To learn more, visit: https://www.josepgisbert.com
#GenAI #Inequality #RCT #AIinEducation #IEUniversity #ToniRoldán #EsadeEcPol #EconomicsResearch
𝐀 𝐟𝐫𝐞𝐬𝐡 𝐩𝐞𝐫𝐬𝐩𝐞𝐜𝐭𝐢𝐯𝐞 𝐨𝐧 𝐡𝐨𝐰 𝐆𝐞𝐧𝐀𝐈 𝐜𝐨𝐮𝐥𝐝 𝐚𝐜𝐭𝐮𝐚𝐥𝐥𝐲 𝐰𝐢𝐝𝐞𝐧, 𝐫𝐚𝐭𝐡𝐞𝐫 𝐭𝐡𝐚𝐧 𝐧𝐚𝐫𝐫𝐨𝐰, 𝐬𝐤𝐢𝐥𝐥 𝐠𝐚𝐩𝐬 𝐞𝐬𝐩𝐞𝐜𝐢𝐚𝐥𝐥𝐲 𝐢𝐧 𝐬𝐞𝐭𝐭𝐢𝐧𝐠𝐬 𝐭𝐡𝐚𝐭 𝐝𝐞𝐦𝐚𝐧𝐝 𝐣𝐮𝐝𝐠𝐦𝐞𝐧𝐭 𝐧𝐮𝐚𝐧𝐜𝐞 𝐚𝐧𝐝 𝐫𝐞𝐚𝐥-𝐭𝐢𝐦𝐞 𝐭𝐡𝐢𝐧𝐤𝐢𝐧𝐠
𝐀 𝐟𝐫𝐞𝐬𝐡 𝐩𝐞𝐫𝐬𝐩𝐞𝐜𝐭𝐢𝐯𝐞 𝐨𝐧 𝐡𝐨𝐰 𝐆𝐞𝐧𝐀𝐈 𝐜𝐨𝐮𝐥𝐝 𝐚𝐜𝐭𝐮𝐚𝐥𝐥𝐲 𝐰𝐢𝐝𝐞𝐧, 𝐫𝐚𝐭𝐡𝐞𝐫 𝐭𝐡𝐚𝐧 𝐧𝐚𝐫𝐫𝐨𝐰, 𝐬𝐤𝐢𝐥𝐥 𝐠𝐚𝐩𝐬 𝐞𝐬𝐩𝐞𝐜𝐢𝐚𝐥𝐥𝐲 𝐢𝐧 𝐬𝐞𝐭𝐭𝐢𝐧𝐠𝐬 𝐭𝐡𝐚𝐭 𝐝𝐞𝐦𝐚𝐧𝐝 𝐣𝐮𝐝𝐠𝐦𝐞𝐧𝐭 𝐧𝐮𝐚𝐧𝐜𝐞 𝐚𝐧𝐝 𝐫𝐞𝐚𝐥-𝐭𝐢𝐦𝐞 𝐭𝐡𝐢𝐧𝐤𝐢𝐧𝐠
• 🧠 𝐇𝐢𝐠𝐡-𝐬𝐤𝐢𝐥𝐥𝐞𝐝 𝐬𝐭𝐮𝐝𝐞𝐧𝐭𝐬 𝐛𝐞𝐧𝐞𝐟𝐢𝐭 𝐦𝐨𝐫𝐞: GenAI improved debate performance far more for merit scholarship recipients and top baseline performers
• ⚖️ 𝐍𝐨𝐭 𝐚 𝐥𝐞𝐯𝐞𝐥𝐢𝐧𝐠 𝐭𝐨𝐨𝐥: Contrary to prior studies, ChatGPT did not help low-performers catch up
• 🧠 𝐇𝐢𝐠𝐡-𝐬𝐤𝐢𝐥𝐥𝐞𝐝 𝐬𝐭𝐮𝐝𝐞𝐧𝐭𝐬 𝐛𝐞𝐧𝐞𝐟𝐢𝐭 𝐦𝐨𝐫𝐞: GenAI improved debate performance far more for merit scholarship recipients and top baseline performers
• ⚖️ 𝐍𝐨𝐭 𝐚 𝐥𝐞𝐯𝐞𝐥𝐢𝐧𝐠 𝐭𝐨𝐨𝐥: Contrary to prior studies, ChatGPT did not help low-performers catch up
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𝐀 𝐭𝐡𝐨𝐮𝐠𝐡𝐭-𝐩𝐫𝐨𝐯𝐨𝐤𝐢𝐧𝐠 𝐜𝐨𝐧𝐭𝐫𝐢𝐛𝐮𝐭𝐢𝐨𝐧 𝐭𝐨 𝐭𝐡𝐞 𝐞𝐦𝐞𝐫𝐠𝐢𝐧𝐠 𝐟𝐢𝐞𝐥𝐝 𝐨𝐟 𝐚𝐥𝐠𝐨𝐫𝐢𝐭𝐡𝐦𝐢𝐜 𝐛𝐞𝐡𝐚𝐯𝐢𝐨𝐫𝐚𝐥 𝐟𝐢𝐧𝐚𝐧𝐜𝐞.
