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GlobalMind

About GlobalMind

Real-time global intelligence for international business decisions — free, transparent, and powered by public data and AI.

Who Built This

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Dr. Liang (Arthur) Li

Assistant Professor of Strategy and Global Management

Haskayne School of Business, University of Calgary

arthurliangli.github.io ↗

Arthur's research examines how individual managers shape organizational outcomes in multinational enterprises — covering foreign subsidiary management, subsidiary control, general manager succession, CEO aging and internationalization strategy, and the microfoundations of international business decisions.

Before academia, he co-founded an international trading company, served as Managing Director of the China subsidiary for Swedish MNE Elof Hansson International AB (2012–2016), and was Overseas Operation Manager at Haier Group (2005–2007). He holds a PhD in International Business from Ivey Business School, Western University (2021).

Why GlobalMind Exists

International business decisions — where to expand, which markets to enter, which risks to hedge — depend on a wide range of economic, political, and institutional factors. Yet most of this information is fragmented across dozens of databases, updated on different schedules, and presented in ways that require significant expertise to interpret.

GlobalMind aggregates public data from trusted international institutions (World Bank, IMF, OFAC, WTO, CBOE) and uses AI to synthesise it into actionable insights on any of the 196 countries it covers. The goal is not to replace expert analysis, but to give anyone a fast, structured starting point — a decision copilot.

Everything is free. The underlying data is public. The AI reasoning is transparent. There is no hidden agenda.

Opportunity Score — How It Is Calculated

AI-Generated Score (0 – 100)

Each country receives an Opportunity Score computed by Google Gemini AI, which is given the following structured data and asked to reason about market attractiveness:

  • GDP growth rate (% YoY)World Bank indicator NY.GDP.MKTP.KD.ZG
  • Inflation rate (% CPI)World Bank indicator FP.CPI.TOTL.ZG
  • Trade openness (trade % of GDP)World Bank indicator NE.TRD.GNFS.ZS
  • Exchange rate vs. USDOpen Exchange Rates API
  • Sanctions statusOFAC Specially Designated Nationals + UN Security Council
  • Market size (population)World Bank / REST Countries
  • Recent news contextNewsAPI — top 3 recent headlines

70 – 100

High Potential

40 – 69

Moderate Potential

0 – 39

High Risk

Scores are re-generated on each visit and cached for 1 hour. They represent AI reasoning over public data — not financial advice.

Global Overview — Index Definitions

Global GDP Growth

+3.2%

Weighted average real GDP growth rate across all countries, measuring the pace of expansion of the global economy.

Methodology: World Bank annual GDP growth estimates (constant prices), population-weighted average across all reporting countries.

Source: World Bank — NY.GDP.MKTP.KD.ZG · 2024 estimate

Global Inflation

+2.7%

Average consumer price inflation worldwide, reflecting purchasing power trends and monetary conditions.

Methodology: IMF World Economic Outlook global CPI figure, GDP-weighted across advanced and emerging economies.

Source: IMF World Economic Outlook — October 2024

Trade Volume

$23.9T

Total global merchandise trade measured in US dollars, a proxy for the openness and interconnectedness of the world economy.

Methodology: WTO merchandise trade value statistics summing exports across all reporting member states.

Source: WTO — Global Trade Outlook 2024

Global Risk Index

47 / 100

A composite score (0 = no risk, 100 = maximum risk) aggregating political instability, conflict, and institutional fragility signals worldwide.

Methodology: Composite of GDELT event conflict scores, World Risk Index (WRI) disaster vulnerability, and PRS Group political risk ratings, averaged and normalised to 0–100.

Source: GDELT Project · WRI · PRS Group · 2024

Active Sanctions

1,247

Total number of active country-level and entity-level economic sanctions programmes currently in force.

Methodology: Count of active Specially Designated National (SDN) programmes from OFAC combined with active UN Security Council sanctions regimes.

Source: OFAC SDN List · UN Security Council Sanctions Committee · 2025

Market Volatility (VIX)

14.2

The CBOE Volatility Index — a real-time measure of expected 30-day volatility in the US S&P 500, widely used as a global risk-appetite barometer.

Methodology: CBOE VIX index value. Readings below 20 indicate calm markets; above 30 signal elevated fear and risk aversion.

Source: CBOE — VIX Index · Real-time / delayed 15 min

All Data Sources

World Bank

data.worldbank.org

GDP growth, inflation, trade-to-GDP ratio, population

IMF

imf.org

Global inflation & growth forecasts

WTO

wto.org

Global merchandise trade volume

OFAC

ofac.treas.gov

US sanctions — Specially Designated Nationals list

UN Security Council

un.org/securitycouncil

Multilateral sanctions regimes

CBOE

cboe.com

VIX market volatility index

Open Exchange Rates

openexchangerates.org

Real-time currency exchange rates

NewsAPI

newsapi.org

Country-specific recent news headlines

REST Countries

restcountries.com

Country metadata — flags, capitals, regions

Google Gemini AI

ai.google.dev

Opportunity Score reasoning and synthesis

Disclaimer

GlobalMind is an academic and informational tool. Opportunity Scores and AI analysis are generated automatically from public data and should not be treated as financial, investment, or legal advice. Data may be delayed, incomplete, or subject to revision by the original source. Always verify with primary sources before making business decisions.