# Receptionists and Information Clerks

> Answer inquiries and provide information to the general public, customers, visitors, and other interested parties regarding activities conducted at establishment and location of departments, offices, and employees within the organization.
- **Entity Type:** role
- **Schema Version:** role.v1
- **Soc Code:** 43-4171.00
- **Summary:** Answer inquiries and provide information to the general public, customers, visitors, and other interested parties regarding activities conducted at establishment and location of departments, offices, and employees within the organization.

## Aliases

- Front Desk Receptionist
- Greeter
- Office Assistant
- Receptionist
- Clerk Specialist
- Information Assistant (Info Assistant)
- Medical Receptionist
- Member Services Representative (Member Services Rep)
- Registration Clerk
- Scheduler
- Appointment Clerk
- Appointment Scheduler

## Tasks

| Text | Type | Iwa |
| --- | --- | --- |
| Operate telephone switchboard to answer, screen, or forward calls, providing information, taking messages, or scheduling appointments. | Core | 4.A.2.b.5.c |
| Greet persons entering establishment, determine nature and purpose of visit, and direct or escort them to specific destinations. | Core | 4.A.4.a.5.j |
| Receive payment and record receipts for services. | Core | 4.A.4.c.3.d |
| Schedule appointments and maintain and update appointment calendars. | Core | 4.A.2.b.5.c |
| Analyze data to determine answers to questions from customers or members of the public. | Supplemental | 4.A.2.a.4.g |
| Calculate and quote rates for tours, stocks, insurance policies, or other products or services. | Supplemental | 4.A.2.b.1.a |
| Transmit information or documents to customers, using computer, mail, or facsimile machine. | Core | 4.A.4.c.1.e |
| Hear and resolve complaints from customers or the public. | Core | 4.A.4.a.8.c |
| File and maintain records. | Core | 4.A.4.c.1.a |
| Provide information about establishment, such as location of departments or offices, employees within the organization, or services provided. | Core | 4.A.4.a.1.a |
| Perform administrative support tasks, such as proofreading, transcribing handwritten information, or operating calculators or computers to work with pay records, invoices, balance sheets, or other documents. | Core | 4.A.2.a.3.a |
| Collect, sort, distribute, or prepare mail, messages, or courier deliveries. | Core | 4.A.2.a.2.b |

## Emerging Tasks

| Text |
| --- |
| Enter and update databases of contact information, such as names, addresses, and phone numbers. |

## Activities

| Name | Iwa |
| --- | --- |
| Schedule appointments. | 4.A.2.b.5.c |
| Answer telephones to direct calls or provide information. | 4.A.4.a.3.c |
| Collect deposits, payments or fees. | 4.A.4.c.3.d |
| Proofread documents, records, or other files to ensure accuracy. | 4.A.2.a.3.a |
| Operate computers or computerized equipment. | 4.A.3.b.1.e |
| Greet customers, patrons, or visitors. | 4.A.4.a.5.j |
| Respond to customer problems or complaints. | 4.A.4.a.8.c |
| File documents or records. | 4.A.4.c.1.a |
| Send information, materials or documentation. | 4.A.4.c.1.e |
| Analyze operational or research data. | 4.A.2.a.4.g |
| Discuss goods or services information with customers or patrons. | 4.A.4.a.1.a |
| Record personnel information. | 4.A.3.b.6.h |
| Sort mail. | 4.A.2.a.2.b |
| Distribute incoming mail. | 4.A.4.c.3.c |
| Calculate costs of goods or services. | 4.A.2.b.1.a |
| Order materials, supplies, or equipment. | 4.A.4.c.3.e |
| Prepare business correspondence. | 4.A.4.c.1.a |
| Schedule operational activities. | 4.A.2.b.5.b |
| Provide notifications to customers or patrons. | 4.A.4.a.3.c |
| Clean facilities or equipment. | 4.A.3.a.1.c |

