# Medical Transcriptionists

> Transcribe medical reports recorded by physicians and other healthcare practitioners using various electronic devices, covering office visits, emergency room visits, diagnostic imaging studies, operations, chart reviews, and final summaries. Transcribe dictated reports and translate abbreviations into fully understandable form. Edit as necessary and return reports in either printed or electronic form for review and signature, or correction.
- **Entity Type:** role
- **Schema Version:** role.v1
- **Soc Code:** 31-9094.00
- **Summary:** Transcribe medical reports recorded by physicians and other healthcare practitioners using various electronic devices, covering office visits, emergency room visits, diagnostic imaging studies, operations, chart reviews, and final summaries. Transcribe dictated reports and translate abbreviations into fully understandable form. Edit as necessary and return reports in either printed or electronic form for review and signature, or correction.

## Aliases

- Medical Scribe
- Medical Transcriptionist
- Radiology Transcriptionist
- Transcriptionist
- Clinical Medical Transcriptionist
- Documentation Specialist
- Medical Language Specialist
- Medical Transcriber
- Pathology Transcriptionist
- Scribe
- Certified Medical Transcriptionist
- Clinical Scribe

## Tasks

| Text | Type | Iwa |
| --- | --- | --- |
| Return dictated reports in printed or electronic form for physician's review, signature, and corrections and for inclusion in patients' medical records. | Core | 4.A.3.b.6.f |
| Produce medical reports, correspondence, records, patient-care information, statistics, medical research, and administrative material. | Core | 4.A.3.b.6.f |
| Identify mistakes in reports and check with doctors to obtain the correct information. | Core | 4.A.3.b.6.f |
| Review and edit transcribed reports or dictated material for spelling, grammar, clarity, consistency, and proper medical terminology. | Core | 4.A.3.b.6.f |
| Transcribe dictation for a variety of medical reports, such as patient histories, physical examinations, emergency room visits, operations, chart reviews, consultation, or discharge summaries. | Core | 4.A.3.b.6.f |
| Distinguish between homonyms and recognize inconsistencies and mistakes in medical terms, referring to dictionaries, drug references, and other sources on anatomy, physiology, and medicine. | Core | 4.A.3.b.6.f |
| Set up and maintain medical files and databases, including records such as x-ray, lab, and procedure reports, medical histories, diagnostic workups, admission and discharge summaries, and clinical resumes. | Core | 4.A.3.b.6.k |
| Translate medical jargon and abbreviations into their expanded forms to ensure the accuracy of patient and health care facility records. | Core | 4.A.3.b.6.f |
| Perform data entry and data retrieval services, providing data for inclusion in medical records and for transmission to physicians. | Core | 4.A.3.b.6.k |
| Receive patients, schedule appointments, and maintain patient records. | Supplemental | 4.A.2.b.5.c |
| Take dictation using shorthand, a stenotype machine, or headsets and transcribing machines. | Core | 4.A.4.c.1.a |
| Answer inquiries concerning the progress of medical cases, within the limits of confidentiality laws. | Supplemental | 4.A.4.a.1.e |

## Emerging Tasks


## Activities

| Name | Iwa |
| --- | --- |
| Perform clerical work in medical settings. | 4.A.4.c.1.a |
| Prepare medical reports or documents. | 4.A.3.b.6.f |
| Record vital statistics or other health information. | 4.A.3.b.6.k |
| Communicate detailed medical information to patients or family members. | 4.A.4.a.1.e |
| Respond to customer inquiries. | 4.A.4.a.8.c |
| Maintain medical records. | 4.A.3.b.6.k |
| Process medical billing information. | 4.A.4.c.1.c |
| Schedule patient procedures or appointments. | 4.A.2.b.5.c |

