Speech-language pathologists
Physical, social, or oversight-heavy work that AI augments rather than replaces.
SOC 29-1127 · Healthcare
Signal composition
how the 0-100 score is assembled
By seniority
multiplicative adjustment from category curve
Entry-level roles carry the brunt because they concentrate the most automatable subset of tasks. Senior work is insulated by judgment, relationships, and accountability.
Task-level analysis
scored 0-100 for current-generation AI feasibility, weighted by BLS-stated importance
Record evaluations, track treatment progress, and document changes in client condition
AI can transcribe session notes from audio, auto-populate progress metrics from structured assessments, generate compliant documentation from templates, and track outcomes against baselines. Speech recognition and natural language generation handle most documentation burden, though clinicians still review for accuracy and add clinical interpretation.
BLS evidence: They 'must record their evaluations and assessments, track treatment progress, and note any changes in a client's condition or treatment plan.'
Collaborate with physicians, teachers, and other healthcare professionals
AI can draft consultation notes, summarize patient progress for interdisciplinary teams, and flag relevant information for collaborators. However, effective collaboration requires negotiating treatment priorities, interpreting nuanced clinical observations from multiple perspectives, and building professional relationships—areas where AI augments but doesn't replace human interaction.
BLS evidence: They 'work with physicians and surgeons, social workers, psychologists' and other professionals as part of a team.
Select and instruct clients in alternative communication systems
AI can recommend appropriate AAC devices and generate initial training protocols based on client capabilities and needs. However, instruction requires physical setup, teaching motor access methods, troubleshooting device issues in real-time, and adapting to individual learning styles—tasks where AI assists substantially but humans remain load-bearing.
BLS evidence: Speech-language pathologists 'may select alternative communication systems and instruct clients in their use.'
Help clients improve vocabulary and sentence structure
AI language models can generate vocabulary exercises, sentence-building activities, and adaptive practice materials tailored to client level. However, delivering these in therapy requires reading client engagement, adjusting difficulty in real-time based on frustration/fatigue, and providing motivational support that still requires substantial human involvement.
BLS evidence: Speech-language pathologists 'Help clients improve vocabulary and sentence structure' as a regular treatment activity.
Identify clients' goals for treatment
AI can structure goal-setting frameworks and suggest functional objectives based on assessment data, but eliciting meaningful goals requires nuanced conversation about client values, life circumstances, and priorities—especially with clients who have communication impairments—demanding empathetic human facilitation.
BLS evidence: They 'Identify clients' goals for treatment' as part of the assessment and planning process.
Create and carry out individualized treatment plans addressing specific functional needs
AI can generate template-based treatment plans and suggest evidence-based interventions, but individualizing plans requires integrating complex patient history, observing physical capabilities, understanding family context, and making clinical trade-offs that demand licensed professional judgment and ongoing physical assessment.
BLS evidence: The duties section states they 'Create and carry out an individualized treatment plan that addresses specific functional needs.'
Counsel clients and families on coping with communication and swallowing disorders
Counseling families through emotional challenges of communication disorders requires empathy, reading nonverbal distress cues, building trust over time, and providing psychological support in high-stakes situations (e.g., post-stroke). AI can provide information resources but cannot replace the human therapeutic relationship central to effective counseling.
BLS evidence: A listed duty is to 'Counsel clients and their families on how to cope with communication and swallowing disorders.'
Evaluate levels of speech, language, or swallowing difficulty
Evaluation requires in-person observation of subtle physical movements (tongue, lip, throat), real-time interaction to assess speech patterns, and clinical judgment about swallowing safety that carries medical liability. AI can assist with standardized test scoring but cannot perform the physical examination or make diagnostic determinations.
BLS evidence: Speech-language pathologists typically 'Evaluate levels of speech, language, or swallowing difficulty' as a primary duty.
Teach clients how to make sounds, improve voices, and maintain fluency
Teaching articulation, voice production, and fluency requires real-time physical demonstration, tactile feedback (hand placement on throat/face), immediate correction of subtle motor patterns, and adaptive response to client's physical attempts—all requiring in-person presence and fine-grained human modeling that current AI+robotics cannot replicate.
BLS evidence: A core duty is to 'Teach clients how to make sounds, improve their voices, and maintain fluency.'
Work with clients to develop and strengthen muscles used to swallow
Swallowing therapy involves hands-on manipulation of jaw and throat muscles, physical positioning, real-time safety monitoring during food/liquid trials to prevent aspiration, and tactile cueing—all requiring physical presence and motor skills well beyond current AI+robotic capabilities in clinical settings.
BLS evidence: They 'Work with clients to develop and strengthen the muscles used to swallow' as part of treating swallowing disorders.
Task heatmap
automation score by task, sorted by weighted contribution
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External signals and sources
category-level priors and BLS fields that feed the four non-task signals
- Karpathy/BLS Digital AI Exposure (0-10 scale rescaled to 0-100)
- BLS projected outlook: Much faster than average (15%)
- Indeed demand signal (monthly refresh pending)
- BLS typical entry-level education: Master's degree
- Credential trend signal (annual refresh)
Related in Healthcare
closest AOI neighbors in the same category