## Capabilities

| Name | Family | Value |
| --- | --- | --- |
| Customer and Personal Service | knowledge | 4.21 |
| Oral Expression | ability | 4 |
| Speaking | essential_skill | 3.88 |
| Oral Comprehension | ability | 3.88 |
| Speech Recognition | ability | 3.88 |
| Administrative | knowledge | 3.87 |
| Active Listening | essential_skill | 3.75 |
| Speech Clarity | ability | 3.75 |
| English Language | knowledge | 3.73 |
| Service Orientation | transferable_skill | 3.62 |
| Written Comprehension | ability | 3.62 |
| Computers and Electronics | knowledge | 3.4 |
| Written Expression | ability | 3.38 |
| Reading Comprehension | essential_skill | 3.12 |
| Critical Thinking | essential_skill | 3.12 |
| Social Perceptiveness | transferable_skill | 3.12 |
| Near Vision | ability | 3.12 |
| Writing | essential_skill | 3 |
| Coordination | transferable_skill | 3 |
| Selective Attention | ability | 3 |
| Monitoring | essential_skill | 2.88 |
| Time Management | transferable_skill | 2.88 |
| Time Sharing | ability | 2.88 |
| Active Learning | essential_skill | 2.75 |
| Complex Problem Solving | transferable_skill | 2.75 |
| Problem Sensitivity | ability | 2.75 |
| Inductive Reasoning | ability | 2.75 |
| Information Ordering | ability | 2.75 |
| Far Vision | ability | 2.75 |
| Mathematics | knowledge | 2.73 |
| Public Safety and Security | knowledge | 2.72 |
| Administration and Management | knowledge | 2.67 |
| Telecommunications | knowledge | 2.66 |
| Persuasion | transferable_skill | 2.62 |
| Instructing | transferable_skill | 2.62 |
| Deductive Reasoning | ability | 2.62 |
| Category Flexibility | ability | 2.62 |
| Perceptual Speed | ability | 2.62 |
| Personnel and Human Resources | knowledge | 2.55 |
| Communications and Media | knowledge | 2.5 |

## Skills

| Name | Type |
| --- | --- |
| Speech Recognition | Specialized Skill |
| Active Listening | Common Skill |
| English Language | Common Skill |
| Microsoft Word | Common Skill |
| Microsoft Outlook | Common Skill |
| Microsoft Excel | Common Skill |
| Social Perceptiveness | Common Skill |
| Reading Comprehension | Common Skill |
| Critical Thinking | Common Skill |
| Writing | Common Skill |
| Microsoft Windows | Common Skill |
| Microsoft PowerPoint | Common Skill |
| Google Docs | Specialized Skill |
| Time Management | Common Skill |
| Information Ordering | Specialized Skill |
| Inductive Reasoning | Common Skill |
| Complex Problem Solving | Common Skill |
| Active Learning | Common Skill |
| Mathematics | Common Skill |
| Telecommunications | Specialized Skill |
| Instructing | Specialized Skill |
| Deductive Reasoning | Common Skill |
| Negotiation | Common Skill |
| Finger Dexterity | Common Skill |
| Visualization | Specialized Skill |
| Learning Strategies | Specialized Skill |
| Systems Analysis | Specialized Skill |
| Microsoft Publisher | Specialized Skill |
| Microsoft Dynamics | Specialized Skill |
| IBM Notes | Specialized Skill |
| Google Drive | Specialized Skill |
| Email Software | Specialized Skill |
| Database Software | Specialized Skill |
| Foreign Language | Common Skill |
| Psychology | Specialized Skill |
| Physics | Specialized Skill |
| Geography | Specialized Skill |
| Depth Perception | Common Skill |
| Chemistry | Specialized Skill |
| Biology | Specialized Skill |

