| name | robo_advisor |
| description | 智能投顾增强技能:基于现代投资组合理论(MPT)和 Black-Litterman 模型框架,为用户提供个性化资产配置方案、投资组合建议及再平衡计划。支持风险偏好解析、资产规模评估、投资目标识别,合规提示全链路覆盖。 |
| version | 1.0.0 |
| author | AlphaAgent |
| license | MIT |
| layer | L2 |
| capability_domain | ["C02","C03","C05"] |
| industry | financial |
| metadata | {"raw_title":"Robo Advisor Skill - 智能投顾引擎","auto_generated":true,"auto_generated_at":"2026-06-20"} |
Robo Advisor Skill - 智能投顾引擎
Description
智能投顾增强技能:基于现代投资组合理论(MPT)和 Black-Litterman 模型框架,为用户提供个性化资产配置方案、投资组合建议及再平衡计划。支持风险偏好解析、资产规模评估、投资目标识别,合规提示全链路覆盖。
核心能力
1. 风险测评问卷解析
- 解析自然语言风险偏好(稳健型、平衡型、进取型、保守型)
- 支持多维度风险因子提取(风险承受能力、投资期限、流动性需求)
- 输出结构化风险评分(0-100)
2. 资产配置生成
- 基于风险评分的战略资产配置(SAA)
- 资产类别:股票(A股/港股/美股)、债券(利率债/信用债)、另类资产(黄金/原油/REITs)、现金及等价物
- Black-Litterman 模型框架:融合市场均衡收益与投资者观点
3. 投资组合优化
- 均值-方差优化(Mean-Variance Optimization)
- 风险平价(Risk Parity)配置
- 最大夏普比率组合构建
- 因子暴露分析
4. 再平衡策略
- 阈值触发再平衡(drift > 5%)
- 日历再平衡(季度/半年/年)
- 成本感知再平衡优化
5. 合规提示
- 适当性管理提示
- 产品风险等级匹配
- 非保本理财警示
- 法规引用(资管新规、基金投顾指引等)
输入输出格式
CLI 调用
python3 scripts/robo_advisor_cli.py generate "智能投顾 稳健型 资产100万 养老规划"
python3 scripts/robo_advisor_cli.py questionnaire "年龄30 收入50万 投资经验5年 亏损承受20%"
python3 scripts/robo_advisor_cli.py rebalance "当前配置股票30%债券50%现金20% 市值100万"
输出 JSON Schema
{
"session_id": "uuid",
"timestamp": "ISO8601",
"risk_profile": {
"risk_type": "string",
"risk_score": 0-100,
"investment_horizon": "string",
"liquidity_need": "string"
},
"asset_allocation": {
"strategic": {"stocks": "%", "bonds": "%", "alternatives": "%", "cash": "%"},
"tactical": {"stocks": "%", "bonds": "%", "alternatives": "%", "cash": "%"},
"region_allocation": {"china": "%", "hk": "%", "us": "%", "other": "%"}
},
"portfolio": {
"positions": [{"asset": "", "target_pct": "", "rationale": ""}],
"expected_return": "%",
"expected_volatility": "%",
"sharpe_ratio": 0.0,
"var_95": "%",
"max_drawdown_est": "%"
},
"rebalancing": {
"strategy": "string",
"threshold": "%",
"next_rebalance_date": "ISO8601",
"drift_alerts": [{"asset": "", "current_pct": "", "target_pct": "", "drift": ""}]
},
"compliance": {
"appropriateness": "string",
"risk_disclosure": ["string"],
"regulatory_references": ["string"]
}
}
架构
robo_advisor_engine.py: 核心引擎,RoboAdvisorEngine 类
scripts/robo_advisor_cli.py: 命令行入口
wecom_integration.py: 企业微信卡片输出