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政策动态观察:阅兵后的市场悬念
Minsheng Securities· 2025-09-03 11:31
Group 1: Market Stability and Policy Expectations - The market's future focus will be on the return of overseas volatility and domestic policy expectations, especially with the Fed's interest rate cut window opening and the "14th Five-Year Plan" draft being discussed[2] - The official manufacturing PMI has been below the growth line for five consecutive months, increasing the likelihood of monetary easing measures such as rate cuts and reserve requirement ratio reductions[4] - The youth unemployment rate has significantly increased, indicating urgent policy responses to stabilize employment are necessary[4] Group 2: Economic Trends and Risks - The overseas market has seen a decline in volatility, but recent geopolitical tensions and fiscal risks in Europe and Japan may lead to renewed market fluctuations[3] - The pressure for fiscal expansion and concerns over bond supply may further increase interest rates and liquidity pressures[3] - The "14th Five-Year Plan" draft is expected to provide clearer signals for industry policy direction, with a focus on new productivity drivers[5] - The implementation of consumption-boosting policies is underway, with 30 measures being promoted to stimulate consumer spending[4][13] - Risks include potential policy outcomes falling short of expectations, unexpected changes in the domestic economic situation, and fluctuations in exports[6]
量化大势研判:当成长只有预期在扩张
Minsheng Securities· 2025-09-03 09:32
Quantitative Models and Construction Methods Model Name: Quantitative Market Trend Analysis Framework - **Model Construction Idea**: The model aims to solve the systematic rotation problem of styles by conducting a bottom-up quantitative market trend analysis. It identifies the dominant asset characteristics that represent the future market's mainstream style through a comprehensive comparison of assets[1][5] - **Model Construction Process**: - The model considers five style stages based on the asset's industry lifecycle: external growth, quality growth, quality dividend, value dividend, and bankruptcy value[1][5] - The priority for asset comparison is based on the sequence: growth (g) > return on equity (ROE) > dividend (D)[1][5] - The model uses the spread of asset advantage differences to capture the trend changes of top assets, similar to factor timing[20] - **Model Evaluation**: The framework has shown good explanatory power for past A-share style rotations, achieving an annualized return of 27.25% since 2009[15] Model Backtesting Results - **Quantitative Market Trend Analysis Framework**: - 2009: Asset Comparison Strategy 133%, Wind All A 82%, Excess Return 51%[18] - 2010: Asset Comparison Strategy 7%, Wind All A -7%, Excess Return 14%[18] - 2011: Asset Comparison Strategy -33%, Wind All A -22%, Excess Return -11%[18] - 2012: Asset Comparison Strategy 5%, Wind All A 5%, Excess Return 0%[18] - 2013: Asset Comparison Strategy 41%, Wind All A 5%, Excess Return 36%[18] - 2014: Asset Comparison Strategy 48%, Wind All A 52%, Excess Return -4%[18] - 2015: Asset Comparison Strategy 55%, Wind All A 38%, Excess Return 16%[18] - 2016: Asset Comparison Strategy -14%, Wind All A -13%, Excess Return -1%[18] - 2017: Asset Comparison Strategy 32%, Wind All A 5%, Excess Return 27%[18] - 2018: Asset Comparison Strategy -21%, Wind All A -28%, Excess Return 7%[18] - 2019: Asset Comparison Strategy 41%, Wind All A 33%, Excess Return 8%[18] - 2020: Asset Comparison Strategy 69%, Wind All A 26%, Excess Return 44%[18] - 2021: Asset Comparison Strategy 47%, Wind All A 9%, Excess Return 38%[18] - 2022: Asset Comparison Strategy 44%, Wind All A -19%, Excess Return 62%[18] - 2023: Asset Comparison Strategy 5%, Wind All A -5%, Excess Return 10%[18] - 2024: Asset Comparison Strategy 62%, Wind All A 10%, Excess Return 52%[18] - 2025 (Aug): Asset Comparison Strategy 27%, Wind All A 23%, Excess Return 4%[18] Quantitative Factors and Construction Methods Factor Name: Expected Growth (gf) - **Factor Construction Idea**: The factor focuses on the highest analyst forecasted growth rates, regardless of the cycle stage[6] - **Factor Construction Process**: - The factor is constructed by selecting industries with the highest expected growth rates as forecasted by analysts[6] - The spread of expected growth advantage differences (Δgf) is used to capture the trend changes in top