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The AI Resilience Report helps you understand how AI is likely to impact your current or future career. Drawing on data from over 1,500 occupations, it provides a clear snapshot to support informed career decisions.
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The AI Resilience Report is a project from CareerVillage®, a registered 501(c)(3) nonprofit.
Last Update: 5/19/2026
Your role’s AI Resilience Score is
Median Score
Meaningful human contribution
Measures the parts of the occupation that still require a human touch. This score averages data from up to four AI exposure datasets, focusing on the role’s resilience against automation.
Low
Long-term employer demand
Predicts the health of the job market for this role through 2034. Using Bureau of Labor Statistics data, it balances projected annual job openings (60%) with overall employment growth (40%).
Low
Sustained economic opportunity
Measures future earning potential and career flexibility. This score is a blend of total projected labor income (67%) and the role’s inherent ability to adapt to economic and technological shifts (33%).
Low
This reflects the reliability of your score based on the number of data sources available for this career and how closely those sources agree on the outlook. A higher confidence means more consistent evidence from labor experts and AI models.
Limited data sources are available, or existing sources show notable disagreement on the outlook for this occupation.
Contributing sources
Legal Support Workers, All Other are less resilient to AI impacts than most occupations, according to our analysis of 3 sources.
Legal support workers land in the "Not Very Resilient" category because a big chunk of their day-to-day tasks — like searching for relevant cases, reviewing documents, and scanning contracts for problems — are exactly the kind of repetitive, pattern-based work that AI tools are already doing faster and cheaper. Major law firms are actively cutting support staff roles and leaning on AI instead of hiring replacements, which means the traditional entry-level pipeline into this field is shrinking.
Read full analysisLearn more about how you can thrive in this position
Learn more about how you can thrive in this position
This role is not very resilient
Legal support workers land in the "Not Very Resilient" category because a big chunk of their day-to-day tasks — like searching for relevant cases, reviewing documents, and scanning contracts for problems — are exactly the kind of repetitive, pattern-based work that AI tools are already doing faster and cheaper. Major law firms are actively cutting support staff roles and leaning on AI instead of hiring replacements, which means the traditional entry-level pipeline into this field is shrinking.
Read full analysisAnalysis of Current AI Resilience
Legal Support Workers
Updated Quarterly • Last Update: 5/14/2026

If you're thinking about becoming a paralegal, legal assistant, or court reporter, here's the honest picture: AI is already doing parts of this job — but mostly as a helper, not a replacement. According to the National Association of Legal Assistants, AI-powered eDiscovery tools now use natural language processing to identify relevant documents, flag privileged communications, and detect inconsistencies in contracts or testimony, allowing legal teams to process huge amounts of data quickly. Research platforms like Westlaw Edge and CoCounsel surface relevant case law and statutes in minutes, while contract tools like Litera AI+ and LawGeex scan agreements to identify risks and suggest edits.
Recruiters report that as of March 2026, 70 percent of attorneys are using AI at least weekly [1], and one San Francisco firm cut staffing costs 27% by leaning on AI instead of refilling an associate role. Court reporters are also pushing back — the ABA Journal reported [2] that the profession is actively organizing against generative-AI transcription tools that threaten verbatim-record work.

Adoption is moving fast because the commercial tools already exist and pay for themselves quickly on routine work. Goldman Sachs estimates roughly 17% of legal jobs face meaningful AI exposure [3], and big firms are responding — Baker McKenzie cut hundreds of business-services roles in early 2026 citing AI integration. But several brakes are slowing full automation: ethics rules require human oversight, confidentiality and bias risks remain serious, and the labor market for support staff is extremely tight.
The Bureau of Labor Statistics projects 39,300 annual openings for paralegals through 2034 [4], with unemployment near 1.9%. The encouraging takeaway: firms are expanding paralegal duties into case management, discovery oversight, and compliance — work that used to go to junior lawyers — as long as you build fluency in AI research tools, e-discovery platforms, and contract software. Human judgment, empathy, and client communication remain skills technology can't copy.

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They assist lawyers by organizing documents, researching legal questions, and helping prepare for court cases.
Median Wage
$68,760
Jobs (2024)
51,300
Growth (2024-34)
-1.2%
Annual Openings
4,700
Education
Associate's degree
Experience
None
Source: Bureau of Labor Statistics, Employment Projections 2024-2034

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The AI Resilience Report is a project from CareerVillage.org®, a registered 501(c)(3) nonprofit.
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