## Capabilities

| Name | Family | Value |
| --- | --- | --- |
| English Language | knowledge | 4.54 |
| Administrative | knowledge | 4.25 |
| Oral Comprehension | ability | 4.25 |
| Active Listening | essential_skill | 4.12 |
| Written Comprehension | ability | 4.12 |
| Reading Comprehension | essential_skill | 4 |
| Speech Recognition | ability | 4 |
| Writing | essential_skill | 3.88 |
| Written Expression | ability | 3.88 |
| Near Vision | ability | 3.88 |
| Computers and Electronics | knowledge | 3.84 |
| Oral Expression | ability | 3.75 |
| Information Ordering | ability | 3.25 |
| Monitoring | essential_skill | 3.12 |
| Category Flexibility | ability | 3.12 |
| Selective Attention | ability | 3.12 |
| Medicine and Dentistry | knowledge | 3.02 |
| Speaking | essential_skill | 3 |
| Critical Thinking | essential_skill | 3 |
| Judgment and Decision Making | transferable_skill | 3 |
| Time Management | transferable_skill | 3 |
| Problem Sensitivity | ability | 3 |
| Deductive Reasoning | ability | 3 |
| Inductive Reasoning | ability | 3 |
| Perceptual Speed | ability | 3 |
| Finger Dexterity | ability | 3 |
| Speech Clarity | ability | 3 |
| Active Learning | essential_skill | 2.88 |
| Flexibility of Closure | ability | 2.88 |
| Social Perceptiveness | transferable_skill | 2.75 |
| Customer and Personal Service | knowledge | 2.7 |
| Complex Problem Solving | transferable_skill | 2.62 |
| Manual Dexterity | ability | 2.62 |
| Coordination | transferable_skill | 2.5 |
| Speed of Closure | ability | 2.25 |
| Arm-Hand Steadiness | ability | 2.25 |
| Far Vision | ability | 2.25 |
| Auditory Attention | ability | 2.25 |
| Learning Strategies | essential_skill | 2.12 |
| Instructing | transferable_skill | 2.12 |

## Skills

| Name | Type |
| --- | --- |
| English Language | Common Skill |
| Active Listening | Common Skill |
| Speech Recognition | Specialized Skill |
| Reading Comprehension | Common Skill |
| Writing | Common Skill |
| Information Ordering | Specialized Skill |
| Time Management | Common Skill |
| Microsoft Word | Common Skill |
| Microsoft Windows | Common Skill |
| Microsoft PowerPoint | Common Skill |
| Microsoft Outlook | Common Skill |
| Microsoft Excel | Common Skill |
| Microsoft Access | Specialized Skill |
| Inductive Reasoning | Common Skill |
| Finger Dexterity | Common Skill |
| Deductive Reasoning | Common Skill |
| Critical Thinking | Common Skill |
| Active Learning | Common Skill |
| Social Perceptiveness | Common Skill |
| Complex Problem Solving | Common Skill |
| Learning Strategies | Specialized Skill |
| Instructing | Specialized Skill |
| Telecommunications | Specialized Skill |
| Speech Recognition Software | Specialized Skill |
| Email Software | Specialized Skill |
| Database Software | Specialized Skill |
| Systems Analysis | Specialized Skill |
| Negotiation | Common Skill |
| Mathematics | Common Skill |
| Biology | Specialized Skill |
| Visualization | Specialized Skill |
| Psychology | Specialized Skill |
| Foreign Language | Common Skill |
| Physics | Specialized Skill |
| Geography | Specialized Skill |
| Chemistry | Specialized Skill |
| Presentation Software | Specialized Skill |
| Medical Software | Specialized Skill |
| Installation | Specialized Skill |
| Equipment Selection | Specialized Skill |