assets[20] - **Factor Evaluation**: The factor has shown significant excess returns since 2019, with notable performance in 2014-2015[34] Factor Name: Actual Growth (g) - **Factor Construction Idea**: The factor focuses on industries with the highest actual growth rates, particularly during transition and growth periods[6] - **Factor Construction Process**: - The factor is constructed by selecting industries with the highest actual growth rates (Δg)[6] - The spread of actual growth advantage differences (Δg) is used to capture the trend changes in top assets[24] - **Factor Evaluation**: The factor has shown significant excess returns in growth-dominant environments[36] Factor Name: Profitability (ROE) - **Factor Construction Idea**: The factor focuses on industries with high ROE and low valuation under the PB-ROE framework, concentrated in mature periods[6] - **Factor Construction Process**: - The factor is constructed by selecting industries with high ROE and low PB-ROE residuals[6] - The spread of ROE advantage differences is used to capture the trend changes in top assets[26] - **Factor Evaluation**: The factor has shown significant excess returns from 2016 to 2020, with weaker performance since 2021[39] Factor Name: Quality Dividend (DP+ROE) - **Factor Construction Idea**: The factor focuses on industries with the highest DP+ROE scores, concentrated in mature periods[6] - **Factor Construction Process**: - The factor is constructed by selecting industries with the highest DP+ROE scores[6] - The spread of DP+ROE advantage differences is used to capture the trend changes in top assets[42] - **Factor Evaluation**: The factor has shown significant excess returns in 2016, 2017, and 2023[43] Factor Name: Value Dividend (DP+BP) - **Factor Construction Idea**: The factor focuses on industries with the highest DP+BP scores, concentrated in mature periods[6] - **Factor Construction Process**: - The factor is constructed by selecting industries with the highest DP+BP scores[6] - The spread of DP+BP advantage differences is used to capture the trend changes in top assets[45] - **Factor Evaluation**: The factor has shown significant excess returns in 2009, 2017, and 2021-2023[46] Factor Name: Bankruptcy Value (PB+SIZE) - **Factor Construction Idea**: The factor focuses on industries with the lowest PB+SIZE scores, concentrated in stagnation and recession periods[6] - **Factor Construction Process**: - The factor is constructed by selecting industries with the lowest PB+SIZE scores[6] - The spread of PB+SIZE advantage differences is used to capture the trend changes in top assets[48] - **Factor Evaluation**: The factor has shown significant excess returns in 2015-2016 and 2021-2023[49] Factor Backtesting Results - **Expected Growth (gf)**: - Cable: 12 stocks, largest weight stock Zhongtian Technology, average market cap 21.791 billion yuan, 3-month performance 49.62%[34] - Cement: 19 stocks, largest weight stock Conch Cement, average market cap 17.929 billion yuan, 3-month performance 12.71%[34] - Glass Fiber: 6 stocks, largest weight stock China Jushi, average market cap 26.657 billion yuan, 3-month performance 63.67%[34] - Rare Earth and Magnetic Materials: 17 stocks, largest weight stock Northern Rare Earth, average market cap 31.018 billion yuan, 3-month performance 98.77%[34] - White Goods III: 10 stocks, largest weight stock Midea Group, average market cap 113.675 billion yuan, 3-month performance -1.21%[34] - **Actual Growth (g)**: - Integrated Circuits: 104 stocks, largest weight stock Cambricon-U, average market cap 45.058 billion yuan, 3-month performance 42.93%[37] - PCB: 38 stocks, largest weight stock Shenghong Technology, average market cap 27.163 billion yuan, 3-month performance 112.10%[37] - Tungsten: 4 stocks, largest weight stock Xiamen Tungsten, average market cap 30.523 billion yuan, 3-month performance 69.26%[37] - Lithium Battery Equipment: 12 stocks, largest weight stock Lead Intelligent, average market cap 11.731 billion yuan, 3-month performance 60.15%[37] - Weapons and Equipment III: 12 stocks, largest weight stock Great Wall Military Industry, average market cap 21.307 billion yuan, 3-month performance 80.22%[37] - **Profitability (ROE)**: - Beer: 7 stocks, largest weight stock Tsingtao Brewery, average market cap 26.758 billion yuan, 3-month performance -3.94%[39] - Liquor: 20 stocks, largest weight stock Kweichow Moutai, average market cap 162.722 billion yuan, 3-month performance 4.12%[39] - Non-dairy Beverages: 7 stocks, largest weight stock Eastroc Beverage, average market cap 32.754 billion yuan, 3-month performance -4.45%[39] - Network Connection and Tower Setup: 19 stocks, largest weight stock Zhongji Xuchuang, average market cap 64.299 billion yuan, 3-month performance 202.29%[39] - Building Decoration III: 28 stocks, largest weight stock Gold Mantis, average market cap 3.436 billion yuan, 3-month performance 4.42%[39] - **Quality Dividend (DP+ROE)**: - Automotive Motor Control: 15
