# Travel Guides

> Plan, organize, and conduct long-distance travel, tours, and expeditions for individuals and groups.

- **SOC code:** 39-7012.00
- **Canonical URL:** https://singulariki.com/roles/role-39-7012-00
- **Also known as:** Guide, Tour Escort, Tour Manager, Travel Consultant, Cruise Counselor, Naturalist Guide, Tour Coordinator, Tour Operations Specialist
- **Frame:** "AI exposure" means task overlap (how codifiable the work is), not jobs lost or a forecast. Every figure below is traced to a named public dataset.

## What this work is

**Core tasks** (O*NET):
- Explain hunting and fishing laws to groups to ensure compliance.
- Lead individuals or groups to tour site locations and describe points of interest.
- Pilot airplanes or drive land and water vehicles to transport tourists to activity or tour sites.
- Arrange for tour or expedition details such as accommodations, transportation, equipment, and the availability of medical personnel.
- Plan tour itineraries, applying knowledge of travel routes and destination sites.
- Resolve any problems with itineraries, service, or accommodations.
- Sell or rent equipment, clothing, and supplies related to expeditions.
- Pay bills and record checks issued.
- Attend to special needs of tour participants.
- Sell travel packages.
- Evaluate services received on the tour, and report findings to tour organizers.
- Verify amounts and quality of equipment prior to expeditions or tours.

## Skills, tools, capabilities

**Knowledge, skills & abilities** (O*NET, highest importance first):
- Customer and Personal Service _(knowledge)_
- Service Orientation _(transferable_skill)_
- Speaking _(essential_skill)_
- Oral Comprehension _(ability)_
- Oral Expression _(ability)_
- Active Listening _(essential_skill)_
- Social Perceptiveness _(transferable_skill)_
- Written Comprehension _(ability)_
- Speech Recognition _(ability)_
- Speech Clarity _(ability)_
- Coordination _(transferable_skill)_
- Persuasion _(transferable_skill)_

**Skills in demand:**
- Speech Recognition _(Specialized Skill)_
- Social Perceptiveness _(Common Skill)_
- Active Listening _(Common Skill)_
- Microsoft Excel _(Common Skill)_
- English Language _(Common Skill)_
- Time Management _(Common Skill)_
- Reading Comprehension _(Common Skill)_
- Information Ordering _(Specialized Skill)_
- Deductive Reasoning _(Common Skill)_
- Writing _(Common Skill)_
- Negotiation _(Common Skill)_
- Inductive Reasoning _(Common Skill)_

**Tools & technology:**
- Microsoft Excel _(hot technology, in demand)_
- Microsoft Office software _(hot technology, in demand)_
- Facebook _(hot technology)_
- Microsoft Access _(hot technology)_
- Microsoft Outlook _(hot technology)_
- Microsoft PowerPoint _(hot technology)_
- Microsoft Word _(hot technology)_
- Structured query language SQL _(hot technology)_
- Tableau _(hot technology)_
- Customer information databases
- Data visualization software
- Financial accounting software

## AI exposure & outlook

- **AI task-overlap index:** 55th percentile (Moderate) across all occupations — composite of current-era exposure studies (ai-exposure-index-v1).
- **Overall AI exposure (Felten et al.):** 62nd percentile (Moderate) — source: felten_aioe.
- **LLM task exposure, γ (OpenAI / Eloundou):** 49th percentile (Moderate) — source: eloundou_gamma.
- **Frey–Osborne (2013, historical computerization estimate):** 24th percentile — kept separate from current-era studies.
- **Remote-capable (Dingel–Neiman):** no — task structure, not who actually works remote.

## How people actually use AI here

Anthropic Economic Index — measured AI conversations mapped to this occupation's tasks:

- **Automation vs augmentation:** 39% automation, 50% augmentation (usage-weighted).
- **Autonomy median:** 4.0 (higher = AI acts more independently).
- **Dominant collaboration mode:** task iteration.

**Tasks most handed to AI here:**
- Plan tour itineraries, applying knowledge of travel routes and destination sites. _(2.3% of measured AI use; task iteration)_
- Give advice on sightseeing and shopping. _(0.5% of measured AI use; directive)_
- Provide tourists with assistance in obtaining permits and documents such as visas, passports, and health certificates, and in converting currency. _(0.4% of measured AI use; directive)_

**Example prompts (honest phrasings of the tasks above — starting points, not endorsed instructions):**
- Help me plan tour itineraries, applying knowledge of travel routes and destination sites.
- Help me give advice on sightseeing and shopping.
- Help me provide tourists with assistance in obtaining permits and documents such as visas, passports, and health certificates, and in converting currency.

## Sources

- **O*NET** (30.3) — U.S. Department of Labor / National Center for O*NET Development. https://www.onetcenter.org/database.html
- **Anthropic Economic Index** (v4 (2026-01-15) + v2 (2025-03-27)) — Anthropic. https://www.anthropic.com/economic-index
- **“GPTs are GPTs” (Eloundou et al.)** (arXiv 2303.10130) — OpenAI / academic. https://arxiv.org/abs/2303.10130
- **AI Occupational Exposure (AIOE)** (Felten, Raj & Seamans) — academic. https://github.com/AIOE-Data/AIOE
- **Frey & Osborne (2013)** (frey-osborne-automation) — academic. https://www.oxfordmartin.ox.ac.uk/publications/the-future-of-employment/
- **Dingel & Neiman (2020)** (dingel-neiman-workathome) — academic. https://github.com/jdingel/DingelNeiman-workathome

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_Generated from Singulariki's joined dataset; data snapshot 2026-06-02T21:00:32.945303+00:00. https://singulariki.com/roles/role-39-7012-00_
