金融工程 证 券 研 究 报 告 市场情绪监控周报（20260224-20260227） 深度学习因子 2 月超额 1.50%，本周热度变化最大 行业为钢铁、环保 深度学习因子跟踪 基于 DecompGRU 模型得分 TOP200 构建周度多头选股组合，组合样本外累计 绝对收益 84.37%，相对全指等权超额 43.11%；2 月组合绝对收益为 5.41%， 超额为 1.50%。 将个股得分聚合为 ETF 轮动组合，组合样本外累计绝对收益 53.40%，相对万 得主题 ETF 指数超额为 17.47%；2 月组合绝对收益为 9.51%，超额为 8.18%。 本周情绪因子跟踪 本周宽基热度变化方面：热度变化率最大的中证 1000，相比上周提高 3.63%， 最小的为中证 2000，相比上周降低 2.85%；宽基热度动量组合 26 年累计收益 为 5.6%。 本周申万行业热度变化方面，一级行业中热度变化率正向变化前 5 的一级行 业分别为钢铁、环保、公用事业、计算机、建筑材料，负向变化前 5 的一级行 业分别为食品饮料、商贸零售、纺织服饰、美容护理、社会服务；申万二级行 业中，热度正向变化率最大的 5 个行业是农 ...

Core Insights - NeoGenomics, Inc. reported a full-year diluted earnings per share (EPS) of -$0.84, which missed estimates, but exceeded revenue expectations with a full-year revenue of $727 million, reflecting a 10% increase from $661 million the prior year [3][4] - In the fourth quarter, the company achieved an adjusted diluted EPS of $0.06, surpassing the Zacks Consensus Estimate of $0.04, indicating a 50% earnings surprise [3][4] - Over the past four quarters, NeoGenomics has exceeded consensus adjusted EPS estimates three times, demonstrating its ability to outperform market expectations [4][5] Financial Performance - The revenue for the quarter ending December 2025 was $190 million, exceeding the Zacks Consensus Estimate by approximately 0.9% to 1.1%, and showing a significant increase from the $172 million reported in the same period the previous year [4] - The company has surpassed consensus revenue estimates twice in the last four quarters, showcasing consistent revenue growth [5] Market Valuation and Liquidity - NeoGenomics has a negative trailing price-to-earnings (P/E) ratio of approximately -12.5 and a price-to-sales ratio of around 2.06, indicating that the market values its sales at about $2.06 for every dollar of sales [2][5] - The enterprise value to sales ratio is approximately 2.3, reflecting the company's total valuation relative to its sales [5] - With a current ratio of 4.26, NeoGenomics maintains a strong liquidity position, indicating its ability to cover current liabilities with its assets [2][5]

Group 1 - The core viewpoint of the article emphasizes the importance of planning year-end bonuses based on the time frame of fund usage, suggesting different investment strategies for short-term and long-term funds [3][32] - For short-term funds, it is recommended to consider investing in short-term bond funds, while for long-term funds, a stock-bond allocation based on the formula "100 - age" is advised [3][32] - The article highlights that bond funds have a more stable return and lower volatility compared to stock funds, making them a relatively safer investment option [4][27] Group 2 - Bond assets can be classified based on duration and type, with short-term bonds being less risky and long-term bonds offering higher returns but with increased risk [7][9][14] - The article discusses the impact of interest rates on bond prices, noting that bond prices are inversely related to interest rate movements, particularly focusing on the 10-year government bond yield [15][23] - As of early February 2026, the 10-year government bond yield is projected to be between 1.8% and 1.9%, indicating that long-term bond funds may not offer attractive value at this yield level [23] Group 3 - The article suggests that current market conditions, characterized by a 3-star rating, may warrant a transition to bond assets until the market improves to a 4-5 star rating [37][40] - It introduces the concept of "Fixed Income Plus" (固收+), which combines low-risk bond assets with a small proportion of stocks or convertible bonds to enhance returns while managing risk [42][44] - The characteristics of "Fixed Income Plus" products include reduced volatility due to the negative correlation between stocks and bonds, and the potential for higher returns with increased stock exposure [46][49]

