Automatable

A task performed by Mathematicians

Develop computational methods for solving problems that occur in areas of science and engineering or that come from applications in business or industry.

R&D OpportunityWorkers want it · AI can't yet

Not yet. Workers want this automated (3.43/5), but experts rate today's AI capability at only 2/5, the technology isn't there. It's an R&D Opportunity.

Do you want this task automated?

Worker desire to automate3.4/5

How much the people who do this task want AI to take it over (avg of 7 workers).

AI capability today2.0/5

How capable experts rate current AI at this task (avg of 2 experts).

How much human involvement should stay?

The Human Agency Scale (H1–H5) captures how much human direction workers think this task should keep.

H3Equal human–AI partnership

Why workers want this automated

  • Frees up time for higher-value work43%
  • Reduces human error43%
  • It's repetitive29%
  • It's difficult14%
  • Helps handle larger scale14%

How to automate this

Workers want this gone, but today's tools only get part of the way. Automate the edges.

Judgment, review & checks

Automate the checks, keep the decision with a person.

  1. 1Write down the rules and checklists you follow to develop computational methods for solving problems that occur in areas of science and engineering or that come, then encode them so routine cases are flagged automatically.
  2. 2Add validation rules to catch errors before they reach you.
  3. 3Let AI pre-screen and surface the exceptions, you decide the hard ones.

Tools that can help

Validation rulesChecklist / SOP appAI triage

Know a better way, or spot an error?

Share how you automate this in real life, or correct the data. Reviewed before publishing.

This is 1 of 5 tasks studied for Mathematicians, where workers want 60% of tasks automated.