大中矿业(001203):铁矿下跌拖累业绩,锂矿项目加速建设
Minsheng Securities· 2025-09-03 07:14
Investment Rating - The report maintains a "Recommended" rating for the company [6][54]. Core Insights - The company's revenue for H1 2025 was 1.972 billion yuan, a slight decrease of 0.07% year-on-year, while the net profit attributable to shareholders was 406 million yuan, down 12.32% year-on-year [1][10]. - The company is experiencing a decline in profit margins due to falling iron ore prices, despite an increase in sales volume [2][17]. - The company is accelerating the construction of lithium mining projects, with significant resource reserves and technological advancements in lithium extraction [3][47]. Summary by Sections Event Overview - The company released its H1 2025 report, showing a revenue of 1.972 billion yuan and a net profit of 406 million yuan, both reflecting year-on-year declines [1][10]. Performance Review - Iron ore sales volume increased by 12.54% year-on-year, but the average selling price of iron concentrate fell by 11.61%, leading to a decrease in gross margin [2][17]. - In Q2 2025, the company reported a revenue of 1.047 billion yuan, a year-on-year decrease of 0.58%, and a net profit of 181 million yuan, down 18.18% year-on-year [1][10]. Future Core Highlights - The company has rich resource reserves, with iron ore reserves increasing to 690 million tons and lithium resources amounting to over 472 million tons of lithium carbonate equivalent [3][49]. - The construction of the Hunan Jijieshan lithium mine is progressing, with significant advancements in lithium extraction technology, achieving a lithium recovery rate of 90% [3][47]. - The company benefits from a vertically integrated production model, which enhances cost control and profitability [4][40]. Profit Forecast and Investment Suggestions - The company is expected to achieve net profits of 826 million yuan, 899 million yuan, and 1.143 billion yuan for the years 2025, 2026, and 2027, respectively, with corresponding PE ratios of 22, 20, and 16 [5][54].
中国东航(600115):持续推进成本费用控制,国际航线经营步入新格局
Minsheng Securities· 2025-09-03 03:48
Investment Rating - The report maintains a "Recommended" rating for China Eastern Airlines (600115.SH) [4][6] Core Views - The company reported a revenue of 66.8 billion yuan for the first half of 2025, a year-on-year increase of 4.1%, with a reduced net loss of 1.43 billion yuan compared to a loss of 2.77 billion yuan in the first half of 2024 [1] - The company is focusing on cost control and optimizing its capital and debt structure, which has led to a significant reduction in losses [2][3] - The international route capacity has reached 118% of the same period in 2019, indicating a strategic shift towards enhancing its international network [3] Summary by Sections Financial Performance - In Q2 2025, the company achieved a revenue of 33.4 billion yuan, a year-on-year increase of 7.8%, with a net loss of 440 million yuan, significantly improved from a loss of 1.97 billion yuan in Q2 2024 [1][2] - The overall seat revenue decreased by 3.1% year-on-year, with domestic routes down by 4.4% and international routes up by 0.5% [2] - The company has effectively controlled costs, with a 2.4% increase in unit fuel costs but a 3.9% decrease in total unit costs due to falling oil prices [2] Strategic Initiatives - The company is enhancing its position as an international hub in Shanghai and expanding its international route network, which is expected to contribute positively to profitability [3] - Adjustments to the aircraft fleet plan have been made, reducing the number of aircraft to be introduced in 2026 and 2027, focusing on optimizing existing operations [3] Future Outlook - The report projects a net loss of 1.07 billion yuan for 2025, with a recovery expected in 2026 and 2027, forecasting net profits of 3.47 billion yuan and 5.18 billion yuan respectively [4][5] - The current stock price corresponds to a price-to-earnings ratio of 26 times for 2026 and 17 times for 2027 [4][5]
