Study framing
92Choosing the right question requires product, human and organizational context.
AI tools are rapidly reducing the manual work of transcription, tagging, summary and first-draft reporting.
The core research problem remains human: deciding what to study, earning trustworthy participation and interpreting evidence in context.
Moderate
Share of the work a machine could do
AI can automate a meaningful share of research administration and first-pass synthesis. It cannot reliably design valid studies, recognize a participant's unspoken discomfort, adjudicate ethical trade-offs or hold an organization accountable for a misleading conclusion.
Scored from the tasks, not the job title. Lower is safer.
Jobs AI cannot take →What machines cannot take
Participant trust
88Sensitive disclosure depends on a researcher who can listen and respond responsibly.
Ethical accountability
90Consent, privacy and harm cannot be delegated to a summarization tool.
Contextual interpretation
82A pause or workaround may have cultural, accessibility or workplace causes.
Stakeholder judgment
76Researchers must challenge convenient conclusions and negotiate what evidence warrants.
What they already take
Transcription
85Speech-to-text systems already remove much manual transcription.
First-pass tagging
70Models can cluster recurring phrases and proposed themes for human review.
Interview-guide drafts
60AI can produce a starting guide that researchers must test for bias and relevance.
Report formatting
75Tools can draft summaries, tables and evidence links from structured notes.
How the work is changing
Faster synthesis, higher review bar
Researchers will spend less time sorting notes and more time checking whether summaries preserve nuance.
Smaller teams cover routine work
Automation may reduce administrative roles while increasing expectations for methodological skill.
Research governance grows
Teams need policies for recording, participant data and model use in sensitive studies.
Mixed methods become more valuable
Cheap qualitative synthesis makes strong experimental, behavioral and field evidence more important for validation.
New jobs branching off
Research operations lead
Builds ethical recruiting, repositories and participant systems.
AI experience researcher
Studies how people trust, correct and understand AI product behavior.
Accessibility researcher
Investigates barriers experienced by disabled users across product journeys.
Insights strategist
Connects research evidence to product portfolio and organizational decisions.
Outlook
AI will likely make routine research production faster, but may also make weak evidence easier to produce at scale.
The most durable researchers will be those who can protect rigor, represent overlooked people and change high-stakes decisions with clear evidence.
Similar professions
Closest neighbours on the six-score profile — not the same field only.
🧪
Chemist
The scientist who makes and measures matter itself — from Tapputi's Babylonian perfume still to today's robot laboratories, still the one who decides what the spectrum means.
AI-resistant 70 🌉Civil Engineer
The profession that turns rivers, rock and gravity into bridges, roads and clean water — civilization's quiet load-bearing trade since Imhotep.
AI-resistant 72 🧬Genetic Counselor
Helps people understand inherited conditions, testing choices and results, combining genomic science with non-directive, compassionate counseling.
AI-resistant 72 🌿Sustainability Manager
Leads the strategy, measurement and reporting that helps organizations reduce environmental and social harm while meeting business obligations.
AI-resistant 66 🗺️Product Manager
Decides what a company should build next, and why — turning customer needs, business goals and engineering limits into one shared plan nobody else fully owns.
AI-resistant 50 🎮Game Designer
The architect of play — the person who decides what a game asks of its players, from Senet's ancient board to Tetris and today's three-billion-player industry.
AI-resistant 65Continue exploring
Keep exploring
More in Arts & Creation
🏗️
Architect
Designs buildings that must stand, meet code, please a client and cost the right amount — then carries legal responsibility if they don't.
AI-resistant 78 🎬Film Director
Turns a screenplay into a finished film by deciding every shot, performance and cut, then persuades a producer, a studio and an audience the vision was worth the budget.
AI-resistant 73 ✍️Novelist
The maker of book-length fiction, from Murasaki Shikibu's Heian court to the Kindle's self-publishing flood — a trade with no license, no ladder and no retirement age.
AI-resistant 62 🎻Musician
Spends years mastering an instrument or voice, then earns a living from performances, recordings and teaching in a market streaming has broadened but paid less for.
AI-resistant 60 🖌️Painter
The oldest image-making trade on record — from 45,000-year-old cave walls to the contemporary studio, still practiced one brushstroke at a time.
AI-resistant 74 🎮Game Designer
The architect of play — the person who decides what a game asks of its players, from Senet's ancient board to Tetris and today's three-billion-player industry.
AI-resistant 65