CRUCIAL
CRUCIAL is a Lancaster University non-profit research initiative that operates expert prediction markets on the AGORA platform to produce calibrated probabilistic climate-risk forecasts for reinsurance, government, and academic stakeholders, funded primarily by the SCOR Corporate Foundation for Science.
- Company typePrivate
- Founded2022
- HeadquartersLancaster, United Kingdom
- Headcount1–10
- GTM typeB2B
- OfferingSoftware
What CRUCIAL does
CRUCIAL (Climate Risk and Uncertainty Collective Intelligence Aggregation Laboratory) is a non-profit research initiative founded in 2022, hosted at Lancaster University Management School in collaboration with the University of Exeter's Land, Environment, Economics and Policy Institute (LEEP). It operates the AGORA prediction market platform — built on the Logarithmic Market Scoring Rule (LMSR) automated market maker and originally developed at Winton Group before being transferred to Lancaster by Hivemind in 2022 — to run expert prediction markets that aggregate climate-risk forecasts from invited academic and commercial experts. Markets cover Atlantic hurricanes, El Niño–Southern Oscillation, Indian Ocean Dipole, UK temperature and rainfall, and All India Summer Monsoon Rainfall across horizons of 2 to 18 months, including high-resolution joint-outcome spaces with thousands of partitions.
The initiative curates an expert-participant network spanning 8 UK universities (Cardiff, Imperial, Newcastle, Oxford, Bristol, Exeter, Glasgow, Reading), 2 US universities (Colorado Boulder, Hawai'i at Mānoa), Colby College, and the commercial forecaster Atmospheric G2, with participation governed by invitation and performance-based rewards. Steering Group engagement includes WTW, and SCOR's Corporate Foundation for Science is the primary financial backer (announced November 2024). Core team leadership comprises Director Kim Kaivanto and Operations Director Mark Roulston at Lancaster, Professor of Environmental Economics Brett Day and Professor of Economics Todd Kaplan at Exeter, and Engineering Director David Baynard.
CRUCIAL generates no commercial revenue and does not sell forecasts or market access. Operating funds flow from the SCOR Corporate Foundation for Science grant plus institutional support from partner universities, and probabilistic forecasts are published publicly. The business model is therefore that of a sponsored research laboratory rather than a commercial product company, with go-to-market executed through academic publications, industry conferences, SCOR Foundation workshops, media coverage, and direct engagement with reinsurance and risk-advisory stakeholders such as SCOR, WTW, and Aon.
CRUCIAL firmographics
Firmographics- Name
- CRUCIAL
- Legal name
- CRUCIAL (Climate Risk and Uncertainty Collective Intelligence Aggregation Laboratory)
- Website
- https://crucialab.net
- Company type
- Private
- Founded year
- 2022
- Operating status
- Operating
- Headcount range
- 1–10 employees
- Short description
- CRUCIAL is a Lancaster University non-profit research initiative that operates expert prediction markets on the AGORA platform to produce calibrated probabilistic climate-risk forecasts for reinsurance, government, and academic stakeholders, funded primarily by the SCOR Corporate Foundation for Science.
- Ownership category
- akta.pro rank
CRUCIAL industry classification
Industry- Product category
- Climate Risk Forecasting via Prediction Markets
- akta.pro primary industry
- Climate Hazard & Catastrophe Modeling (Flood, Wind, Wildfire, Heat, Sea-Level Rise) (EUABALAA)
- akta.pro secondary industries
- Insurance Underwriting, Pricing & Accumulation Tools (P&C, Specialty, Parametric) (EUABALAF), Scenario Planning, Forecasting Platforms & Planning Intelligence (HDAAAHAL), Early Warning, Event Monitoring & Forecasting (Extreme Weather Alerts, Nowcasting) (EUABALAJ)
Keywords
Where CRUCIAL is headquartered
LocationHeadquarters
- HQ city
- Lancaster
- HQ country
- United Kingdom
- HQ region
- Europe
Offices1 record
Markets served
CRUCIAL business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Personnel, Technology or R&D, Operations, Marketing or Sales, Others
Revenue model
- Sponsored Research / Foundation Funding: CRUCIAL is a not-for-profit research initiative. It is funded by the SCOR Corporate Foundation for Science, which provides financial support to run prediction markets and compensate expert participants. No commercial revenue is generated from selling predictions or market access.
