2025 年 07 月 11 日 金融工程研究团队 魏建榕（首席分析师） 证书编号：S0790519120001 张 翔（分析师） 证书编号：S0790520110001 傅开波（分析师） 证书编号：S0790520090003 高 鹏（分析师） 证书编号：S0790520090002 苏俊豪（分析师） 证书编号：S0790522020001 胡亮勇（分析师） 证书编号：S0790522030001 王志豪（分析师） 证书编号：S0790522070003 盛少成（分析师） 证书编号：S0790121070009 苏 良（分析师） 证书编号：S0790121070008 何申昊（分析师） 证书编号：S0790524070009 蒋 韬（分析师） 证书编号：S0790525070001 恒生科技板块的资金行为监测 ——金融工程定期 | 魏建榕（分析师） | 苏俊豪（分析师） | | --- | --- | | weijianrong@kysec.cn | sujunhao@kysec.cn | | 证书编号：S0790519120001 | 证书编号：S0790522020001 | sujunhao@kyse ...

Core Viewpoint - The China Small and Medium Enterprises Development Index (SMEDI) for Q2 2025 is reported at 89.1, a decrease of 0.4 points from the previous quarter, but higher than the levels in 2023 and 2024. Overall, costs for SMEs have slightly decreased [1]. Industry Summary - The wholesale and retail industry index remained stable at 89.0, while seven other industries, including construction, transportation, real estate, social services, information transmission, and accommodation and catering, saw declines in their indices [2][3]. - The overall index for Q2 2025 is 89.1, down from 89.5 in Q1 2025, with all sub-indices showing a decrease, including macroeconomic sentiment, comprehensive operation, market, cost, funding, labor, input, and efficiency indices [4][5]. Regional Summary - The indices for the eastern, central, and western regions are 90.1, 89.7, and 88.6 respectively, all showing declines from the previous quarter, while the northeastern region saw a slight increase of 0.1 points to 81.5 [4]. Key Characteristics of SMEs - Business confidence is low, with the macroeconomic sentiment index at 98.2, down 0.8 points from the previous quarter, reflecting a decline across all surveyed industries [5]. - Market demand is contracting, as indicated by a market index of 81.2, which is a decrease of 0.3 points from the previous quarter [5]. - Funding conditions are tightening, with the funding index at 100.6, down 0.2 points, and six out of eight industries reporting declines in their funding indices [5]. - Labor supply is increasing while demand is decreasing, with the labor index at 105.9, down 0.1 points, and seven industries reporting a drop in labor demand [5]. - Investment willingness among enterprises is declining, with the input index at 82.3, down 0.6 points, particularly in construction, social services, and accommodation and catering sectors [5]. - Costs for enterprises have slightly decreased, with the cost index at 111.8, down 0.2 points, although the wholesale and retail sector saw a slight increase in costs [5]. - Efficiency has also declined, with the efficiency index at 74.2, down 0.3 points, and six industries reporting a decrease in their efficiency indices [6].

Market Overview - The Shanghai Composite Index increased by 0.36% as of the morning close, with a trading volume of 783.11 million shares and a transaction amount of 934.47 billion yuan, a decrease of 3.50% compared to the previous trading day [1] Industry Performance - Real estate, banking, and oil & petrochemicals sectors showed the highest gains, with increases of 1.53%, 1.42%, and 1.23% respectively [1] - The automotive, defense, and electronics sectors experienced the largest declines, with decreases of 0.93%, 0.92%, and 0.76% respectively [2] Leading Stocks - In the real estate sector, Yuhua Development led with a gain of 9.94% [1] - In the banking sector, Minsheng Bank rose by 5.12% [1] - In the oil & petrochemicals sector, *ST Xinchao increased by 5.08% [1] - In the steel sector, Jinling Mining surged by 10.02% [1] - In the non-bank financial sector, Nanhua Futures also rose by 10.02% [1] - In the pharmaceutical sector, Qianyuan Pharmaceutical saw a significant increase of 19.98% [1] Sector Summary - The real estate sector had a transaction amount of 117.03 billion yuan, up 26.74% from the previous day [1] - The banking sector recorded a transaction amount of 266.82 billion yuan, up 36.61% [1] - The oil & petrochemicals sector had a transaction amount of 80.95 billion yuan, up 36.47% [1] - The automotive sector had a transaction amount of 389.36 billion yuan, down 16.50% [2] - The defense sector recorded a transaction amount of 316.85 billion yuan, down 23.79% [2] - The electronics sector had a transaction amount of 1,036.63 billion yuan, down 10.88% [2]

