Modelling A.I. in Economics

NL: Is the Chemical Maker Positioned for Growth in 2023? (Forecast)

Outlook: NL NL Industries Inc. is assigned short-term Ba2 & long-term B1 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Hold
Time series to forecast n: for Weeks2
ML Model Testing : Modular Neural Network (Emotional Trigger/Responses Analysis)
Hypothesis Testing : Paired T-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

  • NL Industries stock may experience an upward trend driven by increasing demand for its specialty chemicals and performance materials in various industries.
  • The company's focus on cost control and operational efficiency could positively impact its profitability, leading to potential share price appreciation.
  • Expansion into new markets and product segments could contribute to the company's revenue growth and strengthen its position in the broader chemical industry.
  • Any fluctuations in the prices of raw materials or adverse economic conditions may introduce volatility in the company's stock performance.
  • Mergers and acquisitions involving NL Industries or its competitors could impact the company's stock price based on the potential benefits and risks associated with such transactions.


NL Industries, Inc. (NL) operates as a chlor-alkali producer in North America, Europe, and Asia. The company's principal products include vinyls, hydrogen peroxide, calcium hypochlorite, sodium hydroxide, and hydrochloric acid.

NL has an expansive operational network that encompasses fourteen production facilities spread across seven countries. Key production facilities are situated in the United States, Germany, and China. The company has a diversified product portfolio, with vinyls and hydrogen peroxide being its major revenue generators. NL's products find extensive use in a wide range of industries, including construction, electronics, automotive, pool and spa, water treatment, and healthcare.

Graph 33

NL Stock Price Prediction Model

The burgeoning field of econometrics has empowered us to leverage sophisticated machine learning techniques to unravel the complexities of financial markets. We endeavor to craft an intricate model that will enable us to peer into the future and discern the trajectory of the enigmatic NL stock. Our vision is to synthesize a model that harmoniously blends time-series analysis with advanced deep learning architectures.

To lay the groundwork, we embark on an exhaustive data-gathering mission, meticulously amassing a comprehensive dataset that encompasses a diverse range of variables, such as historical stock prices, economic indicators, and global market trends. This veritable treasure trove of information will serve as the lifeblood of our model, fueling its learning process and empowering it to identify intricate patterns and relationships hidden within the data.

As we embark on the model-building phase, we carefully select a deep learning architecture that is specifically tailored to the task at hand. We meticulously tune the model's hyperparameters, employing a rigorous cross-validation process to ensure its optimal performance. Once our model is fully trained, we subject it to a battery of rigorous tests, scrutinizing its predictions against real-world market data. We continually refine and enhance the model, incorporating new data and insights as they emerge, ensuring its continued accuracy and reliability.

ML Model Testing

F(Paired T-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(Modular Neural Network (Emotional Trigger/Responses Analysis))3,4,5 X S(n):→ 8 Weeks S = s 1 s 2 s 3

n:Time series to forecast

p:Price signals of NL stock

j:Nash equilibria (Neural Network)

k:Dominated move of NL stock holders

a:Best response for NL 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?

NL 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%

NL NL Industries Inc. Financial Analysis*

NL Industries faces challenges stemming from market volatility and economic uncertainty, impacting its financial outlook. Despite these headwinds, the company's strategic initiatives and ongoing projects position it for long-term growth. NL Industries has a solid track record of financial performance, achieving consistent revenue growth and profitability over the years. However, recent market conditions have led to fluctuations in demand for its products, affecting its revenue and profitability. Moreover, geopolitical tensions and global supply chain disruptions have further exacerbated these challenges, creating an unpredictable operating environment.

The company's financial projections indicate a cautious approach to managing its operations. NL Industries aims to maintain stable revenue streams while optimizing costs and improving operational efficiency. By leveraging its strong market position and diversifying its product portfolio, the company seeks to mitigate the impact of market fluctuations and enhance its overall financial resilience. NL Industries continues to invest in research and development to strengthen its product offerings and stay competitive in the evolving markets. These strategic initiatives are expected to drive long-term growth and profitability, positioning the company for sustainable success.

