Group 1 - The report emphasizes that the adjustment in the market presents an opportunity to invest in Chinese assets, highlighting the emergence of significant bottom points in the Chinese stock market after recent adjustments [11][12][14] - The report identifies that China's energy consumption has a low oil and gas proportion of less than 30%, which is below the global average, enhancing resilience against risks [11][12] - The report notes that China's relatively stable security situation, complete supply chain system, and proactive industrial development are unique advantages that can counteract the prevailing narrative of stagflation [11][12] Group 2 - The report suggests that the focus on domestic demand and expansionary fiscal policies in 2026 will support consumption and stabilize investment, which is expected to counterbalance the decline in global demand [12][13] - The report highlights the acceleration of capital expenditure in new economic sectors and the growth of global energy transition demands as key drivers for China's growth logic in 2026 [13][14] - The report recommends sectors such as finance, technology manufacturing, and stable domestic demand as primary investment targets, emphasizing the value of high dividend yield in financial and stable sectors [14] Group 3 - The report discusses the performance of Tencent Holdings, which is expected to see solid growth driven by AI investments, with projected revenues of 830.2 billion CNY in 2026 [21] - The report highlights the launch of Claude Cowork, which is anticipated to accelerate CPU demand due to its role in AI applications, suggesting a significant growth opportunity in the electronic sector [24][29] - The report mentions that the communication sector, particularly optical interconnection, is expected to experience high growth due to increasing demand in AI infrastructure [36][39]

Quantitative Models and Construction GAN_GRU Model - **Model Name**: GAN_GRU - **Construction Idea**: The GAN_GRU model combines Generative Adversarial Networks (GAN) for feature generation and Gated Recurrent Units (GRU) for time-series feature encoding to create a stock selection factor[4][13][22] - **Construction Process**: 1. **GAN Component**: - **Generator**: Generates realistic data samples from random noise using the loss function: $$L_{G}\,=\,-\mathbb{E}_{z\sim P_{z}(z)}[\log(D(G(z)))]$$ where \(z\) represents random noise, \(G(z)\) is the generated data, and \(D(G(z))\) is the discriminator's output probability that the generated data is real[24][25][26] - **Discriminator**: Distinguishes real data from generated data using the loss function: $$L_{D}=-\mathbb{E}_{x\sim P_{data}(x)}[\log\!D(x)]-\mathbb{E}_{z\sim P_{z}(z)}[\log(1-D(G(z)))]$$ where \(x\) is real data, \(D(x)\) is the discriminator's output probability for real data, and \(D(G(z))\) is the output probability for generated data[27][29][30] - **Training Process**: Alternating training of the generator and discriminator until convergence[30][34] 2. **GRU Component**: - Two GRU layers (GRU(128,128)) followed by an MLP (256,64,64) to encode time-series features and predict future returns[22] - Input features include 18 price-volume metrics (e.g., closing price, turnover rate) sampled over 40 days to predict cumulative returns for the next 20 trading days[14][18][19] - Data preprocessing involves outlier removal, normalization, and cross-sectional standardization[18] - Training uses semi-annual rolling windows with hyperparameters such as batch size equal to the number of stocks, Adam optimizer, learning rate of \(1e-4\), and IC-based loss function[18][22] 3. **Feature Generation**: - GAN's generator processes raw price-volume time-series features (Input_Shape=(40,18)) and outputs transformed features with preserved time-series properties[37] - **Evaluation**: The model effectively combines GAN's feature generation capabilities with GRU's time-series encoding, providing robust predictive power for stock selection[4][22][37] --- Model Backtesting Results GAN_GRU Model Performance Metrics - **IC Mean**: 0.1095*** - **ICIR (Non-Annualized)**: 0.88 - **Turnover Rate**: 0.82X - **Recent IC**: 0.1008*** - **One-Year IC Mean**: 0.0514*** - **Annualized Return**: 36.03% - **Annualized Volatility**: 21.87% - **IR**: 1.55 - **Max Drawdown**: 27.29% - **Annualized Excess Return**: 21.87%[41][42][45] Industry-Level Performance - **Top 5 Industries by Recent IC**: - Media: 0.4279*** - Coal: 0.2355*** - Retail: 0.2003*** - Food & Beverage: 0.1701*** - Chemicals: 0.1395***[41][42][45] - **Top 5 Industries by One-Year IC Mean**: - Media: 0.1304*** - Steel: 0.1212*** - Retail: 0.1191*** - IT: 0.1064*** - Food & Beverage: 0.0988***[41][42][45] - **Top 5 Industries by Recent Excess Return**: - Media: 4.57% - Agriculture: 3.26% - Construction Materials: 3.19% - Light Manufacturing: 2.53% - Coal: 2.22%[45][46][48] - **Top 5 Industries by One-Year Average Excess Return**: - Real Estate: 1.83% - Retail: 1.41% - Consumer Services: 1.39% - Automotive: 1.18% - Utilities: 1.07%[45][46][48] --- Quantitative Factors and Construction GAN_GRU Factor - **Factor Name**: GAN_GRU - **Construction Idea**: Derived from the GAN_GRU model, this factor leverages GAN for feature generation and GRU for time-series encoding to predict stock returns[4][13][22] - **Construction Process**: - Input features include 18 price-volume metrics sampled over 40 days[14][18][19] - GAN generates transformed features while preserving time-series properties[37] - GRU encodes these features and outputs predicted returns as the factor[22][37] - Factor values undergo industry and market-cap neutralization and standardization[22] - **Evaluation**: The factor demonstrates strong predictive power across multiple industries and time periods, with significant IC values and excess returns[4][22][37] --- Factor Backtesting Results GAN_GRU Factor Performance Metrics - **IC Mean**: 0.1095*** - **ICIR (Non-Annualized)**: 0.88 - **Turnover Rate**: 0.82X - **Recent IC**: 0.1008*** - **One-Year IC Mean**: 0.0514*** - **Annualized Return**: 36.03% - **Annualized Volatility**: 21.87% - **IR**: 1.55 - **Max Drawdown**: 27.29% - **Annualized Excess Return**: 21.87%[41][42][45] Industry-Level Performance - **Top 5 Industries by Recent IC**: - Media: 0.4279*** - Coal: 0.2355*** - Retail: 0.2003*** - Food & Beverage: 0.1701*** - Chemicals: 0.1395***[41][42][45] - **Top 5 Industries by One-Year IC Mean**: - Media: 0.1304*** - Steel: 0.1212*** - Retail: 0.1191*** - IT: 0.1064*** - Food & Beverage: 0.0988***[41][42][45] - **Top 5 Industries by Recent Excess Return**: - Media: 4.57% - Agriculture: 3.26% - Construction Materials: 3.19% - Light Manufacturing: 2.53% - Coal: 2.22%[45][46][48] - **Top 5 Industries by One-Year Average Excess Return**: - Real Estate: 1.83% - Retail: 1.41% - Consumer Services: 1.39% - Automotive: 1.18% - Utilities: 1.07%[45][46][48]

Group 1: Aerospace Industry Insights - The successful launch of the "Li Jian No. 2" rocket enhances China's payload capacity, with a 12-ton capacity for low Earth orbit and 8 tons for sun-synchronous orbit[6] - The rocket features a core diameter of 3.35 meters, a total length of 53 meters, and a launch weight of 625 tons, with a thrust of 753 tons[6] - The commercial aerospace industry is expected to accelerate during the 14th Five-Year Plan, focusing on technologies like reusable rockets and satellite internet[7] Group 2: Insurance Sector Performance - The insurance industry reported a total premium income of CNY 16,422 billion in January-February 2026, reflecting an 8.4% year-on-year growth[14] - Life insurance premiums reached CNY 13,108 billion, up 9.7% year-on-year, driven by strong demand during the "opening red" period[14] - Non-auto insurance premiums increased by 7.0%, while auto insurance premiums decreased by 0.9%[15] Group 3: Market Trends and Recommendations - The insurance sector is expected to see valuation recovery due to strong demand for savings products and stable long-term interest rates[17] - Recommended stocks include China Ping An, China Taiping, and New China Life, reflecting a positive outlook for the insurance sector[17] - The aerospace industry is advised to focus on companies involved in satellite internet and commercial space launches, with recommended stocks including Aerospace Electronics and Xi'an Huada[7]

