Fewer ways to respond
AI use
Financial room
Ownership & options
AI WON'T AFFECT EVERYONE THE SAME WAY
The economy is changing.
The economy is changing.
Know what it means for you.
AI is changing work and the economy. FutureStake gives you a personal baseline—and a plan for what to do next.
It looks beyond your job to connect how you use AI, adapt, absorb change, build ownership and create options.
01Your FutureStake Score02Five future stress tests03Your priority action
8 minutes · Your baseline + full analysis · Free alpha
Answers stay on this device · No account required
Seven forces.
One connected picture.
- Your work
- What could be disrupted
- Your adaptability
- How you respond to change
- Your AI use
- How you put AI to work
- Your finances
- How much disruption you can absorb
- Your ownership
- Ways to benefit beyond wages
- Your options
- Other paths you could take
Combined—not judged in isolation
YOUR STARTING POINT
Your FutureStake Baseline
Where you're strong · Where you're exposed · What to do next
A BASELINE IS A BEGINNINGKnow where you are.
Know where you are.
Understand what changes.
Your circumstances change. So does the world. A baseline gives you a starting reference point.
- AVAILABLE TODAY01 / TODAY
Your baseline
Where am I—and what can I work on?
Score · Analysis · Scenarios · Actions - FUTURE CONCEPT02 / OVER TIME
Your movement
What changed? Why does it matter?
You changed · The world changed · We learned more - FUTURE CONCEPT03 / VS. RELEVANT PEERS
Your context
How does my position compare?
Peer context stays separate from your score.
This alpha establishes your baseline. History tracking, automatic updates and peer comparisons are not available yet.
RESEARCH FOUNDATION
ILOWork & exposure
IMFEconomic transition
WEFFuture of jobs
FEDHousehold resilience
Research sources—not endorsements.
Research informs the factors. Your answers make the analysis personal.
ALPHA ACCESS · Your complete FutureStake Analysis is included
STEP 1 OF 5Your baselineStart here: see your position and first priority
77OUT OF 100
YOUR FUTURESTAKE SCORE
High Opportunity,
High Opportunity,
Concentrated Financial Exposure
You are well positioned to thrive in an AI-driven future. Your strongest assets are judgment, relationships and the ability to turn AI into leverage. Your central vulnerability is concentrated financial exposure.
Higher means a stronger position across the seven areas assessed. It is not a prediction or peer ranking.
Your score is the headline. See what’s behind it.
How your score is calculated
Selected multiple-choice answers become numeric inputs, usually 0–4. Each component adds differently weighted inputs to a starting value, rounds the result and limits it to 0–100. Some answers provide context only; occupation is not a direct score input.
Example: Financial Flexibility = 20 + 6 × income diversity + 7 × savings runway + 5 × investment resources + 4 × freedom from financial commitments. Income diversity reverses the income-concentration answer. The other inputs follow their answer order.
| Component | Score | Weight | Points |
|---|
The five scenario scores combine different components under different assumptions. They are separate stress tests, not a confidence interval around your baseline or the probability of a future occurring.
Research informs the factors we consider. The coefficients, weights and score bands are FutureStake’s current heuristic choices, not externally validated predictions. A one-point difference is not proven meaningful.
Read the methodology and research sources →AI EXPOSUREHigh
AI OPPORTUNITYVery High
CONFIDENCEHigh
Turn earning power into independently owned, AI-leveraged productive assets.
You are already using AI effectively. Your greatest increase in resilience will come from owning assets that capture AI-driven value—not just being a more productive employee.
YOUR FIVE-FUTURE OUTLOOK
One baseline. Five possible futures.
Each bar uses the same 0–100 scale. These are hypothetical stress tests, not forecasts or changes over time.
YOUR BASELINE TODAY · FUTURE POSSIBILITIES
A starting point. More context over time.
Today, your analysis explains your baseline and what to work on. FutureStake is being designed to show what changes, why—and eventually how your position compares with relevant peers.
- AVAILABLE TODAYYour baselineUnderstand your position and next steps.
- FUTURE CONCEPTChange over timeSee what moved and why.
- FUTURE CONCEPTPeer contextCompare with appropriate groups, separately from your score.
No automatic updates, history tracking or peer comparisons operate in this alpha.
YOU CHANGEDRole, skills, AI use, finances, ownership or optionsTHE WORLD CHANGEDAI capability, labor markets, adoption or the economyWE LEARNED MOREModel, evidence or benchmark improvements
How to read a 0–100 FutureStake score
Your score estimates how strongly your current position is supported by the factors measured here. It is not your chance of success, your worth, or a prediction that a scenario will occur.
0–49 Exposed50–64 Building65–79 Strong80–100 Exceptional
Your strongest support and clearest constraint work together.
The report shows how the dimensions combine—not just each score in isolation.
Your FutureStake Profile
Compare your strengths and gaps · all bars use a 0–100 scale
ScoreWeight
Your Position at a Glance
♜
Strengths
Human judgment and relationships, AI opportunity, career optionality
!
What to strengthen
Concentrated income and limited financial redundancy
↗
Biggest opportunity
Convert AI-enhanced human capital into independently owned assets
Based on your answers and the current alpha model. This is a planning aid, not a forecast or peer ranking. Research informs the factors, not a validated prediction of your outcome.
YOUR FULL ANALYSIS↓
WHY YOU SCORED THIS WAY
What’s helping. What needs attention.
Start with the two signals that matter most.
“The goal isn’t to predict the future. It’s to build a position that benefits from more than one version of it.”
FutureStake planning principleWHAT COULD CHANGE
Five futures. One position.
See how your current answers respond under five hypothetical futures.
WHAT TO DO NEXT
One move now. Then build momentum.
Start with one realistic step.
YOUR FIRST PRIORITY
Baseline established.
The next move is yours.
You know what supports your position and where to start. Save your analysis. Choose one action. Tell us what helped.
YOUR FIRST PRIORITY
Email my baseline summary (optional)
This is your starting point. FutureStake’s next ambition: explain your changes over time and add relevant peer context. Tracking, monitoring and benchmarks are not active yet.
Explore the research and methodology
METHODOLOGY & SOURCES
The research behind your baseline
This prototype combines observable assessment inputs with published research on task exposure, labor-market change, adaptability and household financial resilience.
ILO · 2025
Read how the assessment works →Generative AI and Jobs
Occupational exposure is usually transformation potential, not automatic job elimination.
IMF · 2024Gen-AI and the Future of Work
A framework for considering exposure, complementarity and economic transition.
WEF · 2025Future of Jobs Report
Employer expectations for technology disruption, skills change and workforce strategy.
FEDERAL RESERVEHousehold Economics and Decisionmaking
Evidence base for emergency savings, financial fragility and household decision capacity.
Prototype methodology note
Scores and thresholds are directional heuristics, not externally validated predictions. This product does not provide legal, employment, investment, tax, bankruptcy or financial advice. Peer percentiles remain disabled until minimum cohort, data-quality and privacy thresholds are met.
QUICK ALPHA CHECK
Did FutureStake earn your trust?
Tell us what helped, what felt unclear and whether you would return. Honest criticism helps us improve the next alpha.
YOUR DATA
Clear, minimal and under your control
Draft assessment answers remain on this device. If you request email delivery, only your report summary—not your raw answers—is transmitted for that message. Alpha feedback is saved only after explicit consent and includes the feedback plus an anonymous score summary. Anonymous usage events measure the product journey without recording survey answers.