48%+2.9
Provide feedback and recommendations to developers on software usability and functionality.
Estimate

No public source provides a precise figure. This is our estimate.

6%28%+1.7
Other less frequent tasks (weight estimated from frequency).
Estimate

No public source provides a precise figure. This is our estimate.

39%28%+10.9
Total100%38%

Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low

Skills and activities

  • internal risk management policy
  • ICT quality policy
  • software anomalies
  • levels of software testing
  • quality standards
  • quality assurance methodologies
  • ICT process quality models
  • set quality assurance objectives
  • ensure continuous preparedness for audits
  • comply with legal regulations

Sources for this job· O*NET 15-1253.00· ESCO/ISCO 2519

Pharmacy technician

Where the time goes

Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.

The time saving for each task is estimated separately.

TaskShareAIPoints
Counts, orders and expiry dates.
Estimate

No public source provides a precise figure. This is our estimate.

18%40%+7.2
Dispense, prepare and label.
Estimate

No public source provides a precise figure. This is our estimate.

20%12%+2.4
Counter service and basic dosing.
Estimate

No public source provides a precise figure. This is our estimate.

16%22%+3.5
Compounds, repack and records.
Estimate

No public source provides a precise figure. This is our estimate.

16%28%+4.5
Pharmacy on-call and emergency stock.
Estimate

No public source provides a precise figure. This is our estimate.

16%18%+2.9
Not mixing up a drug or a patient.
Estimate

No public source provides a precise figure. This is our estimate.

14%14%+2
Total100%23%

Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low

Skills and activities

  • Counts, orders and expiry dates
  • Dispense, prepare and label
  • Counter service and basic dosing
  • Compounds, repack and records
  • Pharmacy on-call and emergency stock
  • Not mixing up a drug or a patient
  • tecnico de farmacia
  • auxiliar de farmacia
  • pharmacy technician

Sources for this job· O*NET 29-2052.00· ESCO/ISCO 3213

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