## Tools

| Example | Category | Hot | In Demand |
| --- | --- | --- | --- |
| Microsoft Excel | Spreadsheet software | yes | yes |
| Microsoft Office software | Office suite software | yes | yes |
| Microsoft Outlook | Electronic mail software | yes | yes |
| Microsoft Word | Word processing software | yes | yes |
| Google Docs | Word processing software | yes | no |
| Intuit QuickBooks | Accounting software | yes | no |
| Microsoft PowerPoint | Presentation software | yes | no |
| Microsoft Windows | Operating system software | yes | no |
| 3M Post-it App | Word processing software | no | no |
| Alpha Software Alpha Five | Data base user interface and query software | no | no |
| Appointment scheduling software | Calendar and scheduling software | no | no |
| Automated information system software | Data base user interface and query software | no | no |
| Billing software | Billing and invoicing software | no | no |
| Blackbaud The Raiser's Edge | Customer relationship management CRM software | no | no |
| Bookkeeping software | Accounting software | no | no |
| Claim processing system software | Data base user interface and query software | no | no |
| Corel WordPerfect Office Suite | Office suite software | no | no |
| Data entry software | Data base user interface and query software | no | no |
| Database software | Data base user interface and query software | no | no |
| Electronic calendar management software | Calendar and scheduling software | no | no |
| Electronic health record EHR software | Medical software | no | no |
| Email software | Electronic mail software | no | no |
| FileMaker Pro | Data base user interface and query software | no | no |
| Filing system software | Document management software | no | no |
| GE Healthcare Centricity EMR | Medical software | no | no |
| Google Drive | Cloud-based data access and sharing software | no | no |
| HMS | Time accounting software | no | no |
| IBM Check Processing Control System CPSC | Data base user interface and query software | no | no |
| IBM Notes | Electronic mail software | no | no |
| Intrado SchoolMessenger | Mobile messaging service software | no | no |
| Kodak Dental Systems Kodak SOFTDENT Practice management software PMS | Medical software | no | no |
| McKesson Lytec | Medical software | no | no |
| Medical condition coding software | Medical software | no | no |
| Medical procedure coding software | Medical software | no | no |
| Microsoft Dynamics | Customer relationship management CRM software | no | no |
| Microsoft Publisher | Desktop publishing software | no | no |
| Microsoft SharePoint Server | Document management software | no | no |
| St. Paul Travelers e-CARMA | Data base user interface and query software | no | no |
| Web browser software | Internet browser software | no | no |

## Work Context

| Name | Value |
| --- | --- |
| Telephone Conversations | 5 |
| Contact With Others | 4.88 |
| Frequency of Decision Making | 4.56 |
| E-Mail | 4.49 |
| Face-to-Face Discussions with Individuals and Within Teams | 4.38 |
| Indoors, Environmentally Controlled | 4.34 |
| Deal With External Customers or the Public in General | 4.32 |
| Impact of Decisions on Co-workers or Company Results | 4.3 |
| Work With or Contribute to a Work Group or Team | 4.13 |
| Spend Time Sitting | 4.06 |
| Freedom to Make Decisions | 3.95 |
| Determine Tasks, Priorities and Goals | 3.86 |
| Spend Time Making Repetitive Motions | 3.79 |
| Importance of Repeating Same Tasks | 3.74 |
| Importance of Being Exact or Accurate | 3.72 |
| Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls | 3.64 |
| Dealing With Unpleasant, Angry, or Discourteous People | 3.45 |
| Physical Proximity | 3.3 |
| Conflict Situations | 3.25 |
| Written Letters and Memos | 2.99 |
| Exposed to Disease or Infections | 2.88 |
| Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable | 2.82 |
| Time Pressure | 2.71 |
| Coordinate or Lead Others in Accomplishing Work Activities | 2.67 |
| Exposed to Contaminants | 2.43 |
| Spend Time Standing | 2.39 |
| Degree of Automation | 2.32 |
| Work Outcomes and Results of Other Workers | 2.16 |
| Public Speaking | 2.05 |
| Spend Time Walking or Running | 2.05 |
| Consequence of Error | 1.96 |
| Spend Time Bending or Twisting Your Body | 1.93 |
| Health and Safety of Other Workers | 1.92 |
| Dealing with Violent or Physically Aggressive People | 1.57 |
| Level of Competition | 1.51 |
| Spend Time Kneeling, Crouching, Stooping, or Crawling | 1.48 |
| Pace Determined by Speed of Equipment | 1.47 |
| Exposed to Minor Burns, Cuts, Bites, or Stings | 1.32 |
| Spend Time Keeping or Regaining Balance | 1.3 |
| Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets | 1.27 |

