本报告仅用于研究和投资教育,不构成投资建议、收益承诺或支付宝操作指令。基金有亏损风险,QDII 还涉及汇率、额度和海外市场风险。
训练窗口
2026-01-01 ~ 2026-04-30
验证窗口
2026-05-01 ~ 2026-05-31
最新窗口
2026-06-01 ~ 2026-06-22
📊 组合评分总览
72.5
000311 景顺长城沪深300指
可开始或继续定投
70.3
050025 博时标普500ETF
可开始或继续定投
64.0
000478 建信中证500指数增
可开始或继续定投
💰 预算分配
000311 景顺长城沪深30 (1110元)
36.9%
050025 博时标普500E (1040元)
34.7%
000478 建信中证500指 (850元)
28.5%
本期共分析 3 只基金。其中 3 只评分≥60(建议定投),0 只处于45-60观察区间,0 只评分偏低建议谨慎。评分最高的是000311 景顺长城沪深300指数增强A(72.5分),动作建议为「可开始或继续定投」。组合平均相关系数为nan,处于中等水平,具备一定的分散化效果。
🤖
维度① ML机器学习
LSTM/GRU 模型双周期推理
月度 + 周度上涨概率
本期共 3 只基金启用了ML机器学习推理。000311 景顺长城沪深300指数增强A:LSTM-NumPy-Dual模型预测月度上涨概率48%、周度上涨概率49%,整体方向偏空,验证准确率53%,ML调整-0.0分。050025 博时标普500ETF联接A:LSTM-NumPy-Dual模型预测月度上涨概率51%、周度上涨概率52%,整体方向偏多,验证准确率53%,ML调整+0.0分。000478 建信中证500指数增强A:LSTM-NumPy-Dual模型预测月度上涨概率51%、周度上涨概率50%,整体方向偏多,验证准确率53%,ML调整+0.0分。
LSTM-NumPy-Dualnumpy_lstm_dual_horizon验证准确率 53%框架: numpy
LSTM-NumPy-Dualnumpy_lstm_dual_horizon验证准确率 53%框架: numpy
LSTM-NumPy-Dualnumpy_lstm_dual_horizon验证准确率 53%框架: numpy
📐
维度② 统计学分析
风险指标 · 基准对比
滚动回测 · 组合相关性
000311 景顺长城沪深300指数增强A:Sharpe 0.90处于中等水平,相对基准跑出正Alpha。050025 博时标普500ETF联接A:Sharpe 0.42处于中等水平,相对基准跑出正Alpha。000478 建信中证500指数增强A:Sharpe 1.12表明风险调整后收益优秀,下行风险控制较好,最大回撤-12.4%需关注,相对基准跑出正Alpha。
📈 风险调整指标对比
Sharpe 比率
Sortino 比率
Calmar 比率
VaR / CVaR 极端风险
| 基金代码 | 基金名称 | VaR(95%) | CVaR(95%) | 年化波动率 | 最大回撤 |
|---|
| 000311 | 景顺长城沪深300指数增 | -1.32% | -2.25% | 15.88% | -7.34% |
| 050025 | 博时标普500ETF联接 | -1.45% | -1.63% | 13.86% | -9.57% |
| 000478 | 建信中证500指数增强A | -1.92% | -3.54% | 22.68% | -12.40% |
🎯 基准对比分析
| 基金代码 | Beta | 年化Alpha | Treynor | 信息比率 | 跟踪误差 | 上行捕获 | 下行捕获 | R² |
|---|
| 000311 | 0.07 | 15.89% | 2.02 | 0.23 | 20.14% | 0.19 | -0.01 | 0.00 |
| 050025 | -0.01 | 8.04% | -9.06 | 0.87 | 51.77% | -0.02 | -0.04 | 0.00 |
| 000478 | -0.10 | 24.05% | -2.57 | 2.24 | 30.33% | -0.10 | -0.28 | 0.01 |
颜色说明:🟢 正向/优势 · 🔴 负向/劣势 · ⬜ 中性。Beta>1.2波动放大,Alpha>0跑赢基准,IR>0.3主动管理有效。
🔄 滚动回测验证
000311 景顺长城沪深300指 — 24个月窗口
平均绝对误差: 4.39%
分数调整: -4.0
最差窗口: 2024-10-01~2024-10-31 实际-8.00% vs 预测18.42%
050025 博时标普500ETF — 24个月窗口
平均绝对误差: 2.36%
分数调整: +1.0
最差窗口: 2026-04-01~2026-04-30 实际8.65% vs 预测-1.32%
000478 建信中证500指数增 — 24个月窗口
平均绝对误差: 5.73%
分数调整: -4.0