中兴通讯(000063):第二曲线发力,AI服务器和自研芯片引领成长
Minsheng Securities· 2025-09-02 14:45
Investment Rating - The report maintains a "Recommended" rating for the company, indicating an expected stock price increase of over 15% relative to the benchmark index [4]. Core Insights - The company achieved a revenue of 71.553 billion yuan in the first half of 2025, representing a year-on-year growth of 14.51%. However, the net profit attributable to shareholders decreased by 11.77% to 5.058 billion yuan [1][2]. - The second curve business, particularly in AI servers and self-developed chips, has become a core growth engine, with government and enterprise business revenue growing by 109.93% to 19.254 billion yuan, accounting for 26.91% of total revenue [2][4]. - The company is transitioning from a "connectivity" model to a "connectivity + computing power" strategy, which has shown significant results [2]. Revenue and Profitability - The company's gross profit margin decreased to 32.45%, down 7.99 percentage points year-on-year, primarily due to the increased revenue share from the lower-margin government and enterprise business [3]. - The net profit margin also declined to 7.07%, a decrease of 2.1 percentage points [3]. Financial Forecast - The company is projected to achieve net profits attributable to shareholders of 8.6 billion yuan in 2025, 9.4 billion yuan in 2026, and 11.5 billion yuan in 2027, with corresponding PE ratios of 25, 23, and 19 [4][5]. - Revenue is expected to grow from 121.299 billion yuan in 2024 to 199.587 billion yuan in 2027, with growth rates of -2.4%, 16.0%, 18.8%, and 19.4% respectively [5][7]. Business Development - The company is building a super-node solution and expanding its full-stack domestic intelligent computing products, leveraging self-developed AI large-capacity switching chips [4]. - The company aims to create an open ecosystem for domestic intelligent computing, supporting large model training and high-concurrency inference [4].
比亚迪(002594):系列点评三十三:批发环比回升,出海开启新成长
Minsheng Securities· 2025-09-02 13:46
Investment Rating - The report maintains a "Recommended" rating for the company [6]. Core Views - The company experienced a month-on-month increase in wholesale sales, with August's new energy vehicle wholesale sales reaching 374,000 units, a year-on-year increase of 0.1% and a month-on-month increase of 8.5% [1]. - The company is steadily advancing its overseas expansion, with new energy vehicle export sales in August reaching 81,000 units, a year-on-year increase of 156.9% and a month-on-month increase of 0.1% [2]. - The company is focusing on high-end product development, with expectations for significant revenue growth from 2025 to 2027, projecting revenues of 990.81 billion, 1,188.97 billion, and 1,397.04 billion yuan respectively [3]. Summary by Sections Sales Performance - In August, the company sold 372,000 new energy passenger vehicles, with a year-on-year increase of 0.2% and a month-on-month increase of 8.9%. Cumulatively, from January to August, the total wholesale of new energy passenger vehicles reached 2.826 million units, a year-on-year increase of 21.9% [1]. - The sales of plug-in hybrid vehicles in August were 172,000 units, a year-on-year decrease of 22.7% but a month-on-month increase of 5.4%. Pure electric vehicle sales were 200,000 units, a year-on-year increase of 34.4% and a month-on-month increase of 12.2% [1]. Overseas Expansion - The company is accelerating its overseas factory establishment, with significant growth in overseas demand, particularly in Turkey, Brazil, and Europe. The cumulative export from January to August reached 626,000 units, a year-on-year increase of 136.3% [2]. - The company plans to enhance its overseas market investments, including the establishment of a passenger car factory in Brazil and further expansions in Uzbekistan, Hungary, Turkey, and Indonesia [2]. Financial Projections - The company forecasts revenues of 990.81 billion yuan for 2025, 1,188.97 billion yuan for 2026, and 1,397.04 billion yuan for 2027, with corresponding net profits of 45.40 billion, 60.35 billion, and 70.42 billion yuan respectively [3][5]. - The earnings per share (EPS) are projected to be 4.98 yuan in 2025, 6.62 yuan in 2026, and 7.72 yuan in 2027, with price-to-earnings (PE) ratios of 22, 17, and 14 respectively [3][5].
