Breaking
BreakingGuardian FootballAyyoub Bouaddi Delivers Standout Performance for Morocco in World Cup Opener Against Brazil· 4 minutes agoBreakingGuardian FootballReal Madrid Verbally Agrees to Sign Chelsea Defender Marc Cucurella· 4 minutes agoBreakingReddit r/CricketIndia Women and Pakistan Women Compete in 6th Group 1 Match· 4 minutes agoBreakingTimes of India - WorldDonald Trump Warns Israel Regarding Iran Nuclear Deal· 4 minutes agoBreakingThe Hindu InternationalTrump Cautions Israel and Iran Amid Ceasefire Deal Negotiations· 18 minutes agoBreakingESPN CricinfoMandhana Leads India to Record T20 World Cup Score Against Pakistan· 18 minutes agoBreakingScreenRantHulu's Acclaimed 'Deli Boys' Crime Series Reportedly Developing Third Season· 23 minutes agoBreakingBBC SportIndia Secures 64-Run Victory Over Pakistan in T20 World Cup Opener· 23 minutes agoBreakingAl JazeeraAl Jazeera Reports from Israeli Attack Site in Southern Beirut· 23 minutes agoBreakingThe HillTargeted, Data-Driven Oversight Recommended for Medicare Fraud· 38 minutes agoBreakingGuardian FootballAyyoub Bouaddi Delivers Standout Performance for Morocco in World Cup Opener Against Brazil· 4 minutes agoBreakingGuardian FootballReal Madrid Verbally Agrees to Sign Chelsea Defender Marc Cucurella· 4 minutes agoBreakingReddit r/CricketIndia Women and Pakistan Women Compete in 6th Group 1 Match· 4 minutes agoBreakingTimes of India - WorldDonald Trump Warns Israel Regarding Iran Nuclear Deal· 4 minutes agoBreakingThe Hindu InternationalTrump Cautions Israel and Iran Amid Ceasefire Deal Negotiations· 18 minutes agoBreakingESPN CricinfoMandhana Leads India to Record T20 World Cup Score Against Pakistan· 18 minutes agoBreakingScreenRantHulu's Acclaimed 'Deli Boys' Crime Series Reportedly Developing Third Season· 23 minutes agoBreakingBBC SportIndia Secures 64-Run Victory Over Pakistan in T20 World Cup Opener· 23 minutes agoBreakingAl JazeeraAl Jazeera Reports from Israeli Attack Site in Southern Beirut· 23 minutes agoBreakingThe HillTargeted, Data-Driven Oversight Recommended for Medicare Fraud· 38 minutes ago
Business
Source: Fortune

Wall Street Utilizes New Catastrophe Models to Predict Wars and Geopolitical Risks

Financial institutions, including investors, banks, and insurers, are adapting natural disaster modeling methodologies to predict military conflicts and geopolitical risks. This shift comes as the number of countries engaged in external conflicts has nearly doubled since 2008, contributing to an estimated $22 trillion economic impact. Traditional risk models are proving insufficient, prompting firms like Verisk Maplecroft and Rand Corporation to develop new machine learning and AI-driven tools to forecast wars, government collapses, and international tensions, offering a forward-looking view for risk management.

By Fainaron·Jun 14, 2026 (2 hours ago)·1 views
Wall Street Utilizes New Catastrophe Models to Predict Wars and Geopolitical Risks

Wall Street is increasingly incorporating military conflicts into its risk scenarios, prompting a move to adapt methodologies previously used for modeling natural catastrophes. This adaptation aims to help investors, banks, and insurers predict future military conflicts.

Since 2008, the number of countries involved in external conflicts has almost doubled, surpassing 100. The economic impact of violence is now estimated at nearly $22 trillion, which accounts for over 10% of the world's gross domestic product. This rise in conflicts is challenging the finance industry's ability to forecast various economic factors, from oil prices to mortgage costs, and has led to a reevaluation of long-standing risk models.

Citigroup Inc. advises against relying on historical data-based models, while Morgan Stanley suggests a broad rethinking of geopolitical risk. Sam Haynes, head of data and analytics at Verisk Maplecroft, a global risk consultancy, noted that insurers and investors now seek predictive, forward-looking insights rather than retrospective analyses.