## Preparation

- **Job Zone:** 2
- **Job Zone Name:** Job Zone 1-2: Very Little to Some Preparation Needed
- **Education:** Usually requires a high school diploma or GED, though some occupations may not.
- **Experience:** Some occupations may need little or no previous experience; others require several months to a year of experience. For example, landscaping and groundskeeping workers might require very little training or previous experience, while agricultural equipment operators can benefit from on-the job training.
- **Svp Range:** (Below 6.0)

### Education Distribution

| Label | Percentage |
| --- | --- |
| High School Diploma | 49.48 |
| Some College Courses | 25.66 |
| Post-Secondary Certificate | 20.86 |
| Associate's Degree (or other 2-year degree) | 3.68 |
| Less than a High School Diploma | 0.32 |

## Person Fit

| Name | Family | Value |
| --- | --- | --- |
| Office Work | specific_interest_area | 6.44 |
| Conventional | career_interest_type | 6.3 |
| Personal Service | specific_interest_area | 4.68 |
| Enterprising | career_interest_type | 4.26 |
| Social | career_interest_type | 3.57 |
| Dependability | work_style | 3 |
| Health Care Service | specific_interest_area | 2.55 |
| Cooperation | work_style | 2.47 |
| Social Orientation | work_style | 2.29 |
| Human Resources | specific_interest_area | 2.11 |
| Management/Administration | specific_interest_area | 2 |
| Accounting | specific_interest_area | 1.96 |
| Realistic | career_interest_type | 1.95 |
| Attention to Detail | work_style | 1.89 |
| Empathy | work_style | 1.86 |
| Public Speaking | specific_interest_area | 1.84 |

## Related Roles

| Soc Code | Slug | Title | Tier |
| --- | --- | --- | --- |
| 43-6013.00 | role-43-6013-00 | Medical Secretaries and Administrative Assistants | Primary-Short |
| 43-9061.00 | role-43-9061-00 | Office Clerks, General | Primary-Short |
| 43-4051.00 | role-43-4051-00 | Customer Service Representatives | Primary-Short |
| 43-6014.00 | role-43-6014-00 | Secretaries and Administrative Assistants, Except Legal, Medical, and Executive | Primary-Short |
| 43-2011.00 | role-43-2011-00 | Switchboard Operators, Including Answering Service | Primary-Short |
| 43-4111.00 | role-43-4111-00 | Interviewers, Except Eligibility and Loan | Primary-Long |
| 43-6011.00 | role-43-6011-00 | Executive Secretaries and Executive Administrative Assistants | Primary-Long |
| 41-2021.00 | role-41-2021-00 | Counter and Rental Clerks | Primary-Long |
| 29-2099.08 | role-29-2099-08 | Patient Representatives | Primary-Long |
| 43-4021.00 | role-43-4021-00 | Correspondence Clerks | Primary-Long |
| 43-1011.00 | role-43-1011-00 | First-Line Supervisors of Office and Administrative Support Workers | Supplemental |
| 41-3091.00 | role-41-3091-00 | Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel | Supplemental |

## Career Clusters

| Cluster | Slug |
| --- | --- |
| Hospitality, Events, & Tourism | hospitality-events-tourism |

## Education Level

- **Category:** High school diploma or equivalent

## Study Programs

| Title | Slug |
| --- | --- |
| Agriculture, Agriculture Operations, and Related Sciences | agriculture-agriculture-operations-and-related-sciences |
| Business, Management, Marketing, and Related Support Services | business-management-marketing-and-related-support-services |

## Market

- **Median Wage:** 37230
- **Mean Wage:** 38480
- **Pct10Wage:** 28280
- **Pct25Wage:** 32660
- **Pct75Wage:** 44070
- **Pct90Wage:** 48870
- **Employment:** 964530
- **Area Title:** U.S.