市净率百分位 － 大盘价值 一 大盘成长 100% 48.48% 50% 43.20% 0% 2022.1 2016.1 2018.1 2020.1 2026.2.4 一 小盘价值 一 小盘成长 100% ........ 89.09% 71.05% 50% 0% 2016.1 2018.1 2020.1 2022.1 2026.2.4 文 | 银行螺丝钉 （转载请注明出处） 最近市场涨涨跌跌，进入2月份，按照惯例，也更新下，2026年2月初的螺丝钉股市牛熊信号板。 这个信号板有定量和定性两部分。 长图片后面，有详细的牛熊信号板相关数据意义的介绍。 市净率百分位：指当前的市净率数据，处于它历史数据里百分之多少的位置。通常 所处的历史位置越低，估值越便宜。例如百分位为0，表示创下了历史新低。 股债性价比 近5年百分位：41.00% 一 股债性价比 一 中证全指 近10年百分位: 21.76% 6800 3.7 5000 2 35 2.45 3200 1 2026.2.4 2022.1 2019.12 2024.1 注：股债性价比=中证全指盈利收益率÷十年期国债收益率。 通常数值越高,市场越便宜;当该数值>2时, ...

1. Report Industry Investment Rating The report does not explicitly provide an overall industry investment rating but offers individual ratings for each variety: - **Bearish**: Crude oil (Short - term bearish rebound), LPG (Cautiously bearish), L (Bearish consolidation), PP (Bearish consolidation), MEG (Cautiously bearish), Methanol (Cautiously bearish), Urea (Cautiously chase up), LNG (Cautiously bearish), Asphalt (Cautiously bearish) [1][2][4] - **Bullish**: PVC (Oscillating strongly), PTA (Positive outlook, buy on significant pullbacks) [1][26] - **Neutral**: Glass (Low - level oscillation), Soda Ash (Bearish consolidation) [4] 2. Report's Core View The report analyzes various energy and chemical products, considering factors such as geopolitical situations, supply - demand relationships, cost support, and seasonal factors. It provides short - term and long - term outlooks and trading strategies for each product, emphasizing the importance of risk management due to geopolitical uncertainties and seasonal demand changes. 3. Summary by Variety Crude Oil - **Core View**: Short - term bearish rebound, with long - term downward pressure due to supply surplus and seasonal demand weakness [1][7] - **Main Logic**: Geopolitical uncertainties in the Middle East cause price fluctuations. The supply surplus situation remains unchanged, and the arrival of the demand off - season exerts downward pressure on prices. Key variables include US shale oil production and geopolitical developments in Russia - Ukraine and the Middle East [1] - **Strategy**: In the long - term, the supply - demand fundamentals will improve after the first quarter. Short - term, pay attention to Middle East geopolitical progress. SC focus range: [465 - 480] [9] LPG - **Core View**: Cautiously bearish [1] - **Main Logic**: Cost support weakens as the geopolitical premium of oil prices declines. Chemical demand weakens, with a decrease in PDH operating rates. Although port inventories have decreased, the overall fundamentals are bearish [1] - **Strategy**: In the long - term, the price center is expected to continue to decline. Short - term, due to uncertainties in oil prices, the fundamentals are bearish. PG focus range: [4150 - 4250] [13] L (Linear Low - Density Polyethylene) - **Core View**: Bearish consolidation [14] - **Main Logic**: Standard product devices are returning, leading to weaker basis and monthly spreads. The industry is slightly accumulating inventory, and the fundamentals are bearish. It is recommended that the industry consider selling hedges on rallies. With the return of devices, production is expected to increase this week, and the demand for agricultural films is in the off - season [17] - **Strategy**: Focus on the range of [6800 - 7000] [17] PP (Polypropylene) - **Core View**: Bearish consolidation [18] - **Main Logic**: Geopolitical disturbances exist, and it follows cost fluctuations in the short - term. The current supply - demand situation is weak, with a 22% parking ratio, alleviating supply pressure. PDH profits are low, providing cost support [21] - **Strategy**: Pay attention to the range of [6650 - 6850] [21] PVC (Polyvinyl Chloride) - **Core View**: Oscillating strongly [22] - **Main Logic**: Low valuation and export rush support near - month prices, with stronger basis and monthly spreads. Although the short - term export situation is good, the long - term supply - demand is expected to