Lawyers
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Represent clients in criminal and civil litigation and other legal proceedings, draw up legal documents, or manage or advise clients on legal transactions. May specialize in a single area or may practice broadly in many areas of law.
The occupation "Lawyers" has an automation risk of 41.2%, only slightly below its base risk of 42.0%. This moderate risk level stems from the fact that while many routine, repetitive, or information-intensive legal tasks can be automated, the profession also requires a significant degree of critical thinking, interpretation, and interpersonal skills that current technologies struggle to replicate fully. The automation risk reflects a mixed landscape: lawyers carry out both highly structured and highly complex, nuanced tasks. Automation tools, such as AI-driven document review and legal research platforms, are proving effective at handling structured aspects of legal work, thereby increasing the risk for some segments of the profession. The most automatable tasks for lawyers include "Interpret laws, rulings and regulations for individuals and businesses," "Analyze the probable outcomes of cases, using knowledge of legal precedents," and "Gather evidence to formulate defense or to initiate legal actions by such means as interviewing clients and witnesses to ascertain the facts of a case." These tasks are data-driven and often rely on established procedures, making them suitable for rule-based AI or machine learning systems. Technological advancements in legal research, predictive analytics, and e-discovery tools can quickly parse vast amounts of case law and data, offering speedy interpretations or outcome analyses that formerly demanded significant manual labor. Consequently, these tasks have become increasingly susceptible to automation. Conversely, tasks most resistant to automation—such as "Help develop federal and state programs, draft and interpret laws and legislation, and establish enforcement procedures," "Act as agent, trustee, guardian, or executor for businesses or individuals," and "Prepare legal briefs and opinions, and file appeals in state and federal courts of appeal"—rely on nuanced judgment, negotiation, and creativity. Bottleneck skills such as Originality, rated at 3.8% and 4.0% in importance for the profession, are difficult to replicate with current technologies. These skills are critical when crafting novel legal arguments, interpreting ambiguous statutes, or adapting legal strategies to the unique aspects of each case. Thus, the multifaceted nature of legal work keeps substantial portions of lawyering resistant to full automation, resulting in the moderate automation risk observed for this profession.