## Industries


### Top

| Naics | Slug | Title | Level | Employment | Median Wage | Lq |
| --- | --- | --- | --- | --- | --- | --- |
| 62 | 62 | Health Care and Social Assistance | Sector | 449730 | 38410 | 3.11 |
| 81 | 81 | Other Services (except Public Administration) | Sector | 109250 | 33950 | 3.95 |
| 54 | 54 | Professional, Scientific, and Technical Services | Sector | 107660 | 37540 | 1.6 |
| 71 | 71 | Arts, Entertainment, and Recreation | Sector | 61270 | 31150 | 3.71 |
| 541940 | 541940 | Veterinary Services | National industry | 59110 | 36900 | 20.37 |
| 713940 | 713940 | Fitness and Recreational Sports Centers | National industry | 51450 | 30370 | 13.05 |
| 44-45 | 44-45 | Retail Trade | Sector | 40400 | 34770 | 0.41 |
| 56 | 56 | Administrative and Support and Waste Management and Remediation Services | Sector | 33630 | 38330 | 0.6 |
| 61 | 61 | Educational Services | Sector | 32020 | 36120 | 0.38 |
| 52 | 52 | Finance and Insurance | Sector | 22740 | 39320 | 0.58 |
| 53 | 53 | Real Estate and Rental and Leasing | Sector | 22740 | 37390 | 1.54 |
| 621310 | 621310 | Offices of Chiropractors | National industry | 18300 | 37130 | 20.05 |

### Concentrated

| Naics | Slug | Title | Level | Employment | Lq |
| --- | --- | --- | --- | --- | --- |
| 541940 | 541940 | Veterinary Services | National industry | 59110 | 20.37 |
| 621310 | 621310 | Offices of Chiropractors | National industry | 18300 | 20.05 |
| 621320 | 621320 | Offices of Optometrists | National industry | 14710 | 15.42 |
| 713940 | 713940 | Fitness and Recreational Sports Centers | National industry | 51450 | 13.05 |
| 621340 | 621340 | Offices of Physical, Occupational and Speech Therapists, and Audiologists | National industry | 15160 | 5.08 |
| 81 | 81 | Other Services (except Public Administration) | Sector | 109250 | 3.95 |
| 71 | 71 | Arts, Entertainment, and Recreation | Sector | 61270 | 3.71 |
| 62 | 62 | Health Care and Social Assistance | Sector | 449730 | 3.11 |
- **Count:** 59

## Ai Signals

| Source | Label | Score | Scale | Release |
| --- | --- | --- | --- | --- |
| frey_osborne | Computerization probability | 0.96 | 0-1 probability | 2013-baseline-2016-employment-snapshot |
| felten_aioe | AI occupational exposure | 1.013186 | relative exposure score | 2021-plus-generative-ai-workbooks |
| felten_image_generation_aioe | Image generation occupational exposure | 0.4573164 | relative exposure score | 2021-plus-generative-ai-workbooks |
| felten_language_modeling_aioe | Language modeling occupational exposure | 1.032934 | relative exposure score | 2021-plus-generative-ai-workbooks |

## Ai Outlook


### Index

- **Value:** 75
- **Percentile:** 76
- **Band:** High
- **Version:** ai-exposure-index-v1

#### Components

| Percentile | Source |
| --- | --- |
| 75 | felten_aioe |
| 73 | openai_gpts_are_gpts |
| 78 | microsoft_working_with_ai |
- **Component Count:** 3

### Exposure

| Source | Label | Value | Percentile | Band | Note |
| --- | --- | --- | --- | --- | --- |
| felten_aioe | Overall AI exposure (Felten et al.) | 1.013186 | 75 | 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) | 0.8666666666666667 | 73 | 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) | 0.24059462872820742 | 78 | High | 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:** 0.96
- **Percentile:** 91
- **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:** no

