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

Video editor

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
Select and combine the most effective shots of each scene to form a logical and smoothly running story.
Estimate

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

7%28%+2
Edit films and videotapes to insert music, dialogue, and sound effects, to arrange films into sequences, and to correct errors, using editing equipment.
Estimate

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

7%28%+2
Set up and operate computer editing systems, electronic titling systems, video switching equipment, and digital video effects units to produce a final product.
Estimate

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

7%28%+2
Organize and string together raw footage into a continuous whole according to scripts or the instructions of directors and producers.
Estimate

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

7%28%+2
Review footage sequence by sequence to become familiar with it before assembling it into a final product.
Estimate

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

6%28%+1.7
Mark frames where a particular shot or piece of sound is to begin or end.
Estimate

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

6%28%+1.7
Verify key numbers and time codes on materials.
Estimate

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

6%28%+1.7
Cut shot sequences to different angles at specific points in scenes, making each individual cut as fluid and seamless as possible.
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.

48%28%+13.4
Total100%28%

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

Skills and activities

  • personal directing styles
  • film production process
  • graphic design
  • motion graphics
  • ICT software specifications
  • multimedia systems
  • follow work schedule
  • consult with producer
  • watch scenes
  • put uncut recordings into computer

Sources for this job· O*NET 27-4032.00· ESCO/ISCO 2654

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