最差窗口: 2024-10-01~2024-10-31 实际-5.76% vs 预测17.82%
🔗 组合相关性分析
相关性热力图
| 000311 | 050025 | 000478 |
|---|
| 000311 | 1.00 | nan | nan |
|---|
| 050025 | nan | 1.00 | nan |
|---|
| 000478 | nan | nan | 1.00 |
|---|
热力图颜色:🔴 正相关(同涨同跌)· 🔵 负相关(对冲)· 深色低关联。对角线为自相关1.00。
📋 单基金统计详情
指数型-股票开放申购费率0.12%数据: akshare:fund_open_fund_info_em
评分分解
- 训练期收益为4.78%。
- 最新窗口收益为4.73%。
- 统计预测30日方向偏正,区间-3.45%至7.09%。
- 验证月方向命中,模型短期方向有效性略加分。
- 相对基准 beta=0.07,波动较小。
- 年化 alpha=15.89%,跑赢基准。
- 未识别到突出单项风险,但仍需承担市场波动。
- 滚动验证方向命中率偏弱:41.67%。
指数型-海外股票暂停申购费率0.12%数据: akshare:fund_open_fund_info_em
评分分解
- 训练期收益为2.23%。
- 统计预测30日方向偏正,区间-2.60%至6.60%。
- 验证月方向命中,模型短期方向有效性略加分。
- 相对基准 beta=-0.01,波动较小。
- 年化 alpha=8.04%,跑赢基准。
- 信息比率 IR=0.87,主动管理有效。
- 滚动验证平均绝对误差较低:2.36%。
- 最新窗口收益为-1.31%。
- 当前申购状态为暂停申购。
指数型-股票开放申购费率0.15%数据: akshare:fund_open_fund_info_em
评分分解
- 训练期收益为7.97%。
- 最新窗口收益为6.36%。
- Sharpe 比率1.12,风险调整后收益较好。
- Sortino 比率1.54,下行风险控制较好。
- 统计预测30日方向偏正,区间-5.83%至9.22%。
- 相对基准 beta=-0.10,波动较小。
- 训练期最大回撤-12.40%。
- 验证月方向未命中,降低预测置信度。
- 滚动验证方向命中率偏弱:33.33%。
🔬
维度③ 深度研究
smart-search 证据包
候选来源 · 已抓取页面
本期深度研究共收集0个候选URL,成功抓取0个页面,执行0条命令。
📝 其他研究内容
研究领域
- **宏观流动性和利率**: `截至 2026-06-23,中国央行货币政策 LPR MLF利率 流动性投放 A股资金面 北向资金 2026`
- **A股宽基估值和资金面**: `截至 2026-06-23,沪深300 中证500 估值PE PB 历史分位 安全边际 2026`
- **海外市场和QDII额度限购**: `截至 2026-06-23,QDII基金额度 限购 美股标普500 纳斯达克100 走势 2026`
- **人民币汇率和美元资产风险**: `截至 2026-06-23,人民币汇率 美元指数 美联储利率 外汇风险 2026`
- **基金公告申购状态费率经理变化**: `截至 2026-06-23,基金代码:000311, 050025, 000478 基金公告 申购状态 费率调整 基金经理变更 分红`
- **相关行业或指数成分趋势**: `截至 2026-06-23,新能源汽车 半导体 消费 医药 行业景气度 政策扶持 2026`
搜索发现摘要
### 海外市场和QDII额度限购 (search)
**查询**: `截至 2026-06-23,QDII基金额度 限购 美股标普500 纳斯达克100 走势 2026`
**内容摘要**: **截至2026年6月23日,QDII额度持续紧张,美股标普500与纳斯达克100相关QDII基金大多严格限购或暂停申购。美股2026上半年表现强劲,纳斯达克100显著跑赢标普500,主要受AI与科技股驱动,但估值较高且波动加大。**[[1]](https://stock.10jqka.com.cn/20260602/c677154622.shtml)[[2]](https://finance.caixin.com/2026-06-03/102450714.html)
### 1. 美股标普500与纳斯达克100 2026年走势(YTD至6月中下旬)
- **标普500 (S&P 500)**:YTD总回报约9.2%–11%(价格回报约9.16%,含股息更高),当前指数约7473点(6月22日收盘7472.79,下跌0.37%)。年内高点约7621点(6月初),曾于1月突破7000点。2026上半年整体上涨,4月出现强劲反弹(单月涨幅显著),但经历地缘政治、通胀、利率预期等波动,部分月份回调。过去一年回报约25%,52周范围约5943–7621点。AI与科技权重股是主要推动力,市场广...