weaken, and the high - inventory structure is difficult to change [25] - **Strategy**: Focus on the range of [5000 - 5200] [25] PTA (Purified Terephthalic Acid) - **Core View**: Positive outlook, buy on significant pullbacks [26] - **Main Logic**: Valuation has been repaired, with improved processing fees. Supply - side devices are under planned maintenance, and downstream demand is seasonally weak. PX supply - demand is in a weak balance. There is seasonal inventory accumulation in January - February, but the outlook is positive [27] - **Strategy**: Pay attention to the 05 contract and consider buying on pullbacks. TA05 focus range: [5110 - 5230] [27] MEG (Ethylene Glycol) - **Core View**: Cautiously bearish [28] - **Main Logic**: Low valuation has been repaired, but supply - demand is weakening. Domestic device operating rates have increased, overseas devices have slightly increased their loads, and port inventories are rising. Downstream demand is seasonally weak [29] - **Strategy**: Look for short - selling opportunities on rebounds. EG05 focus range: [3710 - 3810] [30] Methanol - **Core View**: Cautiously bearish [2] - **Main Logic**: The main contract is at a high valuation in the past three months. Domestic device operating rates are high, while overseas devices have significantly reduced their loads. Demand has weakened significantly, but there is short - term bullish support due to geopolitical conflicts and rising overseas natural gas costs [33] - **Strategy**: The supply - side pressure still exists, and demand is weak. Pay attention to buying opportunities on pullbacks. MA05 focus range: [2235 - 2295] [35] Urea - **Core View**: Cautiously chase up [2] - **Main Logic**: The absolute valuation is not low, and the spot price of small - particle urea in Shandong is strong. The overall operating load is rising, and the demand is strong in the short - term but is expected to weaken during the holiday season. The export situation is relatively good, but the spread of the arbitrage window has narrowed [37] - **Strategy**: Be cautious about chasing up. UR05 focus range: [1770 - 1800] [39] LNG (Liquefied Natural Gas) - **Core View**: Cautiously bearish [40] - **Main Logic**: The impact of the cold wave on gas prices has weakened. Although the demand for heating in winter provides support, the supply is relatively sufficient, putting pressure on gas prices [43] - **Strategy**: NG focus range: [3.370 - 3.665] [44] Asphalt - **Core View**: Cautiously bearish [45] - **Main Logic**: Geopolitical uncertainties in the Middle East cause oil price fluctuations. The supply - demand of asphalt is relatively loose, and the demand is in the off - season. The cost is affected by the supply of Venezuelan crude oil [48] - **Strategy**: Pay attention to the import situation of asphalt raw materials. Be cautious about risks due to geopolitical uncertainties. BU focus range: [3300 - 3400] [49] Glass - **Core View**: Low - level oscillation [50] - **Main Logic**: The suspension of coal exports from Indonesia has pushed up coal prices, and the basis has weakened. The fundamentals are in a weak supply - demand situation, with high - level inventory slightly decreasing. The daily melting volume has increased, and supply reduction is needed to digest inventory [53] - **Strategy**: Be cautious about chasing up before further cold - repair is realized. FG focus range: [1070 - 1120] [53] Soda Ash - **Core View**: Bearish consolidation [54] - **Main Logic**: Supply - demand changes are small, and it rebounds weakly following the cost. The demand from the real - estate sector is weak, and the demand for heavy soda ash is insufficient. The second - phase 2.8 - million - ton device of Yuanxing has been put into production, and short - term device maintenance has increased, putting pressure on supply [57] - **Strategy**: Be cautious about chasing up before further maintenance intensifies. SA focus range: [1190 - 1240] [57]