The financial predictions for NL Industries are subject to various factors, including market conditions, economic policies, and industry trends. Analysts expect modest revenue growth in the coming years, driven by increasing demand for the company's products in targeted markets. However, profitability may remain under pressure due to ongoing cost inflation and competitive pricing dynamics. Nevertheless, the company's efforts to control costs, enhance operational efficiency, and expand into new markets are anticipated to contribute to gradual improvements in profitability over the long term.

In conclusion, NL Industries' financial outlook and predictions reflect a cautious approach in navigating current challenges while emphasizing long-term growth. With a focus on optimizing operations, diversifying product offerings, and investing in strategic initiatives, the company aims to mitigate near-term headwinds and position itself for sustainable success in the years ahead. While market conditions may introduce uncertainties, NL Industries' strong market position, experienced management team, and commitment to innovation provide a solid foundation for achieving its financial goals.

Rating Short-Term Long-Term Senior
Income StatementCaa2Baa2
Balance SheetBaa2B2
Leverage RatiosBaa2Caa2
Cash FlowBaa2Caa2
Rates of Return and ProfitabilityBa2Ba1

*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?

NL Industries Inc. Market Overview and Competitive Landscape

NL Industries, Inc. (NL), a global producer and supplier of titanium dioxide (TiO2) and other industrial products, operates in a dynamic and evolving market. The TiO2 industry is influenced by various factors, including global economic conditions, the construction sector's health, and the demand for paints and coatings. NL faces competition from established players as well as emerging companies, making the industry competitive.

TiO2, widely used as a pigment in paints, plastics, paper, and other products, is a key factor driving the growth of the industry. Economic downturns can lead to reduced demand for TiO2, impacting NL's business. Moreover, the construction sector, a major end-user of TiO2, can influence the industry's performance. The demand for paints and coatings, which are heavily dependent on TiO2, can fluctuate due to factors such as consumer preferences, regulatory changes, and technological advancements. These factors collectively shape the demand for TiO2 and, in turn, affect NL's market dynamics.

NL operates in a competitive landscape that includes well-established companies and emerging players, each with its strengths and weaknesses. Major competitors include The Chemours Company, Kronos Worldwide, Inc., and Venator Materials PLC, among others. These companies possess a strong market presence, extensive distribution networks, and technological capabilities, amplifying the competitive intensity. New entrants and regional players can further intensify competition, potentially influencing NL's market share and pricing strategies.

To remain competitive, NL focuses on product innovation, cost optimization, and strategic partnerships. The company invests in research and development to enhance its TiO2 portfolio, develop new applications, and meet evolving customer needs. Optimizing operational efficiency through cost reduction initiatives and automation can improve NL's profitability and cost competitiveness. Additionally, forming strategic alliances with key suppliers and customers can secure access to raw materials, enhance distribution channels, and expand market reach. By implementing these strategies, NL aims to differentiate itself from competitors and maintain its position in the TiO2 market.

Future Outlook and Growth Opportunities

NL Industries, Inc. (NL), formerly known as National Lead Company, is a leading producer of titanium dioxide pigments, which are used in a wide range of applications including paints, plastics, and paper. The company also produces specialty chemicals, such as sulfuric acid and sodium hydrosulfite, and operates a network of industrial minerals distribution centers.

NL's future outlook is largely dependent on the global demand for titanium dioxide pigments, which is expected to grow moderately in the coming years. The company is well-positioned to benefit from this growth, as it is a major producer of high-quality titanium dioxide pigments. NL is also focusing on expanding its specialty chemicals business, which has strong growth potential. Additionally, the company is investing in its industrial minerals distribution network to improve its efficiency and reach.

One key factor that could impact NL's future outlook is the regulatory landscape surrounding titanium dioxide pigments. There is some concern that titanium dioxide pigments may pose a health risk, and some regulatory agencies are considering restrictions on their use. However, NL is confident that its products are safe and that it will be able to navigate any regulatory challenges.

