Quantitative Risk & Algorithmic Advisory 量化分析 · 风险管控 · 算法交易

Where
precision
meets the
market.
精准
洞察市场。

Institutional-grade quantitative analysis, systematic risk control, and automated trading infrastructure — built for discerning hedge funds and family offices. 欣安量化为对冲基金与家族办公室提供量化分析工具与系统——模型严谨、代码可靠、策略落地执行。

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Core Capability核心能力
Alpha & Risk AttributionAlpha 与风险归因
⚙️
Technology技术栈
Python · IBKR · Alpaca APIsPython · IBKR · Alpaca
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Risk Focus风控重点
Options Hedging · Tail Risk期权对冲 · 尾部风险
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Foundation专业背景
Experimental Physics & Precision Measurement实验物理 · 精密测量

What we deliver 核心服务

Every engagement is built around precision — rigorous models, clean code, and clear deliverables. No black boxes, no vague recommendations. Just actionable quantitative intelligence. 每项服务以精准为核心——模型经过严格验证,代码达到生产级标准,交付物清晰可执行。无黑箱,无模糊建议,只有可落地的量化分析。

01
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Quantitative Portfolio Analysis量化投资组合分析

Alpha/beta decomposition, Sharpe & Sortino analytics, factor exposure attribution, and benchmark-relative performance across equities, options, and futures. Alpha/Beta分解、夏普与索提诺比率、因子敞口归因及基准相对表现分析,覆盖股票、期权与期货。

02
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Risk Control & Hedging风险控制与对冲

Tail-risk frameworks, dynamic hedge triggers, protective options structuring, and drawdown limit systems for long-only and barbell portfolios. 尾部风险保护、动态对冲触发、期权保护结构——不管你是纯多头还是杠铃组合,我们帮你把防线设好。

03
⚙️

Algorithmic Trading Systems算法交易系统

End-to-end automated strategy development: signal generation, backtesting, and live execution via IBKR, Alpaca, or bespoke broker APIs. 覆盖信号生成、策略回测至实盘执行的完整开发流程,支持 IBKR、Alpaca 及定制券商 API 对接。

04
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Options Strategy Engineering期权策略构建

Covered calls, protective puts, wheels, and spreads. Greeks management, GEX analysis, and systematic roll management with full automation. 备兑开仓、保护性看跌、Wheel 及价差策略。含 Greeks 管理、GEX 分析与系统化自动展期。

05
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Macro & Regime Monitoring宏观环境与市场体制监测

Geopolitical event modeling, Fed regime dashboards, yield curve analytics, and commodity/FX overlay signals integrated into your framework. 地缘政治事件建模、美联储政策仪表板、收益率曲线分析及大宗商品/外汇叠加信号,整合至投资框架。

06
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Custom Research & Backtesting定制研究与回测

Hypothesis-driven strategy research with walk-forward validation, Monte Carlo stress testing, and ML-augmented signal construction. 基于假设驱动的策略研究,配合滚动前向验证、蒙特卡洛压力测试与机器学习信号构建。

02 — Methodology02 — 工作核心方法

Rigorous by design 严谨为核心方法

01
Diagnostic & Discovery诊断与梳理
Portfolio audit, risk exposure mapping, strategy clarification. We model what you hold before we model what you could do. 对现有投资组合进行全面审计,梳理风险敞口与策略逻辑。理清现状,方能规划下一步。
02
Quantitative Modeling量化建模
Statistical analysis, signal research, factor construction — all validated out-of-sample with conservative assumptions on costs and slippage. 统计分析、信号研究与因子构建,全部经过样本外验证。成本与滑点假设保守审慎,结果可信。
03
Systematic Implementation系统化实施
Python-based automation, API integration, real-time monitoring dashboards. Production-grade code reviewed for latency and fault tolerance. Python 自动化、API 集成与实时监控仪表板,交付生产级代码,覆盖延迟优化与容错处理。
04
Ongoing Calibration持续校准
Regime-adaptive recalibration, live performance attribution, and systematic review cycles. Markets evolve — your systems must too. 市场环境持续演变,系统亦需同步迭代。定期重新校准模型,结合实时绩效归因与系统化复盘周期。
# Shion Quant 欣安量化 — Portfolio Risk Engine import numpy as np import pandas as pd def compute_risk_metrics(returns, benchmark, rf=0.053): excess = returns - rf/252 cov = np.cov(returns, benchmark) beta = cov[0,1] / cov[1,1] alpha = (returns.mean() - rf/252 - beta * (benchmark.mean() - rf/252)) * 252 sharpe = excess.mean() / excess.std() * np.sqrt(252) downdev = excess[excess<0].std() * np.sqrt(252) sortino = (excess.mean() * 252) / downdev cvar_95 = np.percentile(returns, 5) return { "alpha" : round(alpha, 4), "beta" : round(beta, 4), "sharpe" : round(sharpe, 4), "sortino": round(sortino,4), "cvar_95": round(cvar_95,4), } def hedge_signal(prices): ma200 = prices.rolling(200).mean() return prices.iloc[-1] < ma200.iloc[-1]