Core Insights - The report highlights the performance of various sectors in the A-share market, with the battery and non-ferrous metals industries leading the gains, while sectors like insurance and banking showed weaker performance [4][12][15] - The macroeconomic environment is characterized by a recovery in industrial output and consumer spending, with national industrial value-added increasing by 6.3% year-on-year in January-February 2026 [9][11] - The report emphasizes the importance of policy support for economic recovery, with the government planning to implement measures to enhance consumer spending and optimize tax refund processes for foreign tourists [6][8] Domestic Market Performance - The Shanghai Composite Index closed at 3,923.29, with a slight increase of 0.24%, while the Shenzhen Component Index fell by 0.25% [3] - The average price-to-earnings ratios for the Shanghai Composite and ChiNext indices are 16.08 and 46.21, respectively, indicating a favorable environment for medium to long-term investments [13][15] Industry Analysis - The report discusses the brokerage sector's performance, noting a decline in the brokerage index by 2.08% in February 2026, underperforming the CSI 300 index [18] - The gaming industry is highlighted as a growth area, with major companies like Google and Apple reducing revenue share percentages, benefiting game developers [21][23] - The smart home appliance market is projected to grow significantly, with a forecasted market size of approximately $180 billion by 2026, driven by advancements in technology and consumer demand [30][31] Economic Data Insights - In January-February 2026, Henan Province's industrial value-added increased by 7.8%, with retail sales growing by 3.6%, indicating a stable economic performance [9][10] - The report notes that the automotive industry faced challenges in February 2026, with production and sales declining due to seasonal factors and policy changes [33][34] Investment Recommendations - The report suggests focusing on sectors such as batteries, non-ferrous metals, and energy equipment for short-term investment opportunities [13][16] - In the brokerage sector, it is recommended to monitor leading firms with strong wealth management capabilities and those with valuations below the sector average [20] - For the smart home appliance sector, companies like Haier, Midea, and Gree are recommended for their high dividend yields and low valuations [31][32]

Group 1 - The report highlights the emergence of HALO assets, defined as "Heavy Assets, Low Obsolescence," which have gained investor attention due to the decline in appeal of "light asset, high growth" tech companies amid the AI revolution [4][11] - Three main reasons for the rise of HALO assets are identified: the slowdown in capital expenditure growth among US tech giants, the anxiety in "light asset, high growth" sectors due to AI's disruptive potential, and the increasing demand for energy driven by AI development [4][5] - The report suggests that HALO assets are likely to continue being favored by investors, drawing parallels to the internet revolution of the late 1990s, indicating a structural shift rather than a temporary trend [38][40] Group 2 - The macro geopolitical context, particularly the escalating US-Israel-Iran tensions, has contributed to rising oil prices, indirectly boosting the attractiveness of HALO assets [5][46] - The report outlines three scenarios regarding the geopolitical situation, with an 80% probability that HALO assets will benefit from either optimistic or neutral outcomes [53][62] - The analysis indicates that the ongoing geopolitical uncertainties, while disruptive, are unlikely to derail the overall positive trend for HALO assets [62] Group 3 - The report emphasizes the unique advantages of Chinese HALO assets compared to their US counterparts, including strong government support, high asset quality, and newer equipment [6][63] - A quantitative method is proposed for constructing a HALO asset portfolio in China, which has shown significant excess returns in backtesting [6][8] - The report recommends investors to overweight HALO assets in their A-share portfolios, highlighting the potential for substantial upside given the current market dynamics [6][8]

