Massage therapists

Document clients' conditions and progress

AI can transcribe session notes, structure SOAP documentation, track progress metrics, and maintain client records with minimal oversight—already widely automated through voice-to-text and template-based systems in healthcare.

BLS evidence: The duties section lists 'Document clients' conditions and progress' as a task therapists perform.

Conduct business tasks including marketing and booking clients

AI can automate appointment scheduling, send reminders, generate social media content, manage email campaigns, and handle routine client communications, with therapists intervening only for complex inquiries or relationship management.

BLS evidence: The page notes 'therapists, especially those who are self-employed, may spend time recording notes on clients, marketing, booking clients, and conducting other business tasks.'

Suggest personalized treatment plans for clients including additional relaxation techniques

AI can synthesize client history, treatment responses, and evidence-based protocols to draft comprehensive treatment plans including relaxation techniques, with therapists reviewing and personalizing recommendations based on their clinical judgment.

BLS evidence: The page states 'They may suggest personalized treatment plans for the client, including information about additional relaxation techniques to practice between sessions.'

Provide guidance on stretching, strengthening, overall relaxation, and improving posture

AI can generate personalized stretching routines, posture correction advice, and relaxation protocols based on client data, though demonstrating techniques and ensuring proper form still benefits from human oversight and adjustment.

BLS evidence: The duties list includes 'Provide guidance on stretching, strengthening, overall relaxation, and improving their posture.'

Talk with clients about their symptoms, medical history, and treatment goals

AI can draft intake questions and summarize medical histories, but the in-person rapport-building, reading non-verbal cues about pain tolerance, and establishing trust for intimate physical therapy requires human presence and judgment.

BLS evidence: The duties section lists 'Talk with clients about their symptoms, medical history, and treatment goals' and the page notes therapists 'talk with clients about what the desired outcome of massage' is.

Clean workspace and sanitize equipment

Requires physical presence to wipe down tables, launder linens, sanitize bottles and tools in a variable workspace layout—tasks requiring basic but adaptable motor skills in non-standardized environments that robotics handles poorly.

BLS evidence: The duties section includes 'Clean their workspace and sanitize equipment.'

Evaluate clients prior to and during massage to locate painful or tense areas

Depends on hands-on palpation to detect muscle tension, trigger points, and tissue abnormalities through touch—a sensory modality AI systems lack, combined with physical manipulation to locate problem areas.

BLS evidence: The duties section explicitly lists 'Evaluate clients prior to and during the massage to locate painful or tense areas of the body.'

Increase range of motion through joint mobilization techniques

Joint mobilization requires precise haptic feedback to feel resistance and end-range, real-time force modulation to avoid injury, and physical manipulation skills that are beyond current AI-robotics integration in clinical settings.

BLS evidence: The duties section explicitly includes 'Increase range of motion through joint mobilization techniques.'

Manipulate muscles, tendons, ligaments, and other soft tissues of the body

Requires precise tactile feedback, real-time adjustment of pressure based on tissue response, and fine motor control in unpredictable human body environments that current robotics cannot replicate at professional standards.

BLS evidence: The BLS page states massage therapists 'manipulate clients' soft tissues and joints to treat injuries and promote general wellness' and lists this as a primary duty.