**来源URL**:
- https://stock.10jqka.com.cn/20260602/c677154622.shtml
- https://finance.caixin.com/2026-06-03/102450714.html
- https://www.slickcharts.com/sp500/returns/ytd
- https://www.marketwatch.com/investing/index/spx
- https://www.chase.com/personal/investments/learning-and-insights/article/stock-market-returns-may-2026
### 人民币汇率和美元资产风险 (search)
**查询**: `截至 2026-06-23,人民币汇率 美元指数 美联储利率 外汇风险 2026`
**内容摘要**: **截至2026年6月23日主要指标总结(实时数据汇总)**[[1]](https://tradingeconomics.com/china/currency)[[2]](http://www.chinamoney.com.cn/english/hombtbrrthdt/)
**人民币汇率 (USD/CNY)**: 约 **6.77–6.79**。
- CFETS参考汇率约为6.7746–6.7778(6月23日)。
- 市场报价多在6.776–6.79区间(Trading Economics报约6.785–6.79,当日小幅走弱约0.1–0.17%)。[[3]](https://wise.com/us/currency-converter/usd-to-cny-rate/history)[[4]](https://finance.yahoo.com/quote/CNY%3DX/history/)
- 2026年至今平均约6.87,最低触及约6.756–6.757(6月中旬),较年初约6.9–7.0附近有所升值(人民币温和走强)。过去12个月人民币对美元升值约5.25%。...
**来源URL**:
- https://tradingeconomics.com/china/currency
- http://www.chinamoney.com.cn/english/hombtbrrthdt/
- https://wise.com/us/currency-converter/usd-to-cny-rate/history
- https://finance.yahoo.com/quote/CNY%3DX/history/
- https://www.exchangerates.org.uk/USD-CNY-spot-exchange-rates-history-2026.html
### 基金公告申购状态费率经理变化 (search)
**查询**: `截至 2026-06-23,基金代码:000311, 050025, 000478 基金公告 申购状态 费率调整 基金经理变更 分红`
**内容摘要**: **截至2026-06-23(数据主要来自天天基金网/东方财富、基金公司官网、新浪财经、汇丰基金等渠道),三只基金的概要如下(信息基于公开披露,动态变化请以官方最新公告为准)。**[[1]](https://fundf10.eastmoney.com/000311.html)[[2]](http://fundf10.eastmoney.com/050025.html)[[3]](http://fundf10.eastmoney.com/000478.html)
### 1. 000311 — 景顺长城沪深300指数增强A(指数型-股票,跟踪沪深300增强)
- **申购状态**:开放申购、开放赎回(支持定投)。部分平台最低起购金额较低(如1元或10元)。[[4]](http://stock.finance.sina.com.cn/fundInfo/view/FundInfo_CWZB.php?symbol=000311)
- **费率调整**:无近期重大费率调整。管理费1.00%/年,托管费0.20%/年。最高申购费1.20%(天天基金等平台优惠后约0.12%),赎回费视持有期而定(...
**来源URL**:
- https://fundf10.eastmoney.com/000311.html
- http://fundf10.eastmoney.com/050025.html
- http://fundf10.eastmoney.com/000478.html
- http://stock.finance.sina.com.cn/fundInfo/view/FundInfo_CWZB.php?symbol=000311
- http://fundf10.eastmoney.com/jjfl_000311.html
已抓取验证页面
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- ❌ [https://weibo.com/u/1832487154](https://weibo.com/u/1832487154) (0 bytes)
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- http://www.hibor.com.cn(慧博投研资讯)本次新能源汽车下乡汽车目录包含155款车型,同时落实车购税、车船税减免、县域充换电设施补短板等政策,积极扩大新能源汽车乡村地区消费。除汽车下乡外,2026年还将深入推进汽车以旧换新进乡村。在新能源汽车下乡活动中设置以旧换新专区。对换购新能源汽车的乡村地区消费者,均可按政策要求申领汽车以旧换新补贴,不受补贴资格数量限制。本次新能源汽车下乡以及汽车以旧换新活动有望进一步激活国内乘用车市场需求,叠加出口持续高增,看好自主车企销量上行
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证据目录
- /tmp/smart-search-evidence/fund-dca-2026-06-23-20260623-175943
使用方式
- 将本研究报告作为三维综合分析的「维度③ 定性判断」输入。
- 只把已 fetch 页面支持的事实写成确定表述;未 fetch 的来源只能作为候选线索。
- 定性信息只调整风险提示、暂停/观察理由和预算倾斜,不应覆盖净值回测的证据。
📌 数据和模型限制
- 净值数据来自公开数据源(AkShare/东方财富),更新时点和字段可能变化。
- ML推理依赖HuggingFace托管的LSTM模型,模型可用性和推理精度受网络和权重影响。
- 统计预测只用于方向和风险区间,不是精确净值预测。
- 风险指标(Sharpe/Sortino/Calmar/VaR)基于历史数据,不保证未来表现。
- 基准对比默认使用沪深300指数(000300),QDII基金可能需要更换基准。
- 滚动回测窗口数有限时,历史稳定性证据较弱,需谨慎解读。
- 深度研究的定性信息只调整风险提示和定投节奏,不覆盖净值回测证据。
- 实际申购费率、限购、支付宝页面展示以平台实时信息为准。
- 本报告仅用于研究和投资教育,不构成投资建议、收益承诺或操作指令。