## Tools

| Example | Category | Hot | In Demand |
| --- | --- | --- | --- |
| eClinicalWorks EHR software | Medical software | yes | no |
| Microsoft Access | Data base user interface and query software | yes | no |
| Microsoft ASP.NET | Web platform development software | yes | no |
| Microsoft Excel | Spreadsheet software | yes | no |
| Microsoft Office software | Office suite software | yes | no |
| Microsoft Outlook | Electronic mail software | yes | no |
| Microsoft PowerPoint | Presentation software | yes | no |
| Microsoft Windows | Operating system software | yes | no |
| Microsoft Word | Word processing software | yes | no |
| Allscripts healthcare automation software | Medical software | no | no |
| Boston Bar Systems Corporation Sonnet | Word processing software | no | no |
| Bytescribe Development Company WavPlayer | Word processing software | no | no |
| Calendar software | Calendar and scheduling software | no | no |
| Corel WordPerfect Office Suite | Office suite software | no | no |
| Crescendo Systems Corporation MedRite-XL | Medical software | no | no |
| Crescendo Systems DigiScribe-XL | Voice recognition software | no | no |
| Database software | Data base user interface and query software | no | no |
| dBASE Plus | Data base user interface and query software | no | no |
| Electronic medical record EMR systems | Medical software | no | no |
| Email software | Electronic mail software | no | no |
| Emmaus MPWord | Word processing software | no | no |
| FileMaker Pro | Data base user interface and query software | no | no |
| g-net solutions MTP | Voice recognition software | no | no |
| Healthcare common procedure coding system HCPCS | Medical software | no | no |
| Integrated Systems Management OmniMD | Medical software | no | no |
| Medical terminology databases | Information retrieval or search software | no | no |
| MedQuist DocQment Enterprise Platform | Medical software | no | no |
| Narratek Smartype | Word processing software | no | no |
| Nuance Dragon NaturallySpeaking | Voice recognition software | no | no |
| Patient billing software | Billing and invoicing software | no | no |
| PCC EHR | Medical software | no | no |
| Precision Data Solutions VoicePower | Word processing software | no | no |
| Prognosis Innovation Healthcare ChartAccess | Medical software | no | no |
| SpectraMedi EasyFlow | Medical software | no | no |
| Speech recognition software | Voice recognition software | no | no |
| SpeedType | Word processing software | no | no |
| SpeedUp Trans | Word processing software | no | no |
| Spellex AccuCount | Spell checkers | no | no |
| Sylvan Software Complete Medical Pharmaceutical Spell Checker | Spell checkers | no | no |
| Sylvan Software DropChute Pro | Desktop communications software | no | no |

## Work Context

| Name | Value |
| --- | --- |
| Indoors, Environmentally Controlled | 4.98 |
| Face-to-Face Discussions with Individuals and Within Teams | 4.92 |
| Importance of Being Exact or Accurate | 4.8 |
| Work With or Contribute to a Work Group or Team | 4.56 |
| Importance of Repeating Same Tasks | 4.48 |
| E-Mail | 4.41 |
| Contact With Others | 4.38 |
| Telephone Conversations | 4.34 |
| Determine Tasks, Priorities and Goals | 4.25 |
| Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls | 4.14 |
| Time Pressure | 4.11 |
| Health and Safety of Other Workers | 3.92 |
| Frequency of Decision Making | 3.78 |
| Freedom to Make Decisions | 3.76 |
| Deal With External Customers or the Public in General | 3.74 |
| Coordinate or Lead Others in Accomplishing Work Activities | 3.64 |
| Spend Time Sitting | 3.61 |
| Work Outcomes and Results of Other Workers | 3.6 |
| Impact of Decisions on Co-workers or Company Results | 3.53 |
| Exposed to Disease or Infections | 3.39 |
| Written Letters and Memos | 3.3 |
| Physical Proximity | 3.13 |
| Spend Time Making Repetitive Motions | 2.97 |
| Dealing With Unpleasant, Angry, or Discourteous People | 2.83 |
| Spend Time Standing | 2.79 |
| Degree of Automation | 2.73 |
| Spend Time Walking or Running | 2.69 |
| Consequence of Error | 2.61 |
| Conflict Situations | 2.46 |
| Level of Competition | 2.42 |
| Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable | 2.13 |
| Exposed to Cramped Work Space, Awkward Positions | 2.11 |
| Exposed to Hazardous Conditions | 1.98 |
| Pace Determined by Speed of Equipment | 1.94 |
| Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets | 1.93 |
| Spend Time Bending or Twisting Your Body | 1.92 |
| Exposed to Minor Burns, Cuts, Bites, or Stings | 1.88 |
| Exposed to Contaminants | 1.6 |
| Dealing with Violent or Physically Aggressive People | 1.44 |
| Spend Time Kneeling, Crouching, Stooping, or Crawling | 1.44 |

## Preparation

- **Job Zone:** 3
- **Job Zone Name:** Job Zone Three: Medium Preparation Needed
- **Education:** Most occupations in this zone require training in vocational schools, related on-the-job experience, or an associate's degree.
- **Experience:** Previous work-related skill, knowledge, or experience is required for these occupations. For example, an electrician must have completed three or four years of apprenticeship or several years of vocational training, and often must have passed a licensing exam, in order to perform the job.
- **Svp Range:** (6.0 to < 7.0)

