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量化投资中的“人类智慧”:AI是工具而非终结者
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在近期伦敦的一场量化投资会议上,多位对冲基金和资产管理公司的执行官指出,当前人工智能(AI)在量化金融领域的价值更多体现在赋能终端用户,而非技术本身。尽管AI能加速研究进程、处理复杂项目,但其尚不足以完全取代人类的判断力。例如,AI可辅助销售计算机化基金,但“人类创造力”被认为是量化策略获得超额收益的关键。AI目前主要被视为一种提高效率的工具,用于处理行政任务和生成内容,而非直接驱动投资决策的革命性力量。最终的投资优势仍在于人类的智慧和对AI工具的有效运用。

💡 AI在量化金融中的核心价值在于赋能终端用户,而非技术本身。尽管AI能加速研究和处理复杂项目,但它并非能够完全取代人类的独立决策者。与会者认为,AI更像是提升效率的工具,让从业者能够专注于更具创造性和策略性的工作。

🧠 “人类创造力”是量化投资在“阿尔法战争”中保持领先的关键。尽管生成式AI的出现带来了前所未有的便利,但它充其量只能被视为一个强大的助手。投资策略的成功,很大程度上仍然依赖于人类分析师的洞察力、直觉以及对市场复杂性的理解。

🚀 AI目前在量化领域的应用主要体现在效率提升和辅助性任务上,例如加速行政流程、生成内容以及辅助基金销售。它能够帮助量化团队处理过去耗时耗日的任务,但尚未达到能够独立驱动投资决策的革命性阶段。其价值更多地体现在“锦上添花”而非“雪中送炭”。

🛠️ AI工具的价值,很大程度上取决于使用者如何驾驭。就像拥有了高速赛车,但并非所有人都能成为优秀的赛车手。AI模型本身只是一个“空白页面”,其有效性很大程度上取决于输入的数据质量和用户的专业知识,即“你喂给模型什么比它被训练过什么更重要”。

What's the latest edge in quant finance, which relies on math whizzes to drive computer-driven funds? Humans.

In an ironic twist, the people behind quant funds are using some of the same language human-run stockpickers and investors have used for decades to defend their style against computer-run alternatives.

"Human creativity" is what will get quants ahead, said Amadeo Alentorn, head of systematic equities at Jupiter Asset Management, adding that there might be "too much hype" for what generative AI can do for investment management right now.

While advances from companies like OpenAI have allowed quants to speed up their processes and work on more complex projects, the technology is not yet to the point where firms can turn their systematic funds over completely to the machines.

"By far the most important part of generative AI is the end user," said Timothee Consigny, CTO of H2O Asset Management, a Paris-based macro manager. Consigny, speaking at a London conference for the industry, called Quant Strats, compared the technology to driving a car; everyone now has access to F1-fast cars thanks to generative AI, but not everyone is able to drive them effectively.

In other words, on its own, AI is not going to help win the "alpha war," said Matthias Uhl, head of analytics and quant solutions at UBS Asset Management.

None other than Citadel founder Ken Griffin agrees with the assessment, saying at Wednesday's Robin Hood conference in New York that generative AI "falls short" when it comes to finding market-beating ideas, according to Bloomberg.

A timesaver and marketing tool, but not a revolution

Back-office grunts and marketing teams might be the biggest beneficiaries of the technology so far. Alentorn said the explosion of the technology has "helped selling our funds" because investors are more comfortable with things being run by a computer now. Uhl meanwhile said it's mostly doing "mundane" tasks.

This aligns with what funds told the Alternative Investment Management Association last year in a survey. While firms were using AI, the primary use cases were for "time savings on administrative tasks" and "content generation" for investor relations teams.

It's not to say quants dislike the technology. Stephan Kessler, who heads quantitative investment research for Morgan Stanley, said, "it allows us to run more systematic strategies in areas we haven't done before." He said the firm has AI combing bond prospectuses for crucial info, a task that used to take a person days is now done in minutes.

"It allows us to code more complex things faster," Kessler added.

But large language models are, in a way, a blank page and need to learn from funds what is important and what isn't. The software itself is not that valuable; as David Shelton, global head of FICC electronic trading and FX quantitative strategies group for Bank of America, pointed out, AI companies are "giving away the code."

Therefore, what you feed the model is more important than what it was trained on, said Haoxue Wang, quant at Izzy Englander's Millennium.

"A language model can't read your mind," Wang said.

In other words, the edge still lies with people — for now.

Read the original article on Business Insider

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