Occupation baseline · Research consensus
Will AI replace Solar Sales Representatives and Assessors?
Baseline AI displacement risk for Solar Sales Representatives and Assessors, aggregated from 6 research sources.
What this score means
Solar Sales Representatives and Assessors is among the more exposed roles in Sales & Marketing. A large share of the work, especially its routine and text heavy parts, is already within reach of current AI, though the harder judgment calls still need a person. At 56 out of 100 it scores 6 points above the Sales & Marketing average of 50. Across the 6 sources behind this baseline, individual estimates run from 47 to 59, so the score is a weighted consensus rather than any single figure.
The number is a consensus estimate for the typical version of the role, built from published academic and industry research scored occupation by occupation. It is not a prediction about any individual. How scoring works
What this job actually involves
Exposure follows the work itself rather than the job title, so it is worth seeing what the role is made of. These are the tasks O*NET records for Solar Sales Representatives and Assessors, most central first, showing 12 of 13.
- 01Prepare proposals, quotes, contracts, or presentations for potential solar customers.
- 02Select solar energy products, systems, or services for customers based on electrical energy requirements, site conditions, price, or other factors.
- 03Provide customers with information, such as quotes, orders, sales, shipping, warranties, credit, funding options, incentives, or tax rebates.
- 04Gather information from prospective customers to identify their solar energy needs.
- 05Calculate potential solar resources or solar array production for a particular site considering issues such as climate, shading, and roof orientation.
- 06Generate solar energy customer leads to develop new accounts.
- 07Provide technical information about solar power, solar systems, equipment, and services to potential customers or dealers.
- 08Assess sites to determine suitability for solar equipment, using equipment such as tape measures, compasses, and computer software.
- 09Take quote requests or orders from dealers or customers.
- 10Prepare or review detailed design drawings, specifications, or lists related to solar installations.
- 11Create customized energy management packages to satisfy customer needs.
- 12Develop marketing or strategic plans for sales territories.
Task statements from O*NET by the National Center for O*NET Development, used under CC BY 4.0. The tasks are descriptive; the exposure score above is ours.
The research behind this score
This baseline aggregates 6 research sources that scored Solar Sales Representatives and Assessors for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.
- 01Anthropic Economic Index 2026 - AI Task Exposure · 2026Anthropic
- 02Global Automation Atlas: Task Substitution Exposure by Occupation · 2026Garg, Crosta, Baier (2026), arXiv:2605.17086
- 03Generative AI and Jobs: A Refined Global Index of Occupational Exposure · 2025International Labour Organization, Working Paper 140 (2025)
- 04Working with AI: Measuring the Applicability of Generative AI to Occupations · 2025Tomlinson, Jaffe et al., Microsoft Research (2025)
- 05GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024Eloundou, Manning, Mishkin, Rock (Science, 2024)
- 06AI Occupational Exposure to Language Modeling · 2023Felten, Raj, Seamans (2023)
Common questions
- How likely is AI to replace Solar Sales Representatives and Assessors?
- Published research puts Solar Sales Representatives and Assessors at 56 out of 100 for AI displacement risk, in the transitioning band. The number is a weighted consensus of 6 research sources and describes the typical version of the role, not any individual.
- Do researchers agree on the risk for Solar Sales Representatives and Assessors?
- Broadly, yes. Individual estimates for Solar Sales Representatives and Assessors run from 47 to 59 out of 100 across the 6 sources behind this score, a fairly tight range. More recent and higher confidence studies carry more weight in the final number.
- Which sales & marketing roles face similar AI exposure?
- The closest published sales & marketing roles to Solar Sales Representatives and Assessors by score are Counter and Rental Clerks (57/100), Securities, Commodities, and Financial Services Sales Agents (57/100), and Advertising Sales Agents (55/100). Each has its own page with the research behind its number.
Also covers
Canvasser · Energy Consultant · Residential Solar Consultant · Residential Solar Sales Consultant · Retail Solar Advisor · Sales Associate · Sales Consultant · Sales Representative (Sales Rep) and related titles
Estimated displacement window
The dated estimate for this role is included in the full personalised report.
Your number is not the baseline
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More sales & marketing occupations
- Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel59/100
- Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products59/100
- Counter and Rental Clerks57/100
- Securities, Commodities, and Financial Services Sales Agents57/100
- Advertising Sales Agents55/100
- Insurance Sales Agents54/100
- Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products54/100
- Sales Engineers52/100
Informational guidance based on published research, not professional career or financial advice. Scores update as new research is ingested.