03 — Deliverables03 — 交付成果

Tangible outputs 具体可用的交付物

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Monthly Risk Report月度风险报告
Full attribution, Greeks exposure, regime indicators, hedge effectiveness review, and forward scenario analysis.涵盖绩效归因、Greeks 敞口、市场体制指标、对冲有效性评估及前瞻情景分析。
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Production Automation Scripts生产级自动化脚本
Owned, documented Python systems with API integrations, unit tests, and monitoring hooks — fully handed over.附完整文档与单元测试的 Python 系统,含 API 集成与监控钩子,完整移交客户所有。
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Live Monitoring Dashboard实时监控仪表板
Real-time portfolio tracker with P&L, delta exposure, hedge status, and macro overlay signals.实时追踪盈亏、Delta 敞口、对冲状态与宏观叠加信号,多端适配。
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Strategy Research Memos策略研究备忘录
Hypothesis, methodology, in-sample / out-of-sample results, and implementation recommendations.涵盖研究假设、核心方法论、样本内外测试结果及实施建议,达到学术级严谨标准。
Event-Driven Alerts事件预警通知
Configurable signals for VIX spikes, MA crossovers, geopolitical macro triggers, and position limit breaches.可配置的 VIX 骤升、均线交叉、地缘政治触发及持仓超限预警,自动推送通知。
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Onboarding & Training Sessions入职培训与知识传递
Structured knowledge transfer so your team understands every model and parameter — no black boxes.系统化知识传递,确保客户团队深入理解每一个模型与参数,实现真正独立运营。

04 — Who We Serve04 — 服务对象

Built for sophisticated investors 专为成熟的投资者

Profile A类型 A
Small Hedge Funds小型对冲基金
  • Systematic strategy development & backtesting系统化策略开发与回测
  • Risk-adjusted performance attribution风险调整绩效归因
  • Broker API automation (IBKR, Alpaca)券商 API 自动化(IBKR、Alpaca)
  • Regulatory-aware position sizing合规导向的仓位管理
  • Tail-risk hedging overlays尾部风险对冲叠加
Profile B类型 B
Family Offices家族办公室
  • Barbell portfolio construction & monitoring杠铃型投资组合构建与监控
  • Options income strategies (wheels, covered calls)期权收益策略(Wheel、备兑开仓)
  • Multi-account consolidation dashboards多账户整合仪表板
  • Macro regime & geopolitical risk overlays宏观体制与地缘政治风险叠加
  • Tax-aware rebalancing analysis税务优化再平衡分析
Profile C类型 C
Active Prop Traders活跃自营交易者
  • Futures & options analytics (NQ, ES, CL)期货与期权分析(NQ、ES、CL)
  • Delta/gamma exposure monitoringDelta/Gamma 敞口监控
  • GEX & options flow analysisGEX 与期权流分析
  • PDT-aware equity strategy designPDT 规则导向的股票策略设计
  • Custom signal research & execution scripts定制化信号研究与执行脚本

05 — About05 — 关于

Science-grade rigor 以科学核心方法论驱动量化

Shion Quant brings experimental physics methodology to financial markets — the same statistical discipline, hypothesis testing, and systematic validation used in detecting rare events at the edge of measurability.

Most institutional-grade quantitative tools are inaccessible to smaller, sophisticated investors. Our mission is to close that gap — delivering rigorous, automation-ready analytics at a scale and price point that works for family offices and emerging hedge funds.
欣安量化将实验物理的研究核心方法引入金融市场——运用同一套统计严谨性、假设检验与系统化验证流程,应用于资产定价与风险分析。

机构级量化工具对大多数中小型投资者而言门槛过高。欣安量化的使命,是以合理的规模与收费,向家族办公室和新兴对冲基金提供同等水准的量化能力。

Background专业背景
Experimental Physics / Precision Measurement / New Signal Searches实验物理 / 精密测量 / 新信号探索
Markets Focus市场方向
Equities, Options, NQ/ES Futures股票、期权、NQ/ES 期货
Tech Stack技术栈
Python, IBKR API, Alpaca, NumPy, SciPyPython · IBKR · Alpaca · NumPy · SciPy
Approach核心方法
Systematic, Model-Driven, Regime-Aware系统化 · 模型驱动 · 体制感知
Quantitative Modeling量化建模97%
Options & Derivatives期权与衍生品93%
Algorithmic Systems算法交易系统95%
Risk Management风险管理96%
Macro & Regime Analysis宏观与体制分析88%
Execution & Automation执行与自动化94%

06 — Pricing06 — 收费方案

Transparent engagements 透明清晰的合作方案

Diagnostic诊断评估
$2,500
one-time engagement一次性服务
  • Full portfolio risk audit全面投资组合风险审计
  • Alpha/beta/Sharpe reportAlpha/Beta/Sharpe 报告
  • Drawdown & tail risk analysis回撤与尾部风险分析
  • Written recommendations memo书面建议备忘录
  • 60-min debrief call60 分钟结果汇报电话
Get Started立即开始
Build定制开发
$15k+
project-based按项目计费
  • Custom strategy research定制化策略研究
  • Full algorithm build & backtest完整算法开发与回测
  • Live trading system deployment实盘交易系统部署
  • Dashboard & monitoring infra仪表板与监控基础设施
  • Team training & handover团队培训与完整交接
  • 90-day post-launch support上线后 90 天技术支持
Discuss Scope洽谈项目范围

Let's build something precise. 开启合作,从一次对话开始

Every engagement begins with a complimentary 30-minute strategy call. No decks, no pitches — just a direct conversation about your portfolio and what's possible. 每次合作均从一次免费的 30 分钟策略通话开始。无需提前准备,直接聊投资组合现状与潜在方向即可。

Email电子邮件
contact@shionquant.com
Location所在地
San Diego, CA · Remote美国圣地亚哥 · 远程服务全球
Send an Inquiry发电子邮件给我们 Download Capability Brief

Typical response within one business day. All initial consultations are confidential and carry no obligation. 通常在一个工作日内回复。初次咨询严格保密,不附带任何义务。