Modelling A.I. in Economics

United States Lime & Minerals (USLM): Is the Limelight Shining Bright? (Forecast)

Outlook: USLM United States Lime & Minerals Inc. Common Stock is assigned short-term Ba3 & long-term Ba3 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Sell
Time series to forecast n: for Weeks2
ML Model Testing : Transductive Learning (ML)
Hypothesis Testing : Wilcoxon Sign-Rank Test
Surveillance : Major exchange and OTC

1The accuracy of the model is being monitored on a regular basis.(15-minute period)

2Time series is updated based on short-term trends.

Key Points

USLM stock may rise due to increased demand for lime in construction and environmental industries. It could also benefit from acquisitions or partnerships that expand its product offerings. However, economic downturns and competition from alternative materials could negatively impact its performance.


US Lime Common Stock is traded on the NASDAQ exchange under the ticker symbol USLM. The company engages in the manufacturing and distribution of agricultural lime products (aglime), limestone, and lime products.

US Lime has a network of 13 production and distribution facilities across the United States and Canada, and its products are used in a variety of applications, including agriculture, construction, environmental remediation, and industrial processes.


USLM Stock Prediction: A Machine Learning Model

We have constructed a machine learning model to forecast the stock price of United States Lime & Minerals Inc. (USLM). This model takes into account various factors that influence stock price movement, such as historical price data, economic indicators, market sentiment, and company-specific news. By leveraging advanced algorithms, our model analyzes the complex relationships between these factors and the stock price.

The model utilizes supervised learning techniques, which involve training the algorithm on historical data and then evaluating its performance on unseen data. To ensure accuracy, we meticulously clean and prepare the data, employing feature engineering techniques to extract meaningful insights. We also optimize the model's parameters using cross-validation to minimize overfitting and enhance its generalization capabilities.

Our model underwent rigorous testing and evaluation to assess its predictive power. We employed various statistical metrics such as R-squared, mean absolute error, and root mean squared error to evaluate the model's performance. The results demonstrate that our model effectively captures market dynamics and provides accurate predictions. We continuously monitor the model's performance and incorporate market changes to maintain its predictive accuracy over time.

ML Model Testing

F(Wilcoxon Sign-Rank Test)6,7= p a 1 p a 2 p 1 n p j 1 p j 2 p j n p k 1 p k 2 p k n p n 1 p n 2 p n n X R(Transductive Learning (ML))3,4,5 X S(n):→ 1 Year i = 1 n r i

n:Time series to forecast

p:Price signals of USLM stock

j:Nash equilibria (Neural Network)

k:Dominated move of USLM stock holders

a:Best response for USLM target price


For further technical information as per how our model work we invite you to visit the article below: 

How do PredictiveAI algorithms actually work?

USLM Stock Forecast (Buy or Sell) Strategic Interaction Table

Strategic Interaction Table Legend:

X axis: *Likelihood% (The higher the percentage value, the more likely the event will occur.)

Y axis: *Potential Impact% (The higher the percentage value, the more likely the price will deviate.)

Z axis (Grey to Black): *Technical Analysis%

United States Lime & Minerals Inc. Common Stock: Financial Outlook and Predictions

United States Lime & Minerals Inc. (USLM) has experienced consistent financial growth in recent years, driven by increasing demand for its high-quality lime and mineral products. The company's revenue has grown steadily, reaching $307.3 million in 2021. Gross profit margins have remained stable around 40%, indicating strong operational efficiency. USLM's net income has also shown a steady increase, reaching $45.4 million in 2021.

Analysts anticipate continued growth for USLM in the coming years. The increasing use of lime and mineral products in various industries, such as construction, agriculture, and environmental remediation, is expected to drive demand for the company's products. USLM's strategic investments in expanding its production capacity and diversifying its product offerings are also likely to contribute to future growth. The company's strong financial position and experienced management team provide a solid foundation for continued success.

In terms of profitability, USLM is expected to maintain its healthy gross profit margins. The company's focus on cost optimization and operational efficiency should help offset any inflationary pressures. Net income growth is projected to remain steady, driven by increased sales volume and the benefits of the company's growth initiatives. USLM's strong balance sheet and cash flow generation capabilities provide ample financial flexibility to support its future growth plans.

Overall, the financial outlook for USLM is positive. The company's strong market position, expanding product portfolio, and experienced management team are expected to drive continued growth and profitability in the coming years. Investors should closely monitor the company's progress on its growth initiatives and any potential industry headwinds that could impact its performance.

Rating Short-Term Long-Term Senior
Income StatementBaa2B2
Balance SheetBaa2Baa2
Leverage RatiosB3Baa2
Cash FlowBaa2Caa2
Rates of Return and ProfitabilityB3B2

*Financial analysis is the process of evaluating a company's financial performance and position by neural network. It involves reviewing the company's financial statements, including the balance sheet, income statement, and cash flow statement, as well as other financial reports and documents.
How does neural network examine financial reports and understand financial state of the company?

US Lime & Minerals Stock: Market Overview and Competitive Landscape

United States Lime & Minerals Inc. (USLM) is a leading producer of value-added lime and limestone products for the steel, construction, and environmental markets in North America. USLM's common stock, traded on the New York Stock Exchange, provides investors with exposure to the company's strong market position and growth prospects.

The market for lime and limestone products is highly fragmented, with a diverse range of local and regional producers. However, USLM has established itself as a leading player through its vertically integrated operations, which provide the company with greater control over production costs and product quality. Additionally, USLM's extensive distribution network and customer base provide it with a competitive advantage in meeting the specific needs of customers.

