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Our experiment ran from February to July 2024, involving 344 participants (both undergraduate and graduate students from Central and South Asian universities and senior executives at a South Asian bank) and GPT-4o, a  contemporary large language model (LLM) created by OpenAI. Participants navigated a gamified simulation designed to replicate the kinds of decision-making challenges CEOs face, with various metrics tracking the quality of their choices. The simulation was a coarse-grained digital twin of the U.S. automotive industry, incorporating mathematical models based on real data of car sales, market shifts, historical pricing strategies and elasticity, as well as broader influences like economic trends and the effects of Covid-19. (Disclosure: The game was developed by our Cambridge, England-based startup, Strategize.inc).

Players made a slew of corporate strategy decisions through a game interface, on a per round basis. Each round represented a fiscal year, and this structure enabled participants to tackle strategic challenges over several simulated, interlinked years. The game thus had over 500,000 possible decision combinations per round and no fixed winning formula. The goal of the game was simple — survive as long as possible without being fired by a virtual board while maximizing market cap. The former is determined by a group of unique key performance indicators (KPIs) set by the board and the latter being driven by a combination of sustainable growth rates and free cash flow. This objective served as a realistic proxy for measuring real-world CEO performance.

After the human participants completed their turn, we handed control over to GPT-4o. We then benchmarked GPT-4o’s performance against four human participants — the top two students and two executives. The results were both surprising and provocative, challenging many of our assumptions about leadership, strategy, and the potential role of AI in decision-making at the highest levels of business.

AI Can (Mostly) Outperform Human CEOs
https://hbr.org/2024/09/ai-can-mostly-outperform-human-ceos



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Our experiment ran from February to July 2024, involving 344 participants (both undergraduate and graduate students from Central and South Asian universities and senior executives at a South Asian bank) and GPT-4o, a  contemporary large language model (LLM) created by OpenAI. Participants navigated a gamified simulation designed to replicate the kinds of decision-making challenges CEOs face, with various metrics tracking the quality of their choices. The simulation was a coarse-grained digital twin of the U.S. automotive industry, incorporating mathematical models based on real data of car sales, market shifts, historical pricing strategies and elasticity, as well as broader influences like economic trends and the effects of Covid-19. (Disclosure: The game was developed by our Cambridge, England-based startup, Strategize.inc).

Players made a slew of corporate strategy decisions through a game interface, on a per round basis. Each round represented a fiscal year, and this structure enabled participants to tackle strategic challenges over several simulated, interlinked years. The game thus had over 500,000 possible decision combinations per round and no fixed winning formula. The goal of the game was simple — survive as long as possible without being fired by a virtual board while maximizing market cap. The former is determined by a group of unique key performance indicators (KPIs) set by the board and the latter being driven by a combination of sustainable growth rates and free cash flow. This objective served as a realistic proxy for measuring real-world CEO performance.

After the human participants completed their turn, we handed control over to GPT-4o. We then benchmarked GPT-4o’s performance against four human participants — the top two students and two executives. The results were both surprising and provocative, challenging many of our assumptions about leadership, strategy, and the potential role of AI in decision-making at the highest levels of business.

AI Can (Mostly) Outperform Human CEOs
https://hbr.org/2024/09/ai-can-mostly-outperform-human-ceos

BY Кадровый Болт Генона


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After fleeing Russia, the brothers founded Telegram as a way to communicate outside the Kremlin's orbit. They now run it from Dubai, and Pavel Durov says it has more than 500 million monthly active users. Friday’s performance was part of a larger shift. For the week, the Dow, S&P 500 and Nasdaq fell 2%, 2.9%, and 3.5%, respectively. And indeed, volatility has been a hallmark of the market environment so far in 2022, with the S&P 500 still down more than 10% for the year-to-date after first sliding into a correction last month. The CBOE Volatility Index, or VIX, has held at a lofty level of more than 30. One thing that Telegram now offers to all users is the ability to “disappear” messages or set remote deletion deadlines. That enables users to have much more control over how long people can access what you’re sending them. Given that Russian law enforcement officials are reportedly (via Insider) stopping people in the street and demanding to read their text messages, this could be vital to protect individuals from reprisals. Oleksandra Matviichuk, a Kyiv-based lawyer and head of the Center for Civil Liberties, called Durov’s position "very weak," and urged concrete improvements.
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Telegram Кадровый Болт Генона
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