### Education Distribution

| Label | Percentage |
| --- | --- |
| Post-Secondary Certificate | 38.89 |
| Some College Courses | 33.65 |
| High School Diploma | 16.73 |
| Associate's Degree (or other 2-year degree) | 10.73 |

## Person Fit

| Name | Family | Value |
| --- | --- | --- |
| Conventional | career_interest_type | 6.25 |
| Office Work | specific_interest_area | 5.85 |
| Health Care Service | specific_interest_area | 4.26 |
| Dependability | work_style | 4 |
| Social | career_interest_type | 3.69 |
| Investigative | career_interest_type | 3.6 |
| Attention to Detail | work_style | 3 |
| Realistic | career_interest_type | 2.47 |
| Medical Science | specific_interest_area | 2.25 |
| Cautiousness | work_style | 2.24 |
| Information Technology | specific_interest_area | 2.17 |
| Integrity | work_style | 2.17 |
| Accounting | specific_interest_area | 2.07 |
| Life Science | specific_interest_area | 1.8 |
| Artistic | career_interest_type | 1.74 |
| Social Service | specific_interest_area | 1.6 |

## Related Roles

| Soc Code | Slug | Title | Tier |
| --- | --- | --- | --- |
| 29-2072.00 | role-29-2072-00 | Medical Records Specialists | Primary-Short |
| 43-9022.00 | role-43-9022-00 | Word Processors and Typists | Primary-Short |
| 31-9092.00 | role-31-9092-00 | Medical Assistants | Primary-Short |
| 29-2042.00 | role-29-2042-00 | Emergency Medical Technicians | Primary-Short |
| 43-6013.00 | role-43-6013-00 | Medical Secretaries and Administrative Assistants | Primary-Short |
| 29-9021.00 | role-29-9021-00 | Health Information Technologists and Medical Registrars | Primary-Long |
| 43-4071.00 | role-43-4071-00 | File Clerks | Primary-Long |
| 27-3092.00 | role-27-3092-00 | Court Reporters and Simultaneous Captioners | Primary-Long |
| 43-4171.00 | role-43-4171-00 | Receptionists and Information Clerks | Primary-Long |
| 29-2052.00 | role-29-2052-00 | Pharmacy Technicians | Primary-Long |
| 29-2043.00 | role-29-2043-00 | Paramedics | Supplemental |
| 29-1243.00 | role-29-1243-00 | Pediatric Surgeons | Supplemental |

## Career Clusters

| Cluster | Slug |
| --- | --- |
| Healthcare & Human Services | healthcare-human-services |

## Education Level

- **Category:** Postsecondary nondegree award

## Study Programs

| Title | Slug |
| --- | --- |
| Health Professions and Related Programs | health-professions-and-related-programs |

## Market

- **Median Wage:** 37550
- **Mean Wage:** 39210
- **Pct10Wage:** 26370
- **Pct25Wage:** 31200
- **Pct75Wage:** 45680
- **Pct90Wage:** 53890
- **Employment:** 43070
- **Area Title:** U.S.

## Industries


### Top

| Naics | Slug | Title | Level | Employment | Median Wage | Lq |
| --- | --- | --- | --- | --- | --- | --- |
| 62 | 62 | Health Care and Social Assistance | Sector | 25110 | 43190 | 3.89 |
| 56 | 56 | Administrative and Support and Waste Management and Remediation Services | Sector | 15990 | 30840 | 6.34 |
| 54 | 54 | Professional, Scientific, and Technical Services | Sector | 850 | 43070 | 0.28 |
| 561320 | 561320 | Temporary Help Services | National industry | 740 | 36130 | 1 |
| 55 | 55 | Management of Companies and Enterprises | Sector | 620 | 47230 | 0.79 |
| 621320 | 621320 | Offices of Optometrists | National industry | 460 | 37200 | 10.8 |
| 61 | 61 | Educational Services | Sector | 240 | 43320 | 0.06 |
| 621340 | 621340 | Offices of Physical, Occupational and Speech Therapists, and Audiologists | National industry | 150 | 37670 | 1.13 |
| 541940 | 541940 | Veterinary Services | National industry | 90 | 38740 |  |
| 621330 | 621330 | Offices of Mental Health Practitioners (except Physicians) | National industry | 90 | 41650 |  |
| 52 | 52 | Finance and Insurance | Sector | 80 | 40470 |  |
| 621420 | 621420 | Outpatient Mental Health and Substance Abuse Centers | National industry | 70 | 46280 |  |

