What is ARI™?
ARI™ — the Automation Resistance Index — is TakeAVocation’s scoring framework for comparing how resistant a career may be to artificial intelligence.
Why ARI™ matters
AI can write, calculate, summarize, generate images, edit media, assist with planning, and automate routine workflows. But many careers still depend on physical presence, skilled hands, human judgment, safety awareness, licensing, trust, and real-world problem solving.
Physical presence
Some work has to happen in the real world: on job sites, in homes, in clinics, in public spaces, or around live systems and equipment.
Human judgment
Diagnosing a problem, caring for a patient, responding to a scene, or adapting to changing conditions requires judgment that is hard to fully automate.
Licensing and trust
Many durable careers involve supervised training, exams, professional standards, legal responsibility, safety rules, or public trust.
How ARI™ is calculated
Each vocation is reviewed across five factors. Higher scores generally indicate stronger resistance to full automation.
ARI™ is a directional score, not a guarantee. It is designed to compare how much a career still depends on physical skill, judgment, licensing, and real-world variability.
AI Pressure is a companion signal. Unlike ARI, where a higher score means stronger resistance, a higher AI Pressure level means a role is seeing more direct automation pressure from software, AI agents, generated media, or digital workflows.
Examples of high ARI™ careers
These examples represent careers that tend to depend heavily on physical work, field judgment, patient care, public trust, licensing, safety, or real-world conditions.
What makes a career lower ARI™?
Low ARI™ does not mean a career disappears overnight. It means the role may face higher automation pressure because the core work is digital, repetitive, rules-based, easily templated, or increasingly handled by AI-assisted software.
Digital-first work
Tasks happen mostly inside screens, documents, forms, databases, platforms, or software systems.
Repeatable output
The work follows predictable patterns that can be reproduced through templates, prompts, models, or AI agents.
Low real-world dependency
The role does not require much physical presence, live interaction, tool use, field judgment, or hands-on adaptation.
Examples of higher AI pressure
These roles are not “bad careers,” but they may require faster upskilling, specialization, or a shift toward more human-centered responsibilities.
These careers often involve work that is more digital, repeatable, templated, screen-based, or easier for AI-assisted tools to replicate, accelerate, or replace.
Data Entry Clerk
AI Pressure: Very High
Repetitive digital input, form processing, and record updates are increasingly handled by software, OCR, and AI workflow tools.
Basic Customer Support Chat Agent
AI Pressure: High
Frequently asked questions, account lookup, scripted troubleshooting, and routing can often be handled by chatbots or AI agents.
Transcriptionist
AI Pressure: Very High
Speech-to-text tools, AI summarization, and automated meeting notes have reduced the need for routine transcription work.
Web Designer / Front-End Developer
AI Pressure: High
The irony is intentional: even the work used to build sites like this is under pressure. AI can (and has) generated layouts, write code, create graphics, troubleshoot scripts, and automate routine web tasks. The more durable path is strategy, UX judgment, client trust, custom systems, security, integrations, and business problem solving.
Basic Content Writer
AI Pressure: High
Commodity SEO articles, product descriptions, summaries, and templated copy are highly exposed to generative AI tools.
Basic Headshot / Stock Photographer
AI Pressure: High
Simple profile images, stock-style visuals, and generic commercial imagery can increasingly be generated or modified by AI.
Creative work is not immune
Creative careers can still be valuable, but the more a role depends on template-driven digital output, the more automation pressure it may face. AI is already changing how images, copy, video, voice, design concepts, and performance media are produced.
Basic graphic design and social media graphics
Exposure increases when the work is repeatable, generic, remote, or easy to simulate without live production, client trust, original direction, or complex collaboration.
Logo concepts and templated brand assets
Exposure increases when the work is repeatable, generic, remote, or easy to simulate without live production, client trust, original direction, or complex collaboration.
Stock photography and basic headshots
Exposure increases when the work is repeatable, generic, remote, or easy to simulate without live production, client trust, original direction, or complex collaboration.
Short-form video edits, captions, and repurposed clips
Exposure increases when the work is repeatable, generic, remote, or easy to simulate without live production, client trust, original direction, or complex collaboration.
Voiceover, avatar, and simple spokesperson work
Exposure increases when the work is repeatable, generic, remote, or easy to simulate without live production, client trust, original direction, or complex collaboration.
Commodity illustration or concept variations
Exposure increases when the work is repeatable, generic, remote, or easy to simulate without live production, client trust, original direction, or complex collaboration.
Creative professionals may improve their resilience by moving toward strategy, live production, client relationships, taste, direction, storytelling, complex problem solving, and original human judgment.
The goal is durable human value
TakeAVocation focuses on careers that still depend heavily on real-world human skill: presence, care, safety, judgment, tools, licensing, trust, and adaptability.