Go-to-market motion2 records
Distribution channels1 record
Marketing channels6 records
CRUCIAL product offering
Product offeringCore offering
CRUCIAL runs expert prediction markets hosted on the AGORA platform to deliver calibrated probabilistic climate risk forecasts with horizons of 2 to 18 months. Invite-only teams of academic climate scientists and forecasting specialists trade on high-resolution joint-outcome markets covering Atlantic hurricane counts, ENSO states, US hurricane and typhoon tracks, UK temperature and rainfall, and All India Summer Monsoon Rainfall. Market prices are released as public probability forecasts, with sponsors (reinsurance, insurance, and financial institutions) funding market operations and receiving aggregated insights.
Product overview
CRUCIAL operates as a climate-risk forecasting initiative that delivers calibrated probability forecasts through expert prediction markets hosted on the AGORA platform. The core offering combines the AGORA prediction market platform (developed by Winton Group, further refined by Hivemind, and transferred to Lancaster University in 2022) with CRUCIAL's climate risk forecasting methodology. The product portfolio includes specialized prediction markets for Atlantic hurricanes (CAHM24, CAHM25), El Niño–Southern Oscillation events across multiple seasonal horizons, joint-outcome markets combining RONI and IODMI indicators, the Atlantic Hurricane & NW Pacific Typhoon combined market, and All India Summer Monsoon Rainfall forecasting. These markets aggregate expert knowledge from diverse academic disciplines and produce real-time probability distributions that evolve as new information becomes available to participants.
Differentiator
Problem solved
Functional benefit
Brands
- AGORA: A platform for hosting sophisticated prediction markets that can aggregate the output of quantitative predictive models alongside more tacit forms of expert knowledge. Originally created by Winton Group and further developed by Hivemind before being transferred to Lancaster University in 2022 for use in CRUCIAL.
Products and services
- AGORA Prediction Market Platform
- CRUCIAL Climate Risk Forecasting Service
- Atlantic Hurricane Prediction Markets
- El Niño–Southern Oscillation (ENSO) Markets
- Joint-Outcome RONI & IODMI Markets
- Atlantic Hurricane & NW Pacific Typhoon Market 2026
- All India Summer Monsoon Rainfall Market Jun–Sept 2026
- UK Temperature and Rainfall Joint-Outcome Markets
- Atlantic Hurricane Market 2025 (CAHM25)
Quantifiable outcome
- 24 prediction markets showed consistent probabilistic calibration (reliability) over 5+ years of operation
- +2 more outcomes
Companies that use CRUCIAL
Customer profileNamed customers2 records
Segments4 records
Ideal customer profiles4 records
CRUCIAL technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- Yes
- API docs
- API detail
Core technology
AI maturity
App detail
AI capability2 records
Feature3 records
CRUCIAL partnerships and signals
Strategic signalPartnerships
Ten partnerships are on record, tiered supporting, core and foundational.
- AonsupportingAdrian Champion, Head of Climate Analytics at Aon, presented on Natural Hazard Prediction Markets in the (re)insurance industry at the April 2026 CRUCIAL webinar, indicating growing industry engagement.
- WTWsupportingWTW (Willis Towers Watson) participates in CRUCIAL's Steering Group. Scott St. George, Head of Weather and Climate Research at WTW, has endorsed CRUCIAL's approach for testing and validating ENSO forecasts.
- Lancaster UniversitycoreCRUCIAL is based at Lancaster University Management School. Lancaster hosts the initiative and owns the AGORA platform IP transferred by Hivemind in 2022. Key faculty members Kim Kaivanto and Mark Roulston are affiliated with Lancaster.
