---
title: "AI and Jobs by Role: Task-by-Task Analysis | Nexum"
description: "How AI affects each role, task by task: which tasks AI can already do, which stay human, and what the published research and BLS data show."
url: https://nexumautomations.com/roles
updated: 2026-10-31
publisher: Nexum Automations, an AI consulting firm
---

> Nexum Automations is an AI consulting firm that builds what it recommends. It finds where AI pays off in a company, builds it on the tools the team already uses and stays until it is live and working.

Roles

# AI and your role, task by task

Each page reads one occupation through its real tasks, the published research on AI exposure and the government data on jobs and pay.

Start here

## The method and the big picture

* [Method How we read AI exposure by task The published datasets behind every role page, what each label means and how to read the tables.](https://nexumautomations.com/roles/method)
* [Will AI replace jobs? Will AI replace jobs? Which tasks it takes, which jobs it leaves alone, what the WEF and others project to 2030, and how roles from sales to IT change.](https://nexumautomations.com/guides/will-ai-replace-jobs)

Finance and insurance

## Finance and insurance roles

* [Will AI replace accountants? Will AI replace accountants? What AI already does in accounting, what stays with people, what the data says and how the role is changing.](https://nexumautomations.com/guides/will-ai-replace-accountants)
* [Will AI replace financial advisors? Will AI replace financial advisors? What AI does in advisory firms, what stays with people, what the research says and what a firm can automate.](https://nexumautomations.com/guides/will-ai-replace-financial-advisors)
* [Will AI replace insurance agents? Will AI replace insurance agents? Which tasks AI takes, what stays with people, what federal data and surveys say, and what to automate.](https://nexumautomations.com/guides/will-ai-replace-insurance-agents)

Legal

## Legal roles

* [Will AI replace lawyers? Will AI replace lawyers? Which legal tasks AI takes, what stays with people, what the jobs data says and what a law firm can automate now.](https://nexumautomations.com/guides/will-ai-replace-lawyers)
* [Will AI replace paralegals? Will AI replace paralegals? Which tasks AI takes over, which stay with people, what federal data says and how law firms can automate document work.](https://nexumautomations.com/guides/will-ai-replace-paralegals)

Technology and data

## Technology and data roles

* [Will AI replace software engineers? Will AI replace software engineers? What AI coding tools handle, what stays with people, what BLS and Brookings data say, and how the role is changing.](https://nexumautomations.com/guides/will-ai-replace-software-engineers)
* [Will AI replace data analysts? Will AI replace data analysts? Which analysis tasks AI takes, what stays human, what BLS and WEF data say, and how the role is changing.](https://nexumautomations.com/guides/will-ai-replace-data-analysts)

Health and education

## Health and education roles

* [Will AI replace doctors? Will AI replace doctors? What AI already does in medicine, what stays with physicians, what surveys and studies show, and what practices can automate now.](https://nexumautomations.com/guides/will-ai-replace-doctors)
* [Will AI replace teachers? Will AI replace teachers? What AI already does in classrooms and school offices, what stays human, what surveys show and how the role is changing.](https://nexumautomations.com/guides/will-ai-replace-teachers)

Business and property

## Business and property roles

* [Will AI replace project managers? Will AI replace project managers? Which tasks AI already handles, what stays with people, what surveys say and how the role is changing.](https://nexumautomations.com/guides/will-ai-replace-project-managers)
* [Will AI replace real estate agents? Will AI replace real estate agents? What AI already handles, what stays with people, what NAR and federal data show, and what a brokerage can automate now.](https://nexumautomations.com/guides/will-ai-replace-real-estate-agents)

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Source: https://nexumautomations.com/roles

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