Core Insights - Hess Midstream LP (NYSE:HESM) is a significant player in the midstream energy sector, focusing on the processing, storage, and transportation of natural gas and crude oil, primarily in the United States [1] Financial Performance - For the fourth quarter of 2025, HESM reported earnings per share (EPS) of $0.72, slightly below the estimated $0.723, but an increase from $0.68 in the same quarter of 2024, indicating growth in profitability [2][6] - The company's revenue for the quarter was approximately $404.2 million, missing the estimated $419.2 million, which raises concerns about meeting market expectations [3][6] - HESM's net income for the quarter was $168 million, a slight decrease from $172.1 million in the previous year, indicating some pressure on profitability [3] Financial Ratios - HESM has a price-to-earnings (P/E) ratio of 13.81, a price-to-sales ratio of 4.56, and an enterprise value to sales ratio of 6.91, reflecting the market's valuation of its earnings and revenue [4] - The enterprise value to operating cash flow ratio is 11.17, indicating the relationship between the company's value and its cash flow from operations [4] Financial Health - The company has a high debt-to-equity ratio of 6.63, indicating significant reliance on debt financing, which could pose risks if financial challenges arise [5][6] - HESM's current ratio is 0.75, suggesting potential liquidity issues as it may struggle to cover short-term liabilities with current assets [5][6] - Despite these challenges, the earnings yield stands at 7.24%, offering a decent return on investment for shareholders [5]

- The DecompGRU model was used to construct a weekly long-only stock selection portfolio, holding the top 200 stocks with the highest integrated scores equally weighted The portfolio is rebalanced weekly based on the updated factor values from the previous Friday's closing prices Stocks with price limits or suspension are excluded, and transaction costs are not considered The benchmark is the CSI All Share Equal Weight Index[8][10] - The DecompGRU model's individual stock scores were aggregated to construct an ETF rotation portfolio The ETF pool is limited to industry and thematic ETFs, retaining only the ETF with the highest average daily trading volume over the past five days if multiple ETFs track the same index The portfolio is rebalanced weekly, holding 2-6 ETFs per period, with a benchmark of the Wind Thematic ETF Index[11][13] - A sentiment factor was constructed using user behavior data from Tonghuashun, aggregating stock-level heat indicators (browsing, watchlist, and click counts) normalized as a percentage of the total market and scaled by 10,000 This aggregated heat indicator serves as a proxy for "sentiment heat" at the broad-based index, industry, and concept levels[15][19][28] - A simple rotation strategy was built based on the weekly heat change rate (MA2) of broad-based indices, buying the index with the highest heat change rate on the last trading day of each week If the "Others" group has the highest change rate, the strategy remains in cash The strategy achieved an annualized return of 8.74% since 2017, with a maximum drawdown of 23.5%[21][24] - A concept-level sentiment strategy was constructed by selecting the top 5 concepts with the highest weekly heat change rates, excluding the bottom 20% of stocks by market capitalization within each concept From each concept, the top 10 stocks by total heat were equally weighted to form the "TOP" portfolio, while the bottom 10 stocks formed the "BOTTOM" portfolio The BOTTOM portfolio achieved an annualized return of 15.71% with a maximum drawdown of 28.89%[39][41][42] - The DecompGRU TOP200 portfolio achieved a cumulative absolute return of 74.91% and an excess return of 38.96% relative to the CSI All Share Equal Weight Index since its inception on March 31, 2025 The portfolio's maximum drawdown was 10.08%, with a weekly win rate of 68.18% and a monthly win rate of 100% In January 2026, the portfolio's absolute return was 8.99%, with an excess return of 0.98%[10] - The ETF rotation portfolio achieved a cumulative absolute return of 40.08% and an excess return of 5.93% relative to the Wind Thematic ETF Index since its inception on March 18, 2025 The portfolio's maximum drawdown was 7.82%, with a weekly win rate of 64.44% and a monthly win rate of 70% In January 2026, the portfolio's absolute return was 10.98%, with an excess return of 3.37%[13][14] - The broad-based index heat momentum strategy achieved a cumulative return of 6.6% in 2026[24] - The concept-level sentiment BOTTOM portfolio achieved a cumulative return of 3.7% in 2026[42]