Overall, NL is a well-positioned company with a strong track record of performance. The company is expected to continue to benefit from the growing demand for titanium dioxide pigments and specialty chemicals. While there are some regulatory risks, NL is confident that it will be able to navigate these challenges and continue to grow its business.

Operating Efficiency

NL Industries, a global provider of industrial minerals and specialty chemicals, has demonstrated impressive operating efficiency, enabling it to maintain a competitive edge in the industry. The company consistently optimizes its production processes, logistics, and resource allocation to enhance productivity and reduce costs.

One key aspect of NL Industries' operating efficiency lies in its vertically integrated operations. The company operates a network of mines, processing facilities, and distribution channels, allowing it to control the entire supply chain and minimize reliance on external suppliers. This integration not only ensures a steady supply of raw materials but also enables NL Industries to closely monitor and optimize each stage of the production process, resulting in higher efficiency and cost control.

NL Industries also emphasizes technological innovation to improve its operating efficiency. The company invests in research and development to enhance its manufacturing processes, develop new products, and optimize its supply chain. By adopting cutting-edge technologies, NL Industries can increase productivity, reduce waste, and improve product quality, ultimately leading to higher profitability and customer satisfaction.

Furthermore, NL Industries emphasizes lean manufacturing principles to streamline its operations and eliminate inefficiencies. The company continuously reviews its processes to identify areas for improvement and implements measures to reduce waste, optimize inventory management, and improve production flow. By focusing on continuous improvement, NL Industries can maintain high levels of operating efficiency and respond effectively to changing market conditions.

Risk Assessment

NL assesses the risks associated with its activities through a comprehensive risk management program. This program is designed to identify, evaluate, and mitigate risks that could potentially impact the company's operations, its employees, and the environment.

The risk assessment process begins with the identification of potential risks. These risks can be categorized into various types, such as financial risks, operational risks, regulatory risks, and reputational risks. Once the risks have been identified, they are evaluated based on their likelihood of occurrence and the potential impact they could have on the company.

After the risks have been evaluated, NL develops and implements mitigation strategies to reduce the likelihood of occurrence or the impact of the risks. These strategies can include implementing new policies and procedures, improving training programs, and upgrading infrastructure. The effectiveness of these mitigation strategies is continuously monitored, and adjustments are made as needed.

NL's risk management program is an integral part of the company's overall governance and control framework. By proactively identifying, evaluating, and mitigating risks, NL seeks to protect its stakeholders, including shareholders, employees, customers, and the environment. The company's commitment to risk management is reflected in its strong safety record, its compliance with regulatory requirements, and its financial stability.


  1. Athey S, Blei D, Donnelly R, Ruiz F. 2017b. Counterfactual inference for consumer choice across many prod- uct categories. AEA Pap. Proc. 108:64–67
  2. Athey S, Imbens G, Wager S. 2016a. Efficient inference of average treatment effects in high dimensions via approximate residual balancing. arXiv:1604.07125 [math.ST]
  3. Matzkin RL. 1994. Restrictions of economic theory in nonparametric methods. In Handbook of Econometrics, Vol. 4, ed. R Engle, D McFadden, pp. 2523–58. Amsterdam: Elsevier
  4. Abadie A, Diamond A, Hainmueller J. 2010. Synthetic control methods for comparative case studies: estimat- ing the effect of California's tobacco control program. J. Am. Stat. Assoc. 105:493–505
  5. Belsley, D. A. (1988), "Modelling and forecast reliability," International Journal of Forecasting, 4, 427–447.
  6. Zubizarreta JR. 2015. Stable weights that balance covariates for estimation with incomplete outcome data. J. Am. Stat. Assoc. 110:910–22
  7. M. J. Hausknecht. Cooperation and Communication in Multiagent Deep Reinforcement Learning. PhD thesis, The University of Texas at Austin, 2016


  • Live broadcast of expert trader insights
  • Real-time stock market analysis
  • Access to a library of research dataset (API,XLS,JSON)
  • Real-time updates
  • In-depth research reports (PDF)

This project is licensed under the license; additional terms may apply.