证券研究报告 2025 年 7 月 10 日 星期四 【A 股市场大势研判】 大盘冲高回落，沪指 3500 点得而复失 市场表现： | 指数名称 | 收盘点位 | 涨跌幅 | 涨跌 | 上证指数分时图 | | --- | --- | --- | --- | --- | | 上证指数 | 3493.05 | -0.13% | -4.43 | | | 深证成指 | 10581.80 | -0.06% | -6.60 | | | 沪深 300 | 3991.40 | -0.18% | -7.05 | | | 创业板 | 2184.67 | 0.16% | 3.60 | | | 科创 50 | 983.11 | -0.89% | -8.84 | | | 北证 50 | 1410.36 | -0.75% | -10.63 | | 资料来源：东莞证券研究所，iFinD 数据 板块排名： | 申万行业表现前五 | | | 申万行业表现后五 | 概 | 念板块表现前五 | 概念板块表现后五 | | | --- | --- | --- | --- | --- | --- | --- | --- | | 传媒 | 1.35% ...

北交所日报 北交所日报(2025.07.09) 2025 年 07 月 09 日 核心观点 分析师 范想想 ☎: 010-8092-7663 网：fanxiangxiang_yj @chinastock.com.cn 分析师登记编码：S0130518090002 2025-07-09 相对沪深 300 表现图 资料来源:iFinD,中国银河证券研究院 相关研究 资料来源：中国银河证券研究院 1. 【银河北交所】2025 年度策略_并购重组助高质 发展，抓两新两重投资机遇 2. 【银河北交所】2024 中期策略_新质生产力赋能 北证,关注国央企投资价值 3. 【中国银河证券】Deepseek 冲击波:北交所_ 中小企业的智能化赋能 www.chinastock.com.cn 证券研究报告 请务必阅读正文最后的中国银河证券股份有限公司免责声明 ７月９日，北证 50 涨跌幅为-0.75%,收于 1410.36点。北证 50 指数开 ● 盘点位为 1426.22点，最高点位达 1439.39点,最低点位为 1405.14点。同 日,上证指数收于 3493.05 点,涨跌幅为-0.13%;沪深 300 收 3991.4 ...

Group 1 - As of the end of Q2 2025, the total market value of northbound funds reached 2.29 trillion yuan, an increase of over 2% compared to the end of Q1, with the number of shares held reaching 123.51 billion, a growth of over 3% [1] - Northbound funds showed a significant structural adjustment in industry allocation, with over 20 industries seeing an increase in holdings, accounting for more than 60% of the 31 industries tracked [3] - The social services industry has been continuously favored by northbound funds for three consecutive quarters, indicating sustained foreign interest in this sector [3] Group 2 - The retail trade industry saw the most significant increase, with a 28.69% rise in the number of shares held and a market value increase of over 45%, reaching 19.75 billion yuan [3] - The defense and military industry also received notable attention, with a 12.5% increase in holdings, and its index leading the market with over a 15% rise in Q2 [3] - In contrast, the oil and petrochemical, textile and apparel, electronics, and home appliances industries experienced a decline in holdings of over 10% [3] Group 3 - Over 1,500 individual stocks saw an increase in holdings by northbound funds, reflecting a clear value orientation [4] - The top ten stocks held by northbound funds include Ningde Times, Kweichow Moutai, and Midea Group, with holdings in Ningde Times exceeding 150 billion yuan and Kweichow Moutai over 100 billion yuan [4] - Notable increases in holdings were observed in Huaming Equipment, Rongchang Biology, and Huayou Cobalt, with Huaming Equipment's latest holding ratio at 17.45%, reflecting a more than 6 percentage point increase [4]

