How it works
Understand the data behind the scores and what drives each rating.
What this is
Revalue tracks how jobs are changing, based on what's actually happening right now.
It pulls from a curated set of high-quality sources: government labour statistics, academic research, job market data, and AI product releases. Quality over quantity: every source is chosen because it provides reliable, verifiable signal rather than noise.
The result is a live dashboard showing three headline cards, a set of tabs breaking down what's changing and what to do about it, and the latest signals from the field. All updated regularly with new evidence.
What the numbers mean
AI Coverage (Low / Moderate / High / Very High)
The share of tasks in this role that AI tools can already perform today, expressed as a tier. A "Moderate" rating (20–45%) means roughly 1 in 4 to nearly half of daily tasks could be handled (partially or fully) by current AI. It does not mean that share of the job disappears. It means that portion of work is changing, and the role must evolve around it.
Higher = more of your work is being touched by AI. Not automatically bad: it depends on what else the role involves.
Watch Out For (common pitfalls)
The most common ways people in this role get caught out as AI changes the work. These are patterns seen repeatedly across signals, not hypothetical risks, but traps that practitioners are already falling into. Knowing what they are is the first step to avoiding them.
Derived from the full signal picture, not generic career advice. Updates as new evidence comes in.
AI Tools to Watch (by developer adoption)
AI tools actively changing how this role works, ranked by real developer adoption. Drawn from the Stack Overflow Developer Survey and recent product launch signals. These are the tools your peers are already using, or that are starting to automate parts of the work.
Each tool links to its source so you can evaluate it yourself.
What the tabs mean
Shrinking
Parts of this role that are shrinking: tasks AI is increasingly handling, or activities that companies are cutting back on. Knowing what's shrinking helps you stop over-investing there.
Expanding
Parts of this role that are growing in importance: skills and responsibilities that become more valuable as AI takes over the routine parts. This is where to invest your time.
How to Adapt
Concrete moves people in this role can make: skills to build, tools to learn, or ways to reframe what you do. Click any action to expand it and see how it works and why it matters given the current signals.
What Employers Want
The skills, signals, and positioning that hiring managers are actually prioritising for this role right now. Drawn from job market data and practitioner signals, not generic career advice. Knowing what employers are looking for helps you present your experience in terms that land.
How we reach our conclusions
We scan the web regularly
We pull from a wide range of sources on a regular cadence: academic research, government labour statistics, industry publications, and professional communities.
We filter for what's relevant
Each piece of content is assessed for relevance to the role. Only items that genuinely speak to how that role is changing make it through. Duplicates are automatically removed.
We read and synthesise
The relevant content is analysed to extract the key takeaways: what the evidence means for the role, and what patterns are emerging across all of it together.
The picture updates accordingly
The AI Coverage %, Watch Out For pitfalls, AI Impact, Human Control, and AI Tools ratings shift based on the weight of new evidence. A single headline won't move the needle. It takes consistent signals pointing in the same direction across multiple independent sources.
Important disclaimer
This tool is for awareness, not advice.
The scores and signals on this site are compiled automatically from public sources and reflect general trends across a role, not your specific situation, your skills, your company, or your local job market.
No data source is perfect. Trends can be misread. What's true for a role in one context may be very different in another.
Before making any career or business decisions based on this information, please speak with a qualified career counsellor, HR professional, or industry expert who knows your specific circumstances.
Revalue is not responsible for decisions made based on the content of this site.