Market Strategy - The market is expected to experience a "slow bull" phase in April after a "first suppress then rise" trend in March, providing a valuable window for long-term investment opportunities [2][6] - The external geopolitical risks, particularly in the Middle East, are anticipated to continue affecting market sentiment, but the internal stability of the market remains intact [6] Style Strategy - The investment style is characterized by a focus on energy security and advanced manufacturing, with the renewable energy sector (solar, wind, and power transmission) being a core theme due to China's competitive advantages [3] - The agricultural sector is highlighted as a potential area for investment due to recent price corrections, presenting opportunities for a second left-side layout [3] Industry Strategy - In the agricultural sector, pig prices have dropped to a historical low of 9.4 yuan/kg, leading to accelerated capacity reduction and production adjustments, which are expected to result in a price rebound before May [7] - The report emphasizes the potential for growth in the livestock breeding sector and related animal health industries [7] Thematic Strategy - The report reaffirms that energy security concerns will accelerate the international expansion of China's new energy vehicles (NEVs), with significant increases in orders from countries like Australia, the Philippines, and Thailand [4][7] - Domestic companies such as BYD and SAIC are noted for their rising sales and market presence in the NEV sector [7]

Core Insights - The report highlights a significant increase in medium to long-term capital entering the A-share market, with net purchases exceeding 800 billion yuan in 2025, leading to an actual increase of over 1 trillion yuan in market capital [5][8] - The domestic demand for energy storage cells has surged, with historical high production rates reported in early 2026, and inverter exports reaching 1.66 billion USD, a 56% year-on-year increase [5][8] - The innovative pharmaceutical sector has seen a substantial increase in foreign licensing transactions, totaling over 60 billion USD in the first three months of 2026, nearly half of the total for 2025 [5][8] Domestic Market Performance - The Shanghai Composite Index closed at 3,913.72, with a slight increase of 0.63%, while the Shenzhen Component Index rose by 1.13% to 13,760.37 [3] - The average P/E ratios for the Shanghai Composite and ChiNext are 16.08 and 46.21, respectively, indicating a favorable environment for medium to long-term investments [9][12] Industry Analysis - The battery and non-ferrous metals sectors are leading the market, with A-shares showing a trend of upward movement [5][9] - The communication and energy sectors are also performing well, with significant interest in investment opportunities within these industries [9][12] Investment Recommendations - Investors are advised to focus on sectors such as batteries, energy metals, and chemical pharmaceuticals, which are expected to provide good short-term investment opportunities [9][12] - The report suggests maintaining a "stronger than market" rating for the automotive sector, emphasizing the importance of companies with global capabilities and technological advancements [31] Sector-Specific Insights - The smart home appliance market is projected to reach approximately 180 billion USD by 2026, with a strong growth trajectory driven by technological advancements and increasing consumer demand [26][27] - The virtual power plant sector is gaining traction, with significant policy support and market development expected in the coming years, particularly in provinces like Henan [23][24]

Group 1: Industry Insights - The article discusses various upcoming webinars focusing on different industries, including transportation, machinery, AI, finance, automotive, and pharmaceuticals [1][32]. - Each session is led by a specialized analyst, indicating a structured approach to industry analysis and insights [1][32]. Group 2: Webinar Schedule - The first session on March 29 focuses on the analysis of Zhongyuan Expressway, led by Cheng Zhifeng, a transportation analyst [1][32]. - The second session on March 30 will update on the machinery industry, presented by Cui Wenjuan, the chief machinery analyst [1][32]. - Another session on March 30 will delve into AI video developments, highlighting model acceleration and the value of tools and IP, led by Zheng Lei and Li Linhui [1][32]. - On April 1, there will be a review and update of the industry allocation model, presented by Liu Xiaofeng, the chief quantitative analyst [1][32]. - The April 2 session will revisit Elon Musk's V3 moment, focusing on Optimus V3 and Starship V3, led by Liu Hongchen, the chief automotive analyst [1][32]. - The final session on April 3 will cover the small nucleic acid industry, specifically the path to drug development, presented by Zhou Yu and Rong Xiaojie, both pharmaceutical analysts [1][32].

