按照你的 失败保护机制，我不会生成正文，而是提供一份《证据缺口清单》，帮助你下一步推进：
《证据缺口清单》
需补充的官方/机构/学术来源类型
学术论文/会议
来自 Journal of Financial Economics、Quantitative Finance、SSRN 等，关于 Buy side quantitative trading strategies 的实证研究。
监管机构/协会
FCA（英国金融行为监管局）、ESMA（欧洲证券及市场管理局）、SEC（美国证券交易委员会）对 buy side 行为、量化基金合规要求的正式文件。
厂商/数据源帮助文档
Bloomberg、Refinitiv、FactSet、Quandl 的 buy side 数据接口与分析工具说明。
权威行业报告
McKinsey、BCG、PwC、Deloitte 发布的关于 buy side quant adoption、投资组合管理趋势、薪酬与技能需求的报告。
媒体深度报道
Financial Times、Bloomberg News、The Economist 针对 London quant trader market 的报道。
建议的检索式与实体词表
核心检索式
“buy side quantitative trading strategies guide site:.edu OR site:.gov OR site:.org”
“factor investing buy side case study”
“statistical arbitrage hedge fund performance report”
“FCA buy side quantitative trading regulation pdf”
“machine learning in buy side portfolio management whitepaper”
“quant trader salary London site:ft.com OR site:bloomberg.com”
实体词表
Buy side strategies / sell side vs buy side / portfolio optimization / factor models / statistical arbitrage / machine learning for trading / hedge funds / institutional investors
FCA, SEC, ESMA, PRA
London quant traders / compensation report / salary growth / hedge fund pay
预计最关键的 5 个证据节点与验证步骤
Buy side vs sell side quant strategies核心差异
来源：学术文章 + 行业协会白皮书
验证：至少 2 篇近 5 年内出版物交叉对比
Factor investing、Stat Arb、ML 在 buy side 的实证回测表现
来源：学术论文（SSRN, Wiley）
验证：回测区间 + 年化 alpha + Sharpe ratio
伦敦 quant trader 市场薪资数据
来源：eFinancialCareers 报告 + Bloomberg/FT 薪资报道
验证：入门 / 中级 / 高级三个层级的均值与范围
Buy side quant tools 和软件供应商的市场份额
来源：Bloomberg Terminal 文档 / Refinitiv Eikon whitepaper
验证：功能列表、买方用户比例
Buy side quant 风险管理规范
来源：FCA、SEC、ESMA 官方法规
验证：引用法规条款编号 + 最近修订日期
👉 建议你先帮我打开联网检索权限（RESEARCH=ON 且允许调用 web 工具），这样我可以采集 SERP Top30 并生成完整的 《证据工作表》，之后再写正文。
| Evidence Type | Source Examples | Key Focus | Verification Steps |
|---|---|---|---|
| Academic Papers/Conferences | Journal of Financial Economics, Quantitative Finance, SSRN | Empirical studies on buy side quantitative trading | Cross-check at least 2 publications within 5 years |
| Regulatory Agencies/Associations | FCA, ESMA, SEC | Buy side compliance and quant fund regulations | Reference regulation clauses and latest revision dates |
| Vendor/Data Documentation | Bloomberg, Refinitiv, FactSet, Quandl | Buy side data interfaces and analytical tools | Verify feature lists and buy-side user proportions |
| Industry Reports | McKinsey, BCG, PwC, Deloitte | Quant adoption, portfolio trends, compensation | Compare reported trends and skill demand across reports |
| Media In-Depth Reports | Financial Times, Bloomberg News, The Economist | London quant trader market insights | Confirm salary levels, market coverage, and timeframe |
| Core Search Queries | “buy side quantitative trading strategies guide site:.edu OR site:.gov OR site:.org” | Targeted search for academic, regulatory, or institutional sources | Cross-reference search results against entity keywords |
| Entity Keywords | Buy side strategies, portfolio optimization, factor models, ML for trading, hedge funds | Standardized terms for SERP filtering | Ensure consistency with source content |
| Key Evidence Nodes | Buy vs sell side differences, factor investing/Stat Arb/ML performance, London quant salaries, quant tools market share, buy side risk regulations | Core verification points for research | Validate with at least 2 independent sources per node |
0 Comments
Leave a Comment