📄 Slides: francescosangiorgi.com/wp-content/u...
#AIinFinance #ReinforcementLearning #MarketDesign
𝐀 𝐭𝐡𝐨𝐮𝐠𝐡𝐭-𝐩𝐫𝐨𝐯𝐨𝐤𝐢𝐧𝐠 𝐜𝐨𝐧𝐭𝐫𝐢𝐛𝐮𝐭𝐢𝐨𝐧 𝐭𝐨 𝐭𝐡𝐞 𝐞𝐦𝐞𝐫𝐠𝐢𝐧𝐠 𝐟𝐢𝐞𝐥𝐝 𝐨𝐟 𝐚𝐥𝐠𝐨𝐫𝐢𝐭𝐡𝐦𝐢𝐜 𝐛𝐞𝐡𝐚𝐯𝐢𝐨𝐫𝐚𝐥 𝐟𝐢𝐧𝐚𝐧𝐜𝐞.
📄 Slides: francescosangiorgi.com/wp-content/u...
#AIinFinance #ReinforcementLearning #MarketDesign
• ✅ 𝐏𝐫𝐢𝐜𝐞𝐬: AI traders decode prices and learn portfolio strategies that qualitatively mirror rational benchmarks
• ❌ 𝐄𝐱𝐭𝐞𝐫𝐧𝐚𝐥𝐢𝐭𝐢𝐞𝐬: but when multiple AIs interact, they interfere with one another’s learning creating a negative externality
• ✅ 𝐏𝐫𝐢𝐜𝐞𝐬: AI traders decode prices and learn portfolio strategies that qualitatively mirror rational benchmarks
• ❌ 𝐄𝐱𝐭𝐞𝐫𝐧𝐚𝐥𝐢𝐭𝐢𝐞𝐬: but when multiple AIs interact, they interfere with one another’s learning creating a negative externality
9.𝐆𝐮𝐚𝐫𝐝𝐫𝐚𝐢𝐥𝐬 𝐚𝐫𝐞 𝐧𝐨𝐧-𝐧𝐞𝐠𝐨𝐭𝐢𝐚𝐛𝐥𝐞: protect against bad input, risky actions, and misuse.
10.𝐃𝐞𝐬𝐢𝐠𝐧 𝐟𝐨𝐫 𝐡𝐮𝐦𝐚𝐧𝐬: test early, expect failure, always have a backup plan.
#AI #OpenAI #LLMs #Agents #Product #TechTrends #FutureOfWork
9.𝐆𝐮𝐚𝐫𝐝𝐫𝐚𝐢𝐥𝐬 𝐚𝐫𝐞 𝐧𝐨𝐧-𝐧𝐞𝐠𝐨𝐭𝐢𝐚𝐛𝐥𝐞: protect against bad input, risky actions, and misuse.
