How likely is AI to replace Appraisers of Personal and Business Property?

Published research puts Appraisers of Personal and Business Property at 55 out of 100 for AI displacement risk, in the transitioning band. The number is a weighted consensus of 4 research sources and describes the typical version of the role, not any individual.

Do researchers agree on the risk for Appraisers of Personal and Business Property?

Only partly. Individual estimates for Appraisers of Personal and Business Property run from 40 to 65 out of 100 across the 4 sources behind this score, so the single number smooths over real disagreement. More recent and higher confidence studies carry more weight in it.

Which finance & banking roles face similar AI exposure?

The closest published finance & banking roles to Appraisers of Personal and Business Property by score are Tax Examiners and Collectors, and Revenue Agents (55/100), Credit Analysts (56/100), and Financial and Investment Analysts (56/100). Each has its own page with the research behind its number.

Occupation baseline · Research consensus

Will AI replace Appraisers of Personal and Business Property?

Transitioning

Baseline AI displacement risk for Appraisers of Personal and Business Property, aggregated from 4 research sources.

What this score means

Appraisers of Personal and Business Property is among the more exposed roles in Finance & Banking. 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 55 out of 100 it sits close to the Finance & Banking average of 54. Across the 4 sources behind this baseline, individual estimates run from 40 to 65, 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 Appraisers of Personal and Business Property, most central first, showing 12 of 14.

01Write descriptions of the property being appraised.
02Determine the appropriate type of valuation to make, such as fair market, replacement, or liquidation, based on the needs of the property owner.
03Document physical characteristics of property such as measurements, quality, and design.
04Calculate the value of property based on comparisons to recent sales, estimated cost to reproduce, and anticipated property income streams.
05Locate and record data on sales of comparable property using specialized software, internet searches, or personal records.
06Write and submit appraisal reports for property, such as jewelry, art, antiques, collectibles, and equipment.
07Inspect personal or business property.
08Create and maintain a database of completed appraisals.
09Take photographs of property.
10Verify that property matches legal descriptions or certifications.
11Update appraisals when property has been improved, damaged, or has otherwise changed.
12Testify in court as to the value of a piece of tangible property.

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 4 research sources that scored Appraisers of Personal and Business Property for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.

01Global Automation Atlas: Task Substitution Exposure by Occupation · 2026Garg, Crosta, Baier (2026), arXiv:2605.17086
02Generative AI and Jobs: A Refined Global Index of Occupational Exposure · 2025International Labour Organization, Working Paper 140 (2025)
03GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024Eloundou, Manning, Mishkin, Rock (Science, 2024)
04AI Occupational Exposure to Language Modeling · 2023Felten, Raj, Seamans (2023)

Common questions

How likely is AI to replace Appraisers of Personal and Business Property?: Published research puts Appraisers of Personal and Business Property at 55 out of 100 for AI displacement risk, in the transitioning band. The number is a weighted consensus of 4 research sources and describes the typical version of the role, not any individual.
Do researchers agree on the risk for Appraisers of Personal and Business Property?: Only partly. Individual estimates for Appraisers of Personal and Business Property run from 40 to 65 out of 100 across the 4 sources behind this score, so the single number smooths over real disagreement. More recent and higher confidence studies carry more weight in it.
Which finance & banking roles face similar AI exposure?: The closest published finance & banking roles to Appraisers of Personal and Business Property by score are Tax Examiners and Collectors, and Revenue Agents (55/100), Credit Analysts (56/100), and Financial and Investment Analysts (56/100). Each has its own page with the research behind its number.

Also covers

Accredited Appraiser · Aircraft Appraiser · Appraiser · Appraiser Analyst · Art Appraiser · Certified Appraiser · Certified Commercial Appraiser · Commercial Appraiser and related titles

Estimated displacement window

The dated estimate for this role is included in the full personalised report.

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Informational guidance based on published research, not professional career or financial advice. Scores update as new research is ingested.