IS WORK OVER?

Automation index

How much of a Forest ranger’s job can AI already do?

A log and a GIS come earlier. Walking the forest and stopping a fire do not.

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

Task comparison

Forest ranger

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
Logs, GIS and penalty files.
Estimate

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

16%32%+5.1
Patrol, poaching and fires.
Estimate

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

22%10%+2.2
Neighbours, shepherds and councils.
Estimate

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

16%18%+2.9
Sampling, paths and signage.
Estimate

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

16%22%+3.5
Duties, weather and terrain.
Estimate

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

16%14%+2.2
Not arriving late to a column of smoke.
Estimate

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

14%14%+2
Total100%18%

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

Skills and activities

  • Logs, GIS and penalty files
  • Patrol, poaching and fires
  • Neighbours, shepherds and councils
  • Sampling, paths and signage
  • Duties, weather and terrain
  • Not arriving late to a column of smoke
  • agente forestal
  • agente medioambiental
  • forest ranger

Sources for this job· O*NET 33-3031.00· ESCO/ISCO 5419

Junior developer

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
Write, analyze, review, and rewrite programs, using workflow chart and diagram, and applying knowledge of computer capabilities, subject matter, and symbolic logic.
Estimate

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

13%48%+6.2
Write, update, and maintain computer programs or software packages to handle specific jobs such as tracking inventory, storing or retrieving data, or controlling other equipment.
Estimate

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

11%28%+3.1
Correct errors by making appropriate changes and rechecking the program to ensure that the desired results are produced.
Estimate

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

11%28%+3.1
Perform or direct revision, repair, or expansion of existing programs to increase operating efficiency or adapt to new requirements.
Estimate

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

9%12%+1.1
Conduct trial runs of programs and software applications to be sure they will produce the desired information and that the instructions are correct.
Estimate

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

8%28%+2.2
Consult with managerial, engineering, and technical personnel to clarify program intent, identify problems, and suggest changes.
Estimate

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

6%28%+1.7
Develop Web sites.
Estimate

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

6%28%+1.7
Compile and write documentation of program development and subsequent revisions, inserting comments in the coded instructions so others can understand the program.
Estimate

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

6%55%+3.3
Other less frequent tasks (weight estimated from frequency).
Estimate

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

30%28%+8.4
Total100%31%

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

Skills and activities

  • write code
  • programming
  • software development
  • coding
  • debug code
  • computer programming
  • decentralized application frameworks
  • blockchain openness
  • software components libraries
  • ICT debugging tools

Sources for this job· O*NET 15-1251.00· ESCO/ISCO 2512

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