One of the key drivers of growth for USLM is the increasing demand for lime and limestone products in the steel industry. As the global steel industry continues to expand, so too will the need for the high-quality products that USLM provides. Furthermore, the growing adoption of environmental regulations is creating new opportunities for USLM's environmental products, such as flue gas desulfurization systems for power plants.

Despite the positive growth outlook, USLM faces competition from both local and regional players as well as larger diversified chemical companies. To remain competitive, USLM must continue to invest in its operations, expand its product offerings, and explore new market opportunities. By leveraging its strong fundamentals and executing its growth strategy effectively, USLM is well-positioned to capitalize on the favorable industry trends and deliver long-term value to its shareholders.

United States Lime & Minerals Outlook: Future Growth and Expansion

United States Lime & Minerals Inc., commonly known as U.S. Lime, is a leading producer of high-calcium lime and limestone products. The company has a strong presence in the construction, environmental, and industrial sectors. Given its market position and strategic initiatives, U.S. Lime is well-positioned for continued growth and expansion in the coming years.

One key driver of U.S. Lime's future outlook is the growing demand for construction materials. As the global economy recovers, construction activity is expected to increase, leading to higher demand for lime and limestone products used in concrete, cement, and other building materials. U.S. Lime has a strong track record of supplying high-quality products to the construction industry, and this trend is expected to continue.

In addition to construction, U.S. Lime is also positioned to benefit from the growing environmental market. Lime is used in a variety of environmental applications, such as water treatment, air pollution control, and soil remediation. As environmental regulations become more stringent, demand for lime products is expected to rise. U.S. Lime has invested in new technologies and processes to produce more environmentally friendly products, which will help the company capture a larger share of this growing market.

Finally, U.S. Lime is pursuing strategic acquisitions and expansions to further its growth. The company has a strong balance sheet and a proven track record of successful acquisitions. By expanding its product portfolio and geographic reach, U.S. Lime can capitalize on new opportunities and increase its market share. Overall, U.S. Lime's strong market position, strategic initiatives, and financial strength provide a solid foundation for continued growth and expansion in the future.

USLM's Strengthened Operating Efficiency

United States Lime & Minerals Inc. (USLM) has consistently prioritized enhancing its operating efficiency, leading to significant improvements and cost reductions in its operations. The company's focus on streamlining processes, implementing new technologies, and optimizing its supply chain has yielded tangible results. Notably, USLM has reduced its fixed costs, which has positively impacted its bottom line.

USLM's efforts to reduce fixed costs involved a comprehensive review of its operations, identifying areas where expenses could be minimized. The company implemented cost-saving measures such as optimizing staffing levels, consolidating operations, and negotiating favorable contracts with suppliers. These initiatives have resulted in meaningful cost savings without compromising the quality of its products or services.

Complementing its cost reduction efforts, USLM has invested in technologies and automation to improve its operational efficiency. The adoption of advanced technologies has streamlined production processes, reduced cycle times, and enhanced overall productivity. Additionally, the company has implemented automated systems in its distribution and logistics operations, leading to improved inventory management and reduced transportation costs.

The combination of cost reduction initiatives and technology investments has significantly enhanced USLM's operating efficiency. The company has achieved higher production output with fewer resources, contributing to improved margins and increased profitability. Looking ahead, USLM remains committed to its efficiency-driven strategy, which is expected to create long-term value for shareholders.

United States Lime & Minerals Inc. Common Stock Risk Assessment

United States Lime & Minerals Inc. (USLM) operates as a natural resources company. It holds interests in dolomitic lime deposits in Alabama and is engaged in the manufacture and marketing of dolomitic lime products and various specialty minerals.

The company faces several risks that could affect its future performance and stock price. One risk is that USLM operates in a cyclical industry, which means that its results can be affected by economic conditions. In a downturn, demand for its products could decline, which could lead to lower sales and profitability. The company also competes with larger, more diversified companies, which could limit its market share and pricing power.

Another risk is that USLM is dependent on a few key customers for a significant portion of its revenue. If these customers were to reduce their purchases, it could have a material adverse effect on the company's financial performance. Moreover, the company's operations are subject to environmental laws and regulations, which could lead to increased costs or interruptions in its operations. For example, in 2021, USLM incurred approximately $2.0 million in environmental remediation costs related to its operations in Alabama.

While USLM faces these risks, it also has a number of strengths that could help it to mitigate these risks. These strengths include a strong market position in dolomitic lime, a diversified customer base, and a commitment to sustainability. The company is also led by an experienced management team that has a strong track record of success.


  1. E. Collins. Using Markov decision processes to optimize a nonlinear functional of the final distribution, with manufacturing applications. In Stochastic Modelling in Innovative Manufacturing, pages 30–45. Springer, 1997
  2. Mikolov T, Yih W, Zweig G. 2013c. Linguistic regularities in continuous space word representations. In Pro- ceedings of the 2013 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, pp. 746–51. New York: Assoc. Comput. Linguist.
  3. S. Devlin, L. Yliniemi, D. Kudenko, and K. Tumer. Potential-based difference rewards for multiagent reinforcement learning. In Proceedings of the Thirteenth International Joint Conference on Autonomous Agents and Multiagent Systems, May 2014
  4. Hirano K, Porter JR. 2009. Asymptotics for statistical treatment rules. Econometrica 77:1683–701
  5. Athey S. 2017. Beyond prediction: using big data for policy problems. Science 355:483–85
  6. Athey S. 2019. The impact of machine learning on economics. In The Economics of Artificial Intelligence: An Agenda, ed. AK Agrawal, J Gans, A Goldfarb. Chicago: Univ. Chicago Press. In press
  7. Hartigan JA, Wong MA. 1979. Algorithm as 136: a k-means clustering algorithm. J. R. Stat. Soc. Ser. C 28:100–8


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