The Task Exposure Indexv2026.Q3
Comparison

Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel vs Advertising Sales Agents

Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel carries the higher exposed share at 61.2% against 54.5%, a gap of 6.7 points. The difference is driven by capability: a current system can simply produce more of the first job's work product than the second's. Release v2026.Q3.

OccupationExposedAssistedUntouchedCapabilityFrictionMedian payRankBand
Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel61.2%21.9%16.8%0.830.27$69,99040exposed
Advertising Sales Agents54.5%21.9%23.5%0.760.30$64,82073exposed

What stands in the way, in each

Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel: the dominant friction is that it runs on knowledge of the organisation that a model cannot hold. Capability sits at 0.83 of 1 and friction at 0.27 of 1.

Advertising Sales Agents: the dominant friction is that it runs on knowledge of the organisation that a model cannot hold. Capability sits at 0.76 of 1 and friction at 0.30 of 1.

Capability asks whether a generally available system can produce the work product at all. Friction asks what stops it finishing the job: physical work, being present, being accountable, unseen context, or the cost of checking the output. The rubric is here.

Read each in full

Exposure is not displacement. A higher score does not rank two jobs by how safe they are, and nothing here models adoption, employment or pay.