Verisk, known for its natural catastrophe models, has introduced new tools to address this need. Its Predictive War Index, released to clients in late May, uses a machine learning algorithm trained on political, economic, and social datasets from 1995-2022 to forecast the likelihood of war in a country over the subsequent 12 months. Verisk reported that back-testing indicated a 66% probability of war breaking out in Iran 1 1/2 months later, had the model been ready in early January.

Another model from Verisk, the Geopolitical Relations Index, monitors the evolving tension levels between pairs of countries. It considers factors such as past military clashes, governmental similarities, and geographical proximity to project power. Additionally, a Verisk model launched in October 2023 has reportedly predicted six out of seven government collapses since its inception, including the ouster of Bashar al-Assad in Syria in 2024 and the removal of Venezuela’s Nicolas Maduro in January.

The Rand Corporation also employs an artificial intelligence model to convert complex geopolitical questions into concrete probability estimates, drawing partly on aggregated opinions. In mid-May, this model indicated a 20% likelihood that Iran’s regime would not survive into 2027. Anthony Vassalo, director of the RAND Forecasting Initiative, stated that these results aim to inform policymakers on how specific actions could alter these probabilities.

Traditional models often fail in the current climate because events like trade blockades or sanctions do not conform to standard statistical distributions, according to Krishan Sharma, senior vice president of model risk management at Citi. The recent shipping disruptions in the Strait of Hormuz have highlighted vulnerabilities in global transport chokepoints, necessitating new risk algorithms for marine insurance and international trade.

According to Fortune, these developments signify a major shift in how the financial industry approaches and predicts global instability. (Source: Fortune)

Advertisement

AdSense slot • inline

Source attribution: This article was AI-curated and rewritten by Fainaron from a piece originally published by Fortune. Read the original at Fortune →

More like this

Yahoo Finance Identifies Three Consumer Stocks for Durable Growth
Business
8 minutes ago

Yahoo Finance Identifies Three Consumer Stocks for Durable Growth

Yahoo Finance has highlighted three consumer stocks reportedly building durable growth. This analysis focuses on companies within the consumer sector that are demonstrating sustained development and long-term potential in the market.

Yahoo Finance
Unnamed Monthly Dividend Grower Outperforms SCHD Over Decade
Business
18 minutes ago

Unnamed Monthly Dividend Grower Outperforms SCHD Over Decade

An investment product, identified only as a "monthly dividend grower," has reportedly out-returned SCHD by 38% over the last ten years. This performance highlights a significant difference in growth between the two financial instruments during the specified period.

Yahoo Finance
Trump Administration Orders Export Controls on Anthropic AI Models
Business
23 minutes ago

Trump Administration Orders Export Controls on Anthropic AI Models

The Trump administration imposed export controls on Anthropic's latest artificial intelligence models, Mythos and Fable, on a Friday. This action required Anthropic CEO Dario Amodei to block foreign access to the models, which Anthropic then pulled entirely. The decision followed a 24-hour period where officials pressed the company over security concerns, particularly regarding the models' guardrails, highlighting the White House's challenges in regulating advanced AI.

Business Insider
Stay-at-Home Mom Builds Seven-Figure Affiliate Marketing Business
Business
33 minutes ago

Stay-at-Home Mom Builds Seven-Figure Affiliate Marketing Business

Taylor Mitchell, a 29-year-old mother of three from Greenville, SC, has transformed her frugal shopping habits into a seven-figure affiliate marketing business. Initially a stay-at-home mom and former paralegal, Mitchell began sharing affordable product recommendations from Walmart and other retailers through a virtual storefront. Her income, which started minimally in 2020, significantly increased in 2025, leading to a shift in her family's financial roles and her husband leaving his job to support the business and family.

Business Insider

By the numbers

Fainaron — live counters

Updated every 30 seconds. Automatically — no human edits.

Total Articles

0

Visitors Today

0

This Month

0

Lifetime Visitors

0

Article Views

0

Pageviews Today

0

Pageviews Lifetime

0

Last 30 Days

0

as of 6/14/2026, 5:46:32 PM