### Concentrated

| Naics | Slug | Title | Level | Employment | Lq |
| --- | --- | --- | --- | --- | --- |
| 621320 | 621320 | Offices of Optometrists | National industry | 460 | 10.8 |
| 56 | 56 | Administrative and Support and Waste Management and Remediation Services | Sector | 15990 | 6.34 |
| 62 | 62 | Health Care and Social Assistance | Sector | 25110 | 3.89 |
| 621340 | 621340 | Offices of Physical, Occupational and Speech Therapists, and Audiologists | National industry | 150 | 1.13 |
| 561320 | 561320 | Temporary Help Services | National industry | 740 | 1 |
| 55 | 55 | Management of Companies and Enterprises | Sector | 620 | 0.79 |
| 54 | 54 | Professional, Scientific, and Technical Services | Sector | 850 | 0.28 |
| 61 | 61 | Educational Services | Sector | 240 | 0.06 |
- **Count:** 13

## Ai Signals

| Source | Label | Score | Scale | Release |
| --- | --- | --- | --- | --- |
| frey_osborne | Computerization probability | 0.89 | 0-1 probability | 2013-baseline-2016-employment-snapshot |
| felten_aioe | AI occupational exposure | 1.06259 | relative exposure score | 2021-plus-generative-ai-workbooks |
| felten_image_generation_aioe | Image generation occupational exposure | 0.062879 | relative exposure score | 2021-plus-generative-ai-workbooks |
| felten_language_modeling_aioe | Language modeling occupational exposure | 1.196181 | relative exposure score | 2021-plus-generative-ai-workbooks |

## Ai Outlook


### Index

- **Value:** 62
- **Percentile:** 61
- **Band:** Moderate
- **Version:** ai-exposure-index-v1

#### Components

| Percentile | Source |
| --- | --- |
| 78 | felten_aioe |
| 83 | openai_gpts_are_gpts |
| 24 | microsoft_working_with_ai |
- **Component Count:** 3

### Exposure

| Source | Label | Value | Percentile | Band | Note |
| --- | --- | --- | --- | --- | --- |
| felten_aioe | Overall AI exposure (Felten et al.) | 1.06259 | 78 | High | How much this job's abilities overlap with what AI systems can do, across many AI capabilities. A relative research score, not a forecast of job loss. |
| eloundou_gamma | LLM task exposure, γ (OpenAI / Eloundou) | 0.9285714285714285 | 83 | High | Share of this job's tasks where a large language model plus simple tools could cut the time to do them by at least half. γ is capped at 1.0 and many jobs reach that ceiling, so treat a top score as 'in the top group', not a precise rank. |
| microsoft_applicability | AI assistant applicability (Microsoft) | 0.08437182388197008 | 24 | Low | How applicable today's AI assistants are to this job's activities, measured from real Microsoft Copilot conversations. Applicability is not the same as replacement. |

### Frey Historical

- **Source:** frey
- **Label:** Computerization probability (Frey & Osborne, 2013)
- **Value:** 0.89
- **Percentile:** 76
- **Band:** High
- **Note:** A pre-LLM (2013) estimate of how automatable this job is by computerization and robotics. Shown for historical context only — it is not part of any current AI ranking.
- **Teleworkable:** yes

### Eloundou

- **Alpha:** 0.8214285714285714
- **Beta:** 0.875
- **Gamma:** 0.9285714285714285

### Usage Tasks

| Task | Usage Percent | Importance |
| --- | --- | --- |
| Review and edit transcribed reports or dictated material for spelling, grammar, clarity, consistency, and proper medical terminology. | 0.0345098168103891 | 4.73 |
| Produce medical reports, correspondence, records, patient-care information, statistics, medical research, and administrative material. | 0.02352008348089019 | 4.76 |
| Distinguish between homonyms and recognize inconsistencies and mistakes in medical terms, referring to dictionaries, drug references, and other sources on anatomy, physiology, and medicine. | 0.008422038626344958 | 4.62 |
| Translate medical jargon and abbreviations into their expanded forms to ensure the accuracy of patient and health care facility records. | 0.006881421804452588 | 4.61 |
| Transcribe dictation for a variety of medical reports, such as patient histories, physical examinations, emergency room visits, operations, chart reviews, consultation, or discharge summaries. | 0.004108311525046321 | 4.65 |
| Take dictation using shorthand, a stenotype machine, or headsets and transcribing machines. | 0.002773110279406267 | 4.47 |
- **Usage Release:** 2026-01-15-v4-plus-2025-03-27-v2