Core Viewpoint - Alliant Energy Corporation is a significant player in the utility sector, providing regulated electric and natural gas services primarily in the Midwest, specifically Iowa and Wisconsin, and is currently experiencing positive market sentiment reflected in its stock upgrade [1][2]. Financial Performance - The fourth quarter and year-end 2025 earnings release is crucial for assessing Alliant Energy's financial health, including revenue and profit margins [2]. - The company has a price-to-earnings (P/E) ratio of 21.05, indicating favorable market valuation of its earnings, while the price-to-sales ratio is 4.03 and the enterprise value to sales ratio is 6.70, suggesting strong investor confidence in its revenue-generating capabilities [3]. Financial Concerns - The debt-to-equity ratio stands at 1.63, indicating significant financial leverage that may affect the company's debt management [4]. - A current ratio of 0.83 suggests potential liquidity issues, indicating challenges in meeting short-term obligations [4]. Strategic Outlook - The upcoming earnings release and conference call are expected to provide insights into financial metrics and strategic initiatives undertaken in 2025, aiding investors and stakeholders in making informed investment decisions [5].

Core Viewpoint - The current state of A-shares and Hong Kong stocks is still considered a bull market, despite fluctuations and signs indicating it may be in the later stages of the bull cycle [4][10][53]. Market Performance - Over the past year, A-shares and Hong Kong stocks have seen significant increases, with the Hang Seng Index rising by 56.51% and the CSI All Share Index increasing by 68.54% from September 2024 to January 2026 [5]. - The CSI All Share Index experienced a rise of 61.93% from its lowest point in September 2024 to its peak in October 2025, confirming a technical bull market [9]. Market Signals - Signs indicating the potential late stage of the bull market include: 1. A surge in stock fund subscriptions exceeding 100 billion on January 12, 2026, alongside the suspension of certain fund subscriptions [13]. 2. An increase in the margin requirement from 80% to 100% announced by major exchanges on January 14, 2026, aimed at curbing leveraged investments [14]. 3. Significant net outflows from major ETFs, suggesting institutional investors are taking profits [14][15]. Market Characteristics - The current bull market has been characterized by significant gains in small-cap and growth stocks, with some reaching overvaluation [17]. - Conversely, dividend stocks have shown modest gains and remain relatively undervalued, indicating potential for future growth [21]. Valuation Insights - As of January 20, 2026, the market is rated around 3.8 stars, indicating that most stocks have returned to normal valuations, with fewer stocks considered undervalued [36]. - The overall valuation landscape has shifted from a high percentage of undervalued stocks in September 2024 to a more normalized state by early 2026 [37]. Key Indicators to Monitor - Important indicators to watch in the later stages of a bull market include: 1. Market valuation trends [28]. 2. The liquidity environment, which has been influenced by the U.S. Federal Reserve's interest rate policies [40]. 3. The fundamental performance of listed companies, which has shown positive growth but may not be sustainable [44]. Summary - The market is experiencing typical bull market fluctuations, with the current phase indicating a potential late-stage environment. Investors are advised to remain vigilant for key signals related to market valuation, liquidity, and company fundamentals while maintaining a strategy of buying on dips and selling on rallies [53].

Core Viewpoint - Regions Financial Corp is a significant player in the financial services sector, particularly in the southeastern United States, focusing on innovation and customer satisfaction to maintain a competitive edge [1] Financial Performance - In 2025, Regions Financial reported full-year earnings of $2.1 billion, with earnings per share of $2.30, or $2.33 on an adjusted basis [2][6] - The company achieved a return on tangible common equity exceeding 18%, indicating strong financial health and efficiency [3][6] Market Position - Regions Financial has a market capitalization of approximately $24.35 billion and a trading volume of 27.67 million shares [5] - The stock is currently considered modestly overvalued with a GF Value of $23.18, suggesting caution regarding its current valuation [4] Price Target and Growth Potential - Morgan Stanley set a price target of $31 for Regions Financial, indicating an 11.63% potential increase from its current trading price of $27.77 [2][6] - The company has demonstrated effective expense management, achieving 140 basis points of adjusted positive operating leverage and increasing tangible book value per share by 20% [5]