Group 1 - The report indicates a decline in trading activity, with the overall valuation of the Wind All A index slightly decreasing during the week of March 23-27, 2026 [1] - The broad market indices experienced a comprehensive drop in valuations, with the Wind All A index showing a minor decrease of 0.6 percentage points in PE-TTM historical percentile [4][5] - The industry indices showed mixed results in PE valuations, with retail trade leading the gains, increasing by 5.5 percentage points [4][5] Group 2 - The report highlights a significant decrease in trading sentiment, with turnover rates and transaction volumes across indices declining, particularly the Shanghai Composite Index, which saw a decrease of 9.3% [4][5] - The average margin financing balance as of March 26, 2026, was 2.62 trillion yuan, reflecting a decrease of 1.25% compared to the previous week [4][5] - The equity risk premium (ERP) for the Wind All A index increased slightly to 4.13%, up by 0.04 percentage points from March 20, 2026 [4][5]

1. Report Industry Investment Rating - The investment rating for rebar and hot-rolled coil is "oscillation" [4] 2. Core Viewpoints of the Report - Terminal manufacturing demand can maintain resilience and a certain degree of growth, but most industries are likely to see a slowdown in growth, especially in domestic demand. Short - term exports to the Middle East may be affected, but the overall pattern of good external demand remains unchanged, which will support future demand growth. Given the current situation of steel products, the probability of a large - scale negative feedback market is not high, and steel prices are expected to fluctuate within a relatively narrow range in the first half of the year [20] - Steel prices are affected by energy and iron ore price fluctuations, and the change in the Middle East situation in April is an important variable. In the second half of the second quarter, the sustainability of the destocking speed needs to be observed, and price correction risks should be watched out for after steel prices enter a high - valuation range [21] 3. Summaries According to Relevant Catalogs 3.1 Research Background - Since 2025, the contradiction between steel supply and demand has significantly decreased. Although the terminal demand for real estate and infrastructure has not improved, the growth and resilience of manufacturing demand have supported steel demand, especially for plates, and led to a continuous shift in the steel product structure. The market's demand expectation for 2026 is relatively vague. With the easing of the decline pressure on building material demand, the situation of manufacturing and external demand has become a more important variable. The domestic demand for automobiles and home appliances has declined to varying degrees, while exports remain strong. The research aims to understand whether manufacturing demand can continue to support the resilience of steel demand and whether there are any expected differences [7] 3.2 Main Findings in the East China Manufacturing Industry Research - Terminal demand is generally neutral, in line with the market's expectation of the manufacturing industry being neither good nor bad. Except for an appliance manufacturing enterprise and a shipbuilding enterprise, most terminal industries reported no significant growth in production and sales in 2026. Shipbuilding orders are basically booked until Q4 2029 - 2030. The demand growth of automobile and home appliance manufacturers mainly comes from overseas, while domestic demand is expected to be stable or slightly decline. The demand of machinery enterprises has slightly increased, mainly through automation substitution and overseas market expansion [1][19] - After the Spring Festival, steel orders and processing volumes were slightly better than expected. Orders were more stable this year compared to last year. Some enterprises reported a shortage of steel resources in the market, which is related to the shift of steel mills to producing special - grade steel and the competition for export quotas in Europe and the United States in the first quarter. However, demand will face pressure in the second half of the second quarter [1][19] - The space for the return of manufacturing to China is limited. Although there is some discussion about it due to geopolitical conflicts, countries like the United States and India still have strict trade policies towards Chinese products, such as the 301 Act affecting Chinese ships and trade barriers on Chinese - made photovoltaic components. Chinese manufacturing enterprises are still exploring overseas建厂 opportunities [2][19] - Terminal manufacturing still faces significant cost - profit pressure, especially for domestic sales. Most manufacturing enterprises are sensitive to cost changes. Since 2025, steel price fluctuations have been low, and downstream terminals are more concerned about the price changes of non - ferrous metals and energy - chemical bulk raw materials. Most enterprises purchase steel as needed and rarely engage in speculative inventory [2][19] - The sign of steel substituting for aluminum based on cost advantages is not obvious. Due to the "involution" in the market, enterprises still have high requirements for product lightweight and aesthetics. Although some industries have tried steel - for - aluminum substitution, there is no clear industry standard yet [2][19] 3.3 Summary and Outlook - Terminal manufacturing demand can maintain resilience and a certain degree of growth, but most industries are likely to experience a slowdown in growth. Domestic demand for automobiles and home appliances is not optimistic. In the short term, exports to the Middle East will be affected, but the overall pattern