Market Performance - On July 9, 2025, the North Exchange 50 index decreased by 0.75%, closing at 1410.36 points[3] - The overall trading volume on the North Exchange was 22.444 billion yuan, with a turnover rate of 4.28%[3] - Compared to the previous week, the average daily trading volume decreased from 27.983 billion yuan[3] Industry Trends - The most significant gainers were in the social services sector (+14.3%), construction decoration (+3.1%), media (+2.3%), and beauty care (+0.6%)[3] - The largest declines were seen in transportation (-3.7%), computer (-2.5%), petroleum and petrochemicals (-2.4%), and communications (-2.2%)[3] Stock Performance - Among 268 listed companies, 46 rose, 4 remained flat, and 218 fell[3] - The top performer was Guoyi Bidding, which increased by 29.97%, followed by Kairun Intelligent Control (+7.66%) and Zhongfang Biao (+7.35%)[3] Valuation Metrics - The overall valuation of the North Exchange was 50.21 times earnings, which is higher than the ChiNext (36.30) but lower than the Sci-Tech Innovation Board (53.00)[3] - The highest average P/E ratio was in the electronics sector at 199.3 times, followed by computers (141.4 times) and agriculture (118.8 times)[3] Risk Factors - Risks include lower-than-expected policy support, insufficient technological innovation, intensified market competition, and market volatility[3]

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]

Investment Rating - The report maintains an "Overweight" rating for the industry, with a focus on new consumption sectors such as beauty care, IP derivatives, and gold jewelry [5][32]. Core Insights - The beauty care sector saw significant activity, with Douyin's beauty category GMV exceeding 20 billion yuan in June, where skincare accounted for 66.4% and color cosmetics for 33.6% [3][24]. - Notable companies like MINISO achieved over 100 million yuan in sales within nine months of opening their global flagship store [4][29]. - The report highlights the performance of key companies, with projected net profits for Xiaoshangpin City expected to be between 1.63 billion to 1.7 billion yuan, marking a year-on-year increase of 12.57% to 17.40% [30]. Market Performance - During the week of June 30 to July 4, 2025, the retail trade, social services, and beauty care sectors experienced declines of 0.16%, 0.74%, and 0.55% respectively, ranking 27th, 17th, and 29th among 31 primary industries [14][18]. - The report notes that the education, professional chain, and trade sectors saw the highest gains, with increases of 7.47%, 7.42%, and 5.2% respectively [2][14]. Key Industry Events and News - The report discusses various industry events, including the approval of a topical finasteride spray by NMPA, marking it as the first and only approved product for male androgenetic alopecia [3][24]. - L'Oréal announced the acquisition of the professional hair care brand Color Wow, valued at approximately 10 billion yuan [3][26]. - The report also mentions the performance of companies like Huaxi Biological, which reported significant revenue declines for its brands in 2024 [31]. Investment Recommendations - The report recommends focusing on companies such as Shangmei Co., Juzhi Biological, Marubi Biological, and others within the beauty care sector [5][32].

Investment Rating - The report does not explicitly state an investment rating for the industry, but it suggests a focus on leading companies in the air conditioning and maternal and infant sectors due to current market conditions and policy support [3][4]. Core Insights - Extreme high temperatures in Europe have significantly increased demand for air conditioning units, with a notable rise in exports from China to Europe, indicating a robust market opportunity [4]. - The recent push for pro-natalist policies across various provinces in China is expected to enhance the investment value in maternal and infant-related industries, as these policies aim to alleviate the financial burden of raising children [4]. - The report highlights the importance of monitoring the duration and intensity of extreme weather conditions, as well as the performance of leading companies in terms of order growth and earnings realization [4]. Summary by Sections Market Weekly Review - The consumer sector showed mixed performance, with home appliances and textiles leading the gains, while sectors like beauty care and retail experienced declines [4]. - Notable stock performances included significant gains for companies like Huashanghuan (+11.71%) and Feiyada (+21.56%), while stocks like Xinshunda (-9.13%) and Jinsong New Materials (-21.72%) faced substantial losses [4]. Industry News and Key Company Announcements - The report discusses various industry news, including regulatory responses to illegal medical beauty training and significant corporate acquisitions aimed at diversifying product offerings in the pet food market [16][18]. - Companies like San Zhi Song Shu and Guo Quan announced substantial investments in supply chain improvements and new production bases, indicating a strategic focus on enhancing operational capabilities [20][21].