华泰证券(601688):资金业务表现亮眼,单季盈利持续提升
Minsheng Securities· 2025-09-02 13:45
Investment Rating - The report maintains a "Recommended" rating for Huatai Securities [6] Core Views - In the first half of 2025, Huatai Securities reported operating revenue of 16.2 billion yuan, a year-on-year increase of 31.0%, and a net profit attributable to shareholders of 7.5 billion yuan, up 42.2% year-on-year [1] - The company's self-operated, credit, and brokerage revenues showed significant growth, while investment banking revenue turned positive year-on-year, and the decline in asset management revenue narrowed [2] - The company is expected to see continued growth in revenue and net profit over the next few years, with projected revenues of 45 billion yuan in 2025, 48.1 billion yuan in 2026, and 51.4 billion yuan in 2027 [8] Summary by Sections Financial Performance - In Q2 2025, the net profit attributable to shareholders was 3.9 billion yuan, a quarter-on-quarter increase of 7.3% and a year-on-year increase of 29.4% [1] - The company's financial investment scale reached 434.1 billion yuan by the end of Q1 2025, with a significant quarter-on-quarter increase of 14.8% [3] Business Segments - Self-operated business revenue in H1 2025 was 6.6 billion yuan, up 57% year-on-year, with a notable increase in interest income [2] - Brokerage business revenue in H1 2025 was 3.8 billion yuan, a year-on-year increase of 38%, with a consistent growth rate above 30% [4] - Credit business saw a significant year-on-year increase in interest income, with net interest income in Q2 2025 reaching 1.1 billion yuan, up 123% year-on-year [5] - Investment banking revenue in Q2 2025 was 600 million yuan, a year-on-year increase of 76.4%, with substantial growth in IPO and refinancing activities [6] - Asset management revenue in Q2 2025 was 500 million yuan, down 57.9% year-on-year, but the total assets under management (AUM) increased to 627 billion yuan, up 23.9% year-on-year [7] Profitability and Efficiency - The annualized return on equity (ROE) for Q2 2025 was 7.9%, an increase of 2 percentage points year-on-year [8] - The company’s net profit margin rose to 46.5% in H1 2025, although it decreased by 13 percentage points compared to the same period last year [8] Future Outlook - The report forecasts revenue growth rates of 8.5% in 2025, 6.9% in 2026, and 6.9% in 2027, with net profit growth rates of 8.3% in 2025, 7.9% in 2026, and 7.9% in 2027 [9]
宏创控股(002379):动态报告:收购宏拓,跻身电解铝龙头
Minsheng Securities· 2025-09-02 13:42
Investment Rating - The report gives a "Recommended" rating for the company after the acquisition of Hongtuo Industrial, positioning it as a leader in the electrolytic aluminum and alumina industry [3][6]. Core Viewpoints - The acquisition of Hongtuo Industrial for 63.52 billion yuan will transform the company into a fully integrated player in the aluminum industry, enhancing its production capabilities and market position [1][3]. - Hongtuo Industrial is a leading integrated aluminum producer in China, with significant production capacities in alumina (19 million tons) and electrolytic aluminum (6.459 million tons) [2][40]. - The company is expected to maintain high dividend yields post-acquisition, with projected net profits of 23.44 billion yuan in 2026, leading to a potential dividend yield of 6.3% to 6.9% depending on the payout ratio [3][43]. Summary by Sections Company Overview - The company, originally established in 2000 and listed in 2010, plans to acquire 100% of Hongtuo Industrial by May 2025 for 63.52 billion yuan, marking a significant shift from aluminum processing to a fully integrated aluminum production model [1][10]. Financial Performance - Hongtuo Industrial's revenue for 2024 is projected at 149.29 billion yuan, a 15.8% increase year-on-year, with a net profit of 18.15 billion yuan, reflecting a 168.7% growth [2][42]. - The company's revenue from aluminum processing is expected to grow, but it has faced pressure from intense competition, leading to a projected net loss of 1.9 billion yuan in 2025 without the acquisition [3][5]. Production Capacity and Strategy - The report highlights a strategic shift in production capacity from Shandong to Yunnan, where electricity costs are lower due to abundant hydropower resources, which will help reduce production costs [2][54]. - The planned capacity transfer includes 44.8 thousand tons in 2025, 24.1 thousand tons in 2026, and 83.1 thousand tons in 2027, ultimately increasing Yunnan's capacity to 3.008 million tons by 2027 [55]. Market Position and Competitive Advantage - The company is set to become the second-largest electrolytic aluminum and alumina producer in China, following China Aluminum, with a clear competitive advantage due to its integrated production model [1][3]. - The report emphasizes the strong demand-supply dynamics in the aluminum industry, which are expected to support stable pricing and profitability [3][43]. Dividend Potential - The company is projected to become a high-dividend stock post-acquisition, with a historical dividend payout ratio increasing from 48% in 2021 to an expected 63.4% in 2024 [3][43].