### Bls

- **Growth Percent:** -4.9
- **Growth Percentile:** 12
- **Direction:** Declining
- **Annual Openings Thousands:** 7.4
- **Annual Openings Percentile:** 56
- **Employment2024Thousands:** 43.9
- **Employment2034Thousands:** 41.8

### Sources

| Source | Version |
| --- | --- |
| bls_employment_projections | 2024-2034 |
| dingel_neiman | dingel-neiman-workathome |
| felten_aioe | felten-raj-seamans-aioe |
| frey_osborne | frey-osborne-automation |
| microsoft_working_with_ai | working-with-ai |
| openai_gpts_are_gpts | gpts-are-gpts |

## Ai Playbook

- **Trusted Task Count:** 4
- **Task Count:** 6
- **Total Sample:** 717
- **Autonomy Median:** 3
- **Dominant Collaboration:** directive
- **Automation Share:** 62.65
- **Augmentation Share:** 29.85
- **Work Use Percent:** 56.32

### Collaboration

| Label | Percent |
| --- | --- |
| directive | 62.65 |
| task iteration | 26.47 |
| validation | 3.38 |

### Use Case

| Label | Percent |
| --- | --- |
| work | 56.32 |
| personal | 22.06 |
| coursework | 17.35 |

### Delegated Tasks

| Task | Usage Percent | Collaboration | Autonomy Median | Sample Count |
| --- | --- | --- | --- | --- |
| Take dictation using shorthand, a stenotype machine, or headsets and transcribing machines. | 0.028603575446930866 | directive | 2 | 286 |
| Produce medical reports, correspondence, records, patient-care information, statistics, medical research, and administrative material. | 0.019602450306288287 | task iteration | 3 | 196 |
| Review and edit transcribed reports or dictated material for spelling, grammar, clarity, consistency, and proper medical terminology. | 0.016002000250031255 | directive | 3 | 160 |
| Transcribe dictation for a variety of medical reports, such as patient histories, physical examinations, emergency room visits, operations, chart reviews, consultation, or discharge summaries. | 0.003800475059382423 | directive | 3 | 38 |

### Boundary Tasks

| Task | Human Needed Percent | Sample Count |
| --- | --- | --- |
| Take dictation using shorthand, a stenotype machine, or headsets and transcribing machines. | 97.2027972027972 | 286 |
| Produce medical reports, correspondence, records, patient-care information, statistics, medical research, and administrative material. | 96.93877551020408 | 196 |
| Review and edit transcribed reports or dictated material for spelling, grammar, clarity, consistency, and proper medical terminology. | 96.25 | 160 |
| Transcribe dictation for a variety of medical reports, such as patient histories, physical examinations, emergency room visits, operations, chart reviews, consultation, or discharge summaries. | 89.47368421052632 | 38 |

### Seed Prompts

| Prompt | Collaboration |
| --- | --- |
| Do this for me: take dictation using shorthand, a stenotype machine, or headsets and transcribing machines. Give me a finished draft I can review and adjust. | directive |
| Let's work through this together, step by step: produce medical reports, correspondence, records, patient-care information, statistics, medical research, and administrative material. I'll give feedback as we go. | task iteration |
| Do this for me: review and edit transcribed reports or dictated material for spelling, grammar, clarity, consistency, and proper medical terminology. Give me a finished draft I can review and adjust. | directive |
| Do this for me: transcribe dictation for a variety of medical reports, such as patient histories, physical examinations, emergency room visits, operations, chart reviews, consultation, or discharge summaries. Give me a finished draft I can review and adjust. | directive |
- **Release:** 2026-01-15-v4-plus-2025-03-27-v2

## Counts

- **Tasks:** 15
- **Skills:** 42
- **Capabilities:** 120
- **Tools:** 43
- **Related Roles:** 20

## Source

- **Dataset:** gold.onet_role_starter_surface
- **Version:** 30.3
- **Generated At:** 2026-06-02T21:00:32.945303+00:00
- **Content Hash:** 37a72f132d0029c4