- Model Name: Hong Kong Stock Selection 20 Portfolio; Model Construction Idea: The model selects the top 20 stocks with the highest scores based on four types of factors (technical, capital, fundamental, and analyst expectations) from the Hong Kong Stock Connect sample stocks and constructs an equal-weighted portfolio at the end of each month; Model Construction Process: The model uses the Hong Kong Composite Index (HKD) (930930.CSI) as the benchmark. The specific construction process involves selecting the top 20 stocks with the highest scores based on the four types of factors and constructing an equal-weighted portfolio at the end of each month[3][37][39]; Model Evaluation: The model has shown excellent performance in the Hong Kong Stock Connect sample stocks[37] - Factor Name: Technical Factors; Factor Construction Idea: Technical factors are constructed based on the price and volume data of stocks; Factor Construction Process: The specific construction process involves calculating various technical indicators such as moving averages, relative strength index (RSI), and moving average convergence divergence (MACD) to evaluate the stock's price trend and momentum[37][38]; Factor Evaluation: Technical factors have shown good performance in the Hong Kong Stock Connect sample stocks[37] - Factor Name: Capital Factors; Factor Construction Idea: Capital factors are constructed based on the capital flow data of stocks; Factor Construction Process: The specific construction process involves calculating the net capital inflow and outflow of stocks to evaluate the stock's capital flow trend[37][38]; Factor Evaluation: Capital factors have shown good performance in the Hong Kong Stock Connect sample stocks[37] - Factor Name: Fundamental Factors; Factor Construction Idea: Fundamental factors are constructed based on the financial data of stocks; Factor Construction Process: The specific construction process involves calculating various financial ratios such as price-to-earnings (P/E) ratio, return on equity (ROE), and total market value to evaluate the stock's financial health and valuation[37][38]; Factor Evaluation: Fundamental factors have shown good performance in the Hong Kong Stock Connect sample stocks[37] - Factor Name: Analyst Expectation Factors; Factor Construction Idea: Analyst expectation factors are constructed based on the analyst ratings and target prices of stocks; Factor Construction Process: The specific construction process involves collecting and analyzing the analyst ratings and target prices of stocks to evaluate the stock's future performance expectations[37][38]; Factor Evaluation: Analyst expectation factors have shown good performance in the Hong Kong Stock Connect sample stocks[37] Model Backtest Results - Hong Kong Stock Selection 20 Portfolio, Annualized Excess Return: 13.3%, Excess Return Volatility Ratio: 1.0[4][40][41] Factor Backtest Results - Southbound Capital, Average Return: 25.7%[32][36] - Foreign Capital, Average Return: 13.5%[32][36] - Domestic Capital, Average Return: 14.0%[32][36] - Hong Kong Capital and Others, Average Return: 10.2%[32][36]

Quantitative Factor and Model Analysis Quantitative Models and Construction 1. **Model Name**: GAN_GRU Model **Model Construction Idea**: The GAN_GRU model combines Generative Adversarial Networks (GAN) for generating realistic price-volume sequential features and Gated Recurrent Units (GRU) for encoding these sequential features into predictive signals for stock selection [2][9]. **Model Construction Process**: - **GRU Component**: - Input features include 18 price-volume features such as closing price, opening price, turnover, and turnover rate [10][13]. - Training data consists of the past 400 trading days' features, sampled every 5 trading days, forming a 40x18 feature matrix to predict the cumulative return over the next 20 trading days [14]. - Data preprocessing includes outlier removal and standardization at both time-series and cross-sectional levels [14]. - The GRU network consists of two layers (GRU(128, 128)) followed by an MLP (256, 64, 64), with the final output being the predicted return (pRet) [18]. - **GAN Component**: - The generator (G) uses an LSTM model to preserve the sequential nature of the input features, while the discriminator (D) employs a CNN to process the two-dimensional price-volume feature "images" [29][32]. - The generator's loss function is: $$ L_{G} = -\mathbb{E}_{z\sim P_{z}(z)}[\log(D(G(z)))] $$ where \( z \) represents random noise, \( G(z) \) is the generated data, and \( D(G(z)) \) is the discriminator's output probability [20][21]. - The discriminator's loss function is: $$ L_{D} = -\mathbb{E}_{x\sim P_{data}(x)}[\log D(x)] - \mathbb{E}_{z\sim P_{z}(z)}[\log(1-D(G(z)))] $$ where \( x \) is real data, \( D(x) \) is the discriminator's output for real data, and \( D(G(z)) \) is the output for generated data [23][25]. - Training alternates between updating the discriminator and generator parameters until convergence [26]. **Model Evaluation**: The GAN_GRU model effectively captures both sequential and cross-sectional price-volume features, leveraging the strengths of GANs and GRUs for stock selection [2][9][29]. --- Quantitative Factors and Construction 1. **Factor Name**: GAN_GRU Factor **Factor Construction Idea**: The GAN_GRU factor is derived from the GAN_GRU model's output, representing the encoded price-volume sequential features as a stock selection signal [2][9]. **Factor Construction Process**: - The factor is derived from the predicted return (pRet) output of the GAN_GRU model [18]. - The factor undergoes industry and market capitalization neutralization, followed by standardization [18]. **Factor Evaluation**: The GAN_GRU factor demonstrates strong predictive power across various industries, with consistent performance in both IC and excess returns [36][40]. --- Model Backtest Results 1. **GAN_GRU Model**: - **IC Mean**: 11.54% - **ICIR**: 0.89 - **Turnover Rate**: 0.83 - **Recent IC**: 8.34% - **1-Year IC Mean**: 11.09% - **Annualized Return**: 37.71% - **Annualized Volatility**: 24.95% - **IR**: 1.56 - **Max Drawdown**: 27.29% - **Annualized Excess Return**: 24.95% [36][37]. --- Factor Backtest Results 1. **GAN_GRU Factor**: - **IC Mean**: 11.54% - **ICIR**: 0.89 - **Turnover Rate**: 0.83 - **Recent IC**: 8.34% - **1-Year IC Mean**: 11.09% - **Annualized Return**: 37.71% - **Annualized Volatility**: 24.95% - **IR**: 1.56 - **Max Drawdown**: 27.29% - **Annualized Excess Return**: 24.95% [36][37].