高测股份(688556):2025年半年报点评:钨丝金刚线放量加速,布局机器人赛道打开成长天花板
Minsheng Securities· 2025-09-02 13:14
Investment Rating - The report maintains a "Recommended" rating for the company [4][7]. Core Viewpoints - The company has experienced a significant decline in revenue and profit in H1 2025, with a revenue of 1.451 billion yuan, down 45.16% year-on-year, and a net profit of -89 million yuan [1]. - The company is rapidly increasing its production capacity for tungsten wire diamond wire, achieving a sales volume of approximately 30.3 million kilometers in H1 2025, with tungsten wire diamond wire accounting for about 77.29% [2]. - The company is actively entering the robotics sector, leveraging its core technology in semiconductor cutting applications and developing key components for humanoid robots, which is expected to provide strong support for long-term growth [3]. Financial Forecasts - Revenue projections for 2025, 2026, and 2027 are 2.896 billion yuan, 3.457 billion yuan, and 4.053 billion yuan respectively, with corresponding net profits of -34 million yuan, 157 million yuan, and 269 million yuan [4][6]. - The company is expected to achieve a PE ratio of 55x in 2026 and 32x in 2027, indicating potential for growth as it expands into new markets [4][6].
汽车行业系列深度十:自主冲击豪华市场,高端定义增量空间
Minsheng Securities· 2025-09-02 12:08
Investment Rating - The report maintains a positive investment recommendation for the mid-to-high-end automotive market, particularly for domestic brands [6]. Core Insights - The domestic automotive market is experiencing a shift from a focus on cost-effectiveness to brand building, especially in the mid-to-high-end segments [1][2]. - The high-end market (above 150,000 RMB) is expected to see significant growth, with domestic brands poised to capture a larger share due to their increasing brand loyalty and product capabilities [2][5]. - The competitive landscape is evolving, with traditional luxury brands facing challenges from emerging domestic players leveraging technology and innovation [3][4]. Summary by Sections 1. Mid-to-High-End Market Profitability - The mid-to-high-end market is characterized by strong profitability and significant growth potential, with domestic brands currently holding less than 50% market share in segments priced above 150,000 RMB [2][5]. - The 5-15 million RMB market is dominated by domestic brands, achieving a market share of 70.6% as of Q2 2025, but is entering a phase of stock competition with limited growth potential [12][16]. - The 15-25 million RMB market shows a growing share for domestic brands, currently at 48.0%, indicating room for further expansion [18][19]. 2. Lessons from Overseas Brands - Traditional luxury brands have established strong brand identities through historical positioning and consistent messaging, which domestic brands can learn from [2][3]. - The ultra-luxury segment emphasizes performance and exclusivity, while traditional luxury brands focus on luxury experiences and brand prestige [3]. 3. Building Brand Barriers for Domestic Brands - Domestic brands are increasingly focusing on building brand barriers through product differentiation and technological advancements, particularly in the luxury segment [4][5]. - The competitive landscape in the 25 million RMB and above market is stabilizing, with leading domestic brands like Li Auto and Huawei establishing a strong presence [4][24]. 4. Challenges and Opportunities in the Luxury Market - The luxury market is witnessing a clear leadership structure, with domestic brands like Li Auto and Xiaomi emerging as strong competitors against traditional luxury brands [4][24]. - The report suggests that the 15-25 million RMB market is fragmented and presents opportunities for traditional and emerging players to establish leadership [15][19]. 5. Investment Recommendations - The report recommends focusing on domestic brands in the mid-to-high-end market, particularly those with strong brand potential and innovative capabilities [5]. - Suggested companies for investment include emerging players like Xiaomi, Li Auto, and traditional brands with high-end sub-brands such as Geely and BYD [5].