10.𝐃𝐞𝐬𝐢𝐠𝐧 𝐟𝐨𝐫 𝐡𝐮𝐦𝐚𝐧𝐬: test early, expect failure, always have a backup plan.
#AI #OpenAI #LLMs #Agents #Product #TechTrends #FutureOfWork
5.𝐓𝐨𝐨𝐥𝐬 𝐦𝐚𝐭𝐭𝐞𝐫: agents need reliable tools to access data and take action.
6.𝐈𝐧𝐬𝐭𝐫𝐮𝐜𝐭𝐢𝐨𝐧𝐬 𝐚𝐫𝐞 𝐞𝐯𝐞𝐫𝐲𝐭𝐡𝐢𝐧𝐠: vague = chaos. Be clear and specific.
7.𝐒𝐭𝐚𝐫𝐭 𝐬𝐦𝐚𝐥𝐥 — one solid agent with tools often beats a whole swarm.
5.𝐓𝐨𝐨𝐥𝐬 𝐦𝐚𝐭𝐭𝐞𝐫: agents need reliable tools to access data and take action.
6.𝐈𝐧𝐬𝐭𝐫𝐮𝐜𝐭𝐢𝐨𝐧𝐬 𝐚𝐫𝐞 𝐞𝐯𝐞𝐫𝐲𝐭𝐡𝐢𝐧𝐠: vague = chaos. Be clear and specific.
7.𝐒𝐭𝐚𝐫𝐭 𝐬𝐦𝐚𝐥𝐥 — one solid agent with tools often beats a whole swarm.
1.𝐀𝐠𝐞𝐧𝐭𝐬 ≠ 𝐰𝐨𝐫𝐤𝐟𝐥𝐨𝐰𝐬: agents act autonomously; most LLM apps need an input.
2.𝐔𝐬𝐞 𝐭𝐡𝐞𝐦 𝐟𝐨𝐫 𝐭𝐡𝐞 𝐡𝐚𝐫𝐝 𝐬𝐭𝐮𝐟𝐟: messy data, dynamic rules, real decisions.
3.𝐂𝐨𝐫𝐞 𝐫𝐞𝐜𝐢𝐩𝐞 = brain (model), tools, and clear instructions.
1.𝐀𝐠𝐞𝐧𝐭𝐬 ≠ 𝐰𝐨𝐫𝐤𝐟𝐥𝐨𝐰𝐬: agents act autonomously; most LLM apps need an input.
2.𝐔𝐬𝐞 𝐭𝐡𝐞𝐦 𝐟𝐨𝐫 𝐭𝐡𝐞 𝐡𝐚𝐫𝐝 𝐬𝐭𝐮𝐟𝐟: messy data, dynamic rules, real decisions.
3.𝐂𝐨𝐫𝐞 𝐫𝐞𝐜𝐢𝐩𝐞 = brain (model), tools, and clear instructions.
If you’re working with LLMs or thinking about agent-based products, it’s well worth the read:
🔗 cdn.openai.com/business-guide…
If you’re working with LLMs or thinking about agent-based products, it’s well worth the read:
🔗 cdn.openai.com/business-guide…
🔗 www.kaggle.com/whitepaper-p...
🔗 www.kaggle.com/whitepaper-p...
#DevelopmentEconomics
#DevelopmentEconomics
• Tender info alone doesn’t lift firm participation
• Fixing misperceptions about public sector integrity boosts bids & contracts
• Tender info alone doesn’t lift firm participation
• Fixing misperceptions about public sector integrity boosts bids & contracts
at @ieuniversity.bsky.social 's Econ & Finance Seminar. He shared "Do Info Frictions & Corruption Perceptions Kill Competition?"—a sharp study on how mistrust, not info access, limits firms in public procurement. Engaging talk!
at @ieuniversity.bsky.social 's Econ & Finance Seminar. He shared "Do Info Frictions & Corruption Perceptions Kill Competition?"—a sharp study on how mistrust, not info access, limits firms in public procurement. Engaging talk!