□本报记者王辉 头部私募仓位高企 顺时投资权益投资总监易小斌认为，近期，部分外部因素的积极变化为A股运行提供了有利环境，但起 决定性作用的仍然是内部因素。这些因素包括：市场自2024年10月高点以来的累计调整时间已超8个 月，技术面面临突破；国内政策密集出台，直接刺激了券商、金融科技等板块爆发；市场资金面充裕， 核聚变、稳定币、固态电池等热点不断涌现，有效维系了市场人气。易小斌判断，这些内外部积极因素 的中期延续性较强，有利因素不断积聚，预计将推动行情持续发展。 融智投资基金经理夏风光从宏观周期角度分析称，下半年全球主要经济体货币政策的"潜在共振"是关键 变量，美联储重启降息进程的可能性正在增大，这将为国内货币和财政政策打开空间。夏风光表 示："流动性环境的进一步改善叠加经济回暖，有望进一步推升本轮A股的阶段性趋势行情。" 来自第三方机构私募排排网的最新监测数据显示，截至6月20日，全市场股票私募机构的平均仓位水平 为74.62%，较前一周小幅上升0.37个百分点，这一数值处于今年以来的中等偏高水平。在具体仓位上， 54.31%股票私募机构仓位处于重仓或满仓(仓位大于八成)水平，24.41%股票私募仓位处于中 ...

Investment Rating - The report emphasizes a strong hold on high-conviction new consumption leaders, focusing on themes such as emotional consumption, functional value, channel transformation, and brand expansion abroad [2][8] Core Insights - The new consumption sector is expected to see a rise, with a focus on both established leaders and traditional companies adopting new consumption strategies [2][8] - The report suggests that Q3 will present structural opportunities, while Q4 is anticipated to see leading companies reaching new highs [2][8] - The light industry manufacturing sector is highlighted for its growth potential, particularly in new tobacco products and the home goods market [3][16] - The textile and apparel industry is advised to focus on differentiated companies with high growth potential [5][20] - The beauty and personal care sector remains robust, with recommendations for high-value stocks [5][21] - The home appliance sector shows strong performance in sales, particularly during the 618 shopping festival [5][22][23] - The retail sector is experiencing a shift, with online sales stabilizing and offline stores undergoing significant transformations [5][24][25] Summary by Sections New Consumption - Focus on holding high-conviction new consumption leaders and exploring traditional companies with new consumption mindsets [2][8] - Q3 is seen as a period for structural opportunities, while Q4 may bring valuation shifts for leading companies [2][8] Light Industry Manufacturing - New tobacco products are on an upward trend, with significant market expansion expected [3][16] - The home goods market is stabilizing, with a focus on companies showing signs of recovery [3][16] Textile and Apparel - The sector is advised to prioritize companies with unique advantages and high growth potential [5][20] Beauty and Personal Care - The sector remains high in demand, with recommendations for companies showing strong performance and recovery potential [5][21] Home Appliances - The sector has shown excellent sales performance, particularly during promotional events, with a notable increase in production [5][22][23] Retail Sector - The online retail landscape is stabilizing, with significant changes in offline retail strategies [5][24][25]