### Eloundou

- **Alpha:** 0.2
- **Beta:** 0.5333333333333333
- **Gamma:** 0.8666666666666667

### Usage Tasks

| Task | Usage Percent | Importance |
| --- | --- | --- |
| Analyze data to determine answers to questions from customers or members of the public. | 0.0722035750526891 | 4.22 |
| Transmit information or documents to customers, using computer, mail, or facsimile machine. | 0.03379086229350599 | 4.12 |
| Calculate and quote rates for tours, stocks, insurance policies, or other products or services. | 0.022082174447123976 | 4.21 |
| Schedule appointments and maintain and update appointment calendars. | 0.007086837380704904 | 4.4 |
| Process and prepare memos, correspondence, travel vouchers, or other documents. | 0.006676006228200272 | 3.43 |
| Provide information about establishment, such as location of departments or offices, employees within the organization, or services provided. | 0.006059759499443323 | 4.02 |
- **Usage Release:** 2026-01-15-v4-plus-2025-03-27-v2

### Bls

- **Growth Percent:** 0
- **Growth Percentile:** 26
- **Direction:** About average
- **Annual Openings Thousands:** 128.5
- **Annual Openings Percentile:** 97
- **Employment2024Thousands:** 1007.2
- **Employment2034Thousands:** 1007.6

### 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:** 5
- **Task Count:** 8
- **Total Sample:** 726
- **Autonomy Median:** 3
- **Dominant Collaboration:** directive
- **Automation Share:** 55.07
- **Augmentation Share:** 33.13
- **Work Use Percent:** 76.7

### Collaboration

| Label | Percent |
| --- | --- |
| directive | 55.07 |
| task iteration | 33.13 |

### Use Case

| Label | Percent |
| --- | --- |
| work | 76.7 |
| personal | 16.79 |

### Delegated Tasks

| Task | Usage Percent | Collaboration | Autonomy Median | Sample Count |
| --- | --- | --- | --- | --- |
| Process and prepare memos, correspondence, travel vouchers, or other documents. | 0.03890486310788849 | task iteration | 3 | 389 |
| Schedule appointments and maintain and update appointment calendars. | 0.012401550193774221 | directive | 3 | 124 |
| Analyze data to determine answers to questions from customers or members of the public. | 0.007200900112514064 | directive | 3 | 72 |
| Schedule space or equipment for special programs and prepare lists of participants. | 0.004600575071883986 | directive | 3 | 46 |
| Perform administrative support tasks, such as proofreading, transcribing handwritten information, or operating calculators or computers to work with pay records, invoices, balance sheets, or other documents. | 0.0030003750468808603 | directive | 3 | 30 |

### Boundary Tasks

| Task | Human Needed Percent | Sample Count |
| --- | --- | --- |
| Schedule space or equipment for special programs and prepare lists of participants. | 100 | 46 |
| Perform administrative support tasks, such as proofreading, transcribing handwritten information, or operating calculators or computers to work with pay records, invoices, balance sheets, or other documents. | 100 | 30 |
| Schedule appointments and maintain and update appointment calendars. | 99.19354838709677 | 124 |
| Process and prepare memos, correspondence, travel vouchers, or other documents. | 96.65809768637533 | 389 |
| Analyze data to determine answers to questions from customers or members of the public. | 91.66666666666666 | 72 |

### Seed Prompts

| Prompt | Collaboration |
| --- | --- |
| Let's work through this together, step by step: process and prepare memos, correspondence, travel vouchers, or other documents. I'll give feedback as we go. | task iteration |
| Do this for me: schedule appointments and maintain and update appointment calendars. Give me a finished draft I can review and adjust. | directive |
| Do this for me: analyze data to determine answers to questions from customers or members of the public. Give me a finished draft I can review and adjust. | directive |
| Do this for me: schedule space or equipment for special programs and prepare lists of participants. Give me a finished draft I can review and adjust. | directive |
| Do this for me: perform administrative support tasks, such as proofreading, transcribing handwritten information, or operating calculators or computers to work with pay records, invoices, balance sheets, or other documents. Give me a finished draft I can review and adjust. | directive |
- **Release:** 2026-01-15-v4-plus-2025-03-27-v2

## Counts

- **Tasks:** 18
- **Skills:** 46
- **Capabilities:** 120
- **Tools:** 39
- **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:** 728efae7aef75235