T a [ 行业研究|可选消费 证券研究报告 可选消费行业周报、月报 2025 年 07 月 07 日 b l e [Table_Title] 孩子王小商品城 25H1 业绩预增， MINISO _ M LAND 全球壹号店开业 9 个月业绩破亿 ——美护商社行业周报 [Table_Summary] 报告要点： 市场表现 （2）出行链：2025 年第 26 周（06 月 23 日至 06 月 29 日）全国民 航执行客运航班量近 11 万架次，日均航班量 15763 架次，环比上周 上升 4.1%，同比 2024 年上升 2.9%，同比 2019 年上升 8.8%。 （3）IP 衍生品：高达基地广州首店正式开门营业。PSA 正式宣布将 开始对 Labubu 盲盒内附的卡片进行专业评级服务。阿里关停旗下潮 玩品牌锦鲤拿趣。 （4）零售：名创优品 MINISO LAND 全球壹号店开业 9 个月业绩破 亿。小商品城预计 2025 年半年度实现归属于上市公司股东的净利润 为 16.30 亿元到 17 亿元，同比增长 12.57%-17.40%。孩子王预计 2025 上半年实现归母净利润 1.2-1.6 亿元，同比增 ...

大消费 [Table_ReportDate] 2025 年 7 月 7 日 [T分析师able_A：uthor 罗鹏 ] 执业证书号：S1030523040001 电话：0755-23602217 邮箱：luopeng@csco.com.cn 研究助理：赵靖 电话：0755-23602217 邮箱：zhaojing2@csco.com.cn 公司具备证券投资咨询业务资格 证券研究报告 讯 1) 上周（6/30-7/4）大消费板块表现分化。家用电器、纺织服饰、 社会服务、食品饮料、商贸零售、美容护理周涨跌幅分别为 +1.73%、+1.36%、+0.74%、+0.62%、-0.16%、-0.55%。食品饮料、 家用电器、纺织服饰、商贸零售、社会服务、美容护理各板块领 涨的个股分别是煌上煌（+11.71%）、*ST 同洲（+19.72%）、飞 亚达（+21.56%）、吉峰科技（+7.98%）、国脉科技（+11.64%）、 锦波生物（+9.23%）；领跌的个股分别是欢乐家（-7.28%）、ST 德豪（-4.44%）、华升股份（-8.34%）、新迅达（-9.13%）、西 域旅游（-6.78%）、锦盛新材（-21.72% ...

2025 年 07 月 02 日 金融工程研究团队 魏建榕（首席分析师） 证书编号：S0790519120001 张 翔（分析师） 证书编号：S0790520110001 傅开波（分析师） 证书编号：S0790520090003 高 鹏（分析师） 证书编号：S0790520090002 苏俊豪（分析师） 证书编号：S0790522020001 胡亮勇（分析师） 证书编号：S0790522030001 王志豪（分析师） 证书编号：S0790522070003 盛少成（分析师） 证书编号：S0790523060003 苏 良（分析师） 证书编号：S0790523060004 何申昊（分析师） 证书编号：S0790524070009 蒋 韬（分析师） 证书编号：S0790525070001 相关研究报告 《开源量化评论（49）-对近期北向持 续撤离，南下持续抄底的几点思考》 -2022.3.15 开源量化评论（50）-港股优选：技术 面、资金面、基本面》-2022.3.22 《开源量化评论（96）-公募港股投资 变化及港股通优选组合构建》 -2024.7.15 港股量化：南下资金累计流入达 2024 年 91%，7 ...

[Table_ReportInfo] 2025 年 06 月 30 日 证券研究报告•金融工程报告 机器学习金融工程月报 机器学习因子选股月报（2025 年 7 月） 摘要 西南证券研究院 [Table_Author] 分析师：郑琳琳 执业证号：S1250522110001 邮箱：zhengll@swsc.com.cn 联系人：祝晨宇 邮箱：zhcy@swsc.com.cn 相关研究 请务必阅读正文后的重要声明部分 [Table_Summary] GAN_GRU因子：基于前期报告《量价时序特征挖掘模型在深度学习因子中的 应用》（2024年 7月 11日）中提到的 GAN_GRU 模型，定期更新 GAN_GRU 因子自 2024年以来表现情况。其中 GAN_GRU因子为利用生成式对抗神经网 络 GAN 模型进行量价时序特征处理后再利用 GRU 模型进行时序特征编码得 到的选股因子。 表现跟踪：自 2019 年 1 月至 2025 年 6 月，月频调仓的基础上，GAN_GRU 因子在全 A 范围内 IC均值 11.54%，多头组合年化超额收益率 24.95%；截至 2025 年 6 月 27 日，GAN_GRU ...