主板ST股或将告别5%限制。 6月27日，沪深交易所均发布通知，拟调整主板风险警示股票价格涨跌幅限制比例，由目前的5%调整为 10%。 值得注意的是，上述通知尚处于征求意见阶段，反馈截止时间为2025年7月4日。 记者梳理发现，目前沪深主板风险警示股票合计有132只。 主板风险警示股涨跌幅拟调整为10% 可能涉及哪些股票？ 6月27日，沪深交易所发布公告称，为进一步完善股票交易制度，提升定价效率，维护市场交易秩序，保 护投资者合法权益，在中国证监会统筹指导下，起草了关于《调整主板风险警示股票价格涨跌幅限制比例 及有关事项的通知（征求意见稿）》（简称"征求意见稿"），拟将主板风险警示股票价格涨跌幅限制比例 由5%调整为10%，调整后与主板其他股票保持一致，现就有关安排向市场公开征求意见。 若最终按照征求意见稿中的相关规则变动施行，沪深主板风险警示股票价格涨跌幅限制比例，将统一变为 10%。 记者梳理发现，截至目前，沪深主板风险警示股票目前合计有132只。需要说明的是，因后续可能会有主 板风险警示股票"摘星脱帽"，或者有新的主板股票被实施风险警示，相关股票名单还会出现变动。 目前主板风险警示股票有何特点？ 上述主 ...

Market Overview - The A-share market experienced fluctuations with the Shanghai Composite Index down by 0.22% to 3448.45 points, the Shenzhen Component down by 0.48% to 10,343.48 points, and the ChiNext Index down by 0.66% to 2114.43 points. The total trading volume in the A-share market was 1.58 trillion RMB, with net purchases from southbound funds amounting to 5.285 billion HKD. Over 3400 stocks in the A-share market declined [1][6] - In terms of industry performance, the banking, telecommunications, and defense industries led the gains, while the automotive and non-bank financial sectors saw the largest declines. Concept sectors such as military restructuring and electronic ID concepts showed significant gains, while sectors like photolithography and shared bicycles faced declines [1][6] - Internationally, the US stock indices collectively rose, with the Dow Jones up by 0.94% to 43,386.84 points, the S&P 500 up by 0.8% to 6141.02 points, and the Nasdaq up by 0.97% to 20,167.91 points. European and major Asia-Pacific indices generally rose [1][6] Important News - The National Development and Reform Commission announced that the third batch of funds for the consumption upgrade program will be distributed in July 2025. The focus will be on ensuring the sustainable and balanced implementation of the program throughout the year [2][6] - The Bank for International Settlements reported that stablecoins have not met the three key tests required to become a pillar of the monetary system, despite showing some potential in the tokenization landscape [2][7] Retail Sales Data - In May 2025, China's total retail sales of consumer goods reached 413.26 billion RMB, showing a year-on-year increase of 6.4%, with growth rates improving both year-on-year and month-on-month. Retail sales of goods and catering services both saw increases compared to the previous month [8][12] - Online retail sales from January to May 2025 totaled 604.02 billion RMB, reflecting a year-on-year increase of 8.5%, with physical goods online retail sales growing by 6.3% [11] Solid-State Battery Equipment - The solid-state battery industry is entering a rapid development phase, driven by national policy support and accelerated enterprise layouts. Solid-state batteries are seen as a key direction for upgrading lithium battery technology due to their high safety and energy density [15][19] - The market structure for lithium battery equipment shows that the front-end and mid-stage equipment hold significant value, with coating and winding machines being core components. The front-end equipment market accounts for 44.05%, while mid-stage equipment accounts for 35.71% of the total market [16][19] - The introduction of dry electrode technology in the front-end process is expected to enhance efficiency and reduce costs, while the use of isostatic presses in the mid-stage process can improve material density and performance [17][18] Home Appliance Industry - The home appliance industry is benefiting from the consumption upgrade policy, with sales expected to continue growing. The real estate sector's recovery is also contributing to increased demand for home appliances as the market stabilizes [21][22] - The industry has seen a decline in performance due to tariff wars, but the valuation of home appliance stocks is currently at a historical low, presenting a good investment opportunity [21][22] - The export of home appliances is expected to remain resilient despite tariff uncertainties, supported by the growing demand in emerging markets [23]