- HivemindcoreHivemind (spun out from Winton Group in 2018) donated the AGORA platform IP to Lancaster University in 2022. Winton remains a majority shareholder of Hivemind.
- University of Exeter (LEEP)coreUniversity of Exeter's Land, Environment, Economics and Policy Institute (LEEP) is a core collaborator in CRUCIAL. Professor Brett Day and Todd Kaplan are Exeter-affiliated core team members.
- Winton GroupfoundationalWinton Group created the original AGORA prediction market platform. It is a research-based investment management firm and majority shareholder of Hivemind. Mark Roulston previously worked at Winton.
- Atmospheric G2supportingAtmospheric G2 is a US-based weather forecasting company participating as an expert team in CRUCIAL prediction markets, led by Dr. Todd Crawford.
- Collaborating UK UniversitiessupportingExpert teams from 8 UK universities participate: Cardiff, Imperial College London, Newcastle (CCER), Oxford (AOPP), Bristol, Exeter (UoExeter), Glasgow, and Reading. Each team is led by a named academic expert.
- Boulder + MānoasupportingJoint team from University of Colorado Boulder (ATOC) and University of Hawai'i at Mānoa (ATMO), led by Dr. Pedro DiNezio, participating in CRUCIAL ENSO prediction markets.
- Colby CollegesupportingColby College (USA) participates as an expert team in CRUCIAL markets, led by Dr. Jan Dutton.
Scale indicators3 records
Recent moves7 records
Expansion highlights5 records
CRUCIAL competitors and assessment
Company assessmentMarket position
Competitive moat4 records
Key risks5 records
Key highlights6 records
Customer concentration
CRUCIAL social profiles
Digital presenceCRUCIAL financial estimates
Financial estimateRevenue estimate
Valuation estimate
CRUCIAL leadership team
Management profileNumber of profiles
Profiles5 records
CRUCIAL funding detail
Funding detailFunding overview
Funding rounds
Investors
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
CRUCIAL M&A and investment
M&A and investmentM&A
Investments
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about CRUCIAL
What does CRUCIAL do?
CRUCIAL runs expert prediction markets hosted on the AGORA platform to deliver calibrated probabilistic climate risk forecasts with horizons of 2 to 18 months. Invite-only teams of academic climate scientists and forecasting specialists trade on high-resolution joint-outcome markets covering Atlantic hurricane counts, ENSO states, US hurricane and typhoon tracks, UK temperature and rainfall, and All India Summer Monsoon Rainfall. Market prices are released as public probability forecasts, with sponsors (reinsurance, insurance, and financial institutions) funding market operations and receiving aggregated insights.
Is CRUCIAL a public or private company?
CRUCIAL is a private company. It is classified as nonprofit foundation owned and is currently operating.
When was CRUCIAL founded?
CRUCIAL was founded in 2022. It employs 1 to 10 people.
Where is CRUCIAL based?
CRUCIAL is headquartered in Lancaster, United Kingdom, in the Europe region.
How does CRUCIAL make money?
One revenue line is on record: sponsored Research / Foundation Funding.
Does CRUCIAL have an API?
Yes. The AGORA prediction market platform provides an API for programmatic access to prices as well as for executing trades. Participants can trade programmatically using the API rather than the AGORA UI. R code API wrapper functions and a Python Jupyter notebook are available for developers. Developer documentation is at www.crucialab.net/post/agora-trading-guide.
What industry is CRUCIAL in?
CRUCIAL's product category is Climate Risk Forecasting via Prediction Markets. Its primary akta.pro industry code is EUABALAA, Climate Hazard & Catastrophe Modeling (Flood, Wind, Wildfire, Heat, Sea-Level Rise), with a secondary code of EUABALAF, Insurance Underwriting, Pricing & Accumulation Tools (P&C, Specialty, Parametric).