• Thierry Foucault, HEC Paris
• Thierry Foucault, HEC Paris
• 𝐖𝐞𝐢 𝐉𝐢𝐚𝐧𝐠, Emory University
• 𝐖𝐞𝐢 𝐉𝐢𝐚𝐧𝐠, Emory University
🔹 𝐀𝐈 𝐚𝐧𝐝 𝐭𝐡𝐞 𝐅𝐢𝐧𝐚𝐧𝐜𝐢𝐚𝐥 𝐒𝐞𝐜𝐭𝐨𝐫: 𝐓𝐫𝐚𝐧𝐬𝐟𝐨𝐫𝐦𝐚𝐭𝐢𝐨𝐧𝐬, 𝐂𝐡𝐚𝐥𝐥𝐞𝐧𝐠𝐞𝐬, 𝐚𝐧𝐝 𝐑𝐞𝐠𝐮𝐥𝐚𝐭𝐨𝐫𝐲 𝐑𝐞𝐬𝐩𝐨𝐧𝐬𝐞𝐬
• Leonardo Gambacorta, Bank for International Settlements
🔹 𝐀𝐈 𝐚𝐧𝐝 𝐭𝐡𝐞 𝐅𝐢𝐧𝐚𝐧𝐜𝐢𝐚𝐥 𝐒𝐞𝐜𝐭𝐨𝐫: 𝐓𝐫𝐚𝐧𝐬𝐟𝐨𝐫𝐦𝐚𝐭𝐢𝐨𝐧𝐬, 𝐂𝐡𝐚𝐥𝐥𝐞𝐧𝐠𝐞𝐬, 𝐚𝐧𝐝 𝐑𝐞𝐠𝐮𝐥𝐚𝐭𝐨𝐫𝐲 𝐑𝐞𝐬𝐩𝐨𝐧𝐬𝐞𝐬
• Leonardo Gambacorta, Bank for International Settlements
The event organized by the IESE Business School Banking Initiative featured insightful discussions on 𝐀𝐈’𝐬 𝐭𝐫𝐚𝐧𝐬𝐟𝐨𝐫𝐦𝐚𝐭𝐢𝐯𝐞 𝐫𝐨𝐥𝐞 𝐢𝐧 𝐭𝐡𝐞 𝐟𝐢𝐧𝐚𝐧𝐜𝐢𝐚𝐥 𝐬𝐞𝐜𝐭𝐨𝐫, exploring both 𝐨𝐩𝐩𝐨𝐫𝐭𝐮𝐧𝐢𝐭𝐢𝐞𝐬 𝐚𝐧𝐝 𝐜𝐡𝐚𝐥𝐥𝐞𝐧𝐠𝐞𝐬 it represents.
The event organized by the IESE Business School Banking Initiative featured insightful discussions on 𝐀𝐈’𝐬 𝐭𝐫𝐚𝐧𝐬𝐟𝐨𝐫𝐦𝐚𝐭𝐢𝐯𝐞 𝐫𝐨𝐥𝐞 𝐢𝐧 𝐭𝐡𝐞 𝐟𝐢𝐧𝐚𝐧𝐜𝐢𝐚𝐥 𝐬𝐞𝐜𝐭𝐨𝐫, exploring both 𝐨𝐩𝐩𝐨𝐫𝐭𝐮𝐧𝐢𝐭𝐢𝐞𝐬 𝐚𝐧𝐝 𝐜𝐡𝐚𝐥𝐥𝐞𝐧𝐠𝐞𝐬 it represents.
A big thank you to our faculty—your insights drive our progress!
#IESPEGA #IEUniversity #HigherEducation #StrategicVision #OrganizationalLearning
A big thank you to our faculty—your insights drive our progress!
#IESPEGA #IEUniversity #HigherEducation #StrategicVision #OrganizationalLearning