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We’re also releasing the data 👇
• 11,355 manually annotated images for public datasets #ISIC #MVTec
• Colour-labelled artefacts (ink, charts, defects)
• Colour-swapped counterfactuals for controlled evaluation

All publicly available on GitHub:
github.com/HarryAnthony...
🧵(5/9)

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Image:
A stylized black-and-white digital illustration of a globe, surrounded 
by interconnected data points, lines, and financial charts. The image represents the complexity of global trade, industry classification, and economic systems, visually symbolizing the structure of economic taxonomies.  

Content:
From ISIC to GICS: The Evolution of Economic Classification Standards Across Regions  

Understanding the world economy requires structure. Industry classifications define how businesses, markets, and entire economies are categorized, influencing trade, investment, and policy decisions.  

This working paper explores the historical development and modern application of economic classification systems, from global frameworks like ISIC to market-driven structures such as GICS.  

Chapters:  
1. Introduction – Why classifying economies matters  
2. From Ancient Trade to AI Support – The evolution of classification  
3. ISIC as the Global Standard – The backbone of economic classification   
4. GICS & Market Systems – How financial markets define industries   
5. Resources – Key datasets, research, and institutional frameworks  

Economic classification is more than a technicality—it shapes how we measure growth, allocate capital, and analyze markets. This paper lays the foundation for further research into the intersection of taxonomy, geo-spatial frameworks, and market-driven classifications.  

Hashtags: 
#Economy #IndustryClassification #GICS #ISIC #Finance #EconomicResearch #GlobalTrade #Markets #UN #100DaysOfTrade

Image: A stylized black-and-white digital illustration of a globe, surrounded by interconnected data points, lines, and financial charts. The image represents the complexity of global trade, industry classification, and economic systems, visually symbolizing the structure of economic taxonomies. Content: From ISIC to GICS: The Evolution of Economic Classification Standards Across Regions Understanding the world economy requires structure. Industry classifications define how businesses, markets, and entire economies are categorized, influencing trade, investment, and policy decisions. This working paper explores the historical development and modern application of economic classification systems, from global frameworks like ISIC to market-driven structures such as GICS. Chapters: 1. Introduction – Why classifying economies matters 2. From Ancient Trade to AI Support – The evolution of classification 3. ISIC as the Global Standard – The backbone of economic classification 4. GICS & Market Systems – How financial markets define industries 5. Resources – Key datasets, research, and institutional frameworks Economic classification is more than a technicality—it shapes how we measure growth, allocate capital, and analyze markets. This paper lays the foundation for further research into the intersection of taxonomy, geo-spatial frameworks, and market-driven classifications. Hashtags: #Economy #IndustryClassification #GICS #ISIC #Finance #EconomicResearch #GlobalTrade #Markets #UN #100DaysOfTrade

Day 39:

Taxonomy of the world economy. Sounds odd? Maybe. But classifying industries, markets and assets is how we make sense of global trade. I compared some major, like #ISIC or #GICS and start a working paper:

y.lab.nrw/evoecoclass (DOI)

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#100DaysOfTrade #EconomicResearch #MSCI #SPDJI

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Disaggregated data on workforces - value chain stage, factory size, home-based worker status, and more - are also important for #duediligence and #justtransition. The detail available varies hugely by country, as these graphics show. However #ISIC codes allow us to create a global model.

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Preview
The Possibilities for Quad Cooperation in Space With enhanced space cooperation, Quad members would share information obtained by satellites for the purpose of earth observation and disaster mitigation.

The Possibilities for Quad Cooperation in Space
With enhanced space cooperation, Quad members would share information obtained by satellites for the purpose of earth observation and disaster mitigation.

#ISIC #lowearthorbit #space #quad

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Eilen esittelin Kotoistus-meininkejä #ISIC -joukoille. Aamulla sähköpostissa odotti kiittävä palaute. Hyvä alku päivälle! * Yesterday I gave a short presentation about Kotoistus - and #Unicode. In the morning there was but nice mail from the group. -Such a lovely beginning for the day.

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