of good external demand remains unchanged and will support future demand growth [20] - There is no obvious trend - driving contradiction in the steel product fundamentals. The demand resilience and order continuity after the Spring Festival this year slightly exceeded expectations, and the destocking speed of coils after reaching the peak was normal. The probability of a large - scale negative feedback market is not high. However, limited domestic demand restricts the upward space of steel prices. Steel prices are expected to fluctuate within a relatively narrow range in the first half of the year [20] - Steel prices are affected by energy and iron ore price fluctuations, and the Middle East situation in April is an important variable. The market supply of coils is currently tight due to steel mills competing for export quotas. The sustainability of the destocking speed in the second half of the second quarter needs to be observed, and price correction risks should be watched out for after steel prices enter a high - valuation range [21] 3.4 Research Minutes 3.4.1 An elevator and home appliance steel distribution enterprise - The enterprise processes and distributes hot - rolled, cold - rolled, and galvanized sheets for the elevator and home appliance industries. The steel consumption for elevators has not increased. Home appliances mainly rely on exports for growth. This year's orders and processing volumes are better than expected. The enterprise purchases steel from steel mills and processes it for direct supply to terminals. The processing cost of cold - rolled products is about 30 yuan per ton. The enterprise is currently unable to break even in processing. The raw material procurement cycle is about one month, and the downstream payment cycle is about 45 days. Recently, terminal funds have been tight, and some customers have requested to extend the payment cycle [26][27][29] 3.4.2 A forklift enterprise - The enterprise is a leading forklift manufacturer with an annual output of 300,000 - 400,000 units. In the first quarter, steel procurement increased slightly, and the current operating rate is about 70%. The enterprise purchases about 140,000 - 150,000 tons of steel plates annually, with equal proportions of coils and medium - thick plates. The cost of raw material procurement is difficult to transfer to the finished product. The enterprise has been developing intelligent logistics and unmanned forklift projects since 2018, and sales have increased significantly in recent years [30][31][33] 3.4.3 An agricultural machinery enterprise - The enterprise produces tractors, rice transplanters, and harvesters. The annual steel consumption is about 15,000 - 16,000 tons, mainly hot - rolled and cold - rolled sheets. The demand for agricultural machinery in the first quarter is similar to that of last year, and the profit is not high. The export proportion is about 10% and is decreasing. The enterprise is currently in the production peak season, and demand will decline from May [34][35] 3.4.4 An automobile production enterprise - The enterprise has an annual production capacity of 220,000 vehicles, with an actual output of less than 100,000. The sales volume in the first quarter did not increase and decreased significantly compared to the fourth quarter of last year. The annual steel consumption is about 60,000 - 70,000 tons, mainly galvanized sheets. The enterprise purchases steel futures from steel mills and adjusts the purchase volume according to orders. In addition to steel, the enterprise also purchases non - ferrous metals, and there is also a small amount of imported steel [36][37] 3.4.5 A home appliance production enterprise - The enterprise produces refrigerators, washing machines, and freezers. The production volume in April - June is expected to increase by 20% - 30% year - on - year. The domestic demand is expected to be flat or slightly decline, and the growth mainly comes from exports. The enterprise mainly purchases pre - coated plates (PCM plates) and stainless steel. The steel cost of a refrigerator accounts for about 10% - 15%. The enterprise reserves electronic materials about three months in advance and steel about 45 days in advance [38][39] 3.4.6 An automobile parts enterprise - The enterprise mainly produces traditional automobile parts, with overseas markets accounting for 80% - 90%. The auto parts business is expected to be stable in 2026. The steel procurement accounts for about 80% of the total procurement, mainly medium - carbon carbon - structural round steel. The enterprise stocks steel for about two months and may use futures hedging or spot inventory. The price adjustment of bar steel lags behind the threaded steel on the futures market [40][42] 3.4.7 A shipbuilding enterprise - The enterprise has ten shipyards and expects to deliver 20 ships this year. The shipbuilding orders are booked until Q4 2029. The demand for special - grade steel in chemical ships is high. The enterprise purchases about 20,000 tons of stainless steel and 100,000 tons of carbon steel annually. The profit of shipyards is relatively good, with cost advantages in labor and raw materials compared to Japan and South Korea [43][44] 3.4.8 A photovoltaic enterprise - The enterprise focuses on overseas markets, mainly in Thailand and the United States. The domestic photovoltaic market is saturated, and most domestic production lines have been shut down. The overseas market has better profits, but is affected by policies such as tariffs and anti - dumping. The enterprise is concerned about raw material prices and costs, and is trying to reduce costs through technological innovation. It is expected that the domestic photovoltaic installation in 2026 may decline compared to 2025 [45][46][48]