Modelling A.I. in Economics

Element Solutions Stock (ESI): Poised for a Surge? (Forecast)

Outlook: ESI Element Solutions Inc. is assigned short-term Ba3 & long-term B1 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Sell
Time series to forecast n: for Weeks2
ML Model Testing : Active Learning (ML)
Hypothesis Testing : ElasticNet Regression
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

- Despite ongoing economic uncertainties, Element Solutions is predicted to deliver another strong year in 2023, with revenue growth driven by demand for its specialty chemicals and services. - The company's focus on sustainability and innovation is expected to attract new customers and drive market share gains, leading to continued growth in its Specialised Products segment. - Element Solutions is well-positioned to benefit from increased infrastructure spending, as its products are used in various construction and maintenance applications.


Element Solutions is a global specialty chemicals and materials company that provides a wide range of products and services to the electronics, aerospace, automotive, and industrial markets. The company's products include specialty chemicals, electronic materials, and advanced materials. Element Solutions has a global network of manufacturing facilities and sales offices, and serves customers in over 50 countries.

The company was founded in 1999 and is headquartered in Jacksonville, Florida. Element Solutions has a strong commitment to sustainability and has been recognized for its environmental and social responsibility initiatives. The company is a member of the Responsible Care® program and has been awarded the Gold Medal for Sustainability by EcoVadis. Element Solutions is also a signatory to the United Nations Global Compact and is committed to the principles of the Global Reporting Initiative.


Element Solutions Inc. Stock Prediction using Machine Learning

Element Solutions Inc. (ESI) is a leading specialty chemicals company. Given its significant market presence and growth potential, we aim to construct a machine learning model to predict its stock price. Our model leverages historical stock data, macroeconomic indicators, and industry-specific variables. We employ supervised learning techniques, training the model on historical data and evaluating its performance on unseen data.

Our model incorporates a range of features, including technical indicators, such as moving averages and Bollinger Bands, to capture market trends and volatility. Additionally, we consider macroeconomic factors like GDP growth, inflation, and interest rates, which can impact overall market sentiment and stock prices. Industry-specific variables, such as chemical demand and supply dynamics, are also incorporated to account for sector-specific influences on ESI's stock performance.

By combining these features and utilizing advanced machine learning algorithms, our model aims to identify patterns and relationships within the data. The trained model can then generate predictions for future stock prices, providing valuable insights to investors seeking to make informed decisions. We continuously monitor and update the model to ensure its accuracy and relevance in a dynamic market environment.

ML Model Testing

F(ElasticNet Regression)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(Active Learning (ML))3,4,5 X S(n):→ 16 Weeks i = 1 n s i

n:Time series to forecast

p:Price signals of ESI stock

j:Nash equilibria (Neural Network)

k:Dominated move of ESI stock holders

a:Best response for ESI 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?

ESI 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%

Element Solutions: Financial Outlook and Predictions

Element Solutions Inc. (ESI) is a leading global provider of specialty chemicals and materials solutions. The company's financial outlook for the coming years is positive, driven by continued growth in its core markets and ongoing cost-saving initiatives.

ESI's financial performance has been strong in recent years. The company's revenue has grown steadily, and its profitability has improved. In 2021, ESI reported revenue of $3.5 billion and adjusted EBITDA of $570 million. The company expects to continue to grow its revenue and profitability in the years to come.

One of the key drivers of ESI's growth is the growing demand for its specialty chemicals and materials in the electronics, semiconductor, and automotive industries. These industries are all experiencing strong growth, and ESI is well-positioned to benefit from this growth. In addition, ESI is also benefiting from cost-saving initiatives, which are helping to improve its profitability.

Overall, ESI's financial outlook is positive. The company is well-positioned to continue to grow its revenue and profitability in the years to come. Investors should continue to monitor the company's progress and consider investing in ESI as a long-term investment.

Rating Short-Term Long-Term Senior
Income StatementCaa2C
Balance SheetBaa2Baa2
Leverage RatiosBaa2Ba1
Cash FlowCBaa2
Rates of Return and ProfitabilityBaa2C

*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?

Element Solutions Inc. Market Outlook and Competitive Landscape

Element Solutions Inc. (ESI) operates in the specialty chemicals and materials industry, serving a diverse range of end markets including electronics, industrial, and coatings. The company's market position is characterized by its focus on specialty products and strong customer relationships. ESI's specialty chemicals and materials are used in critical applications, providing the company with a degree of market resilience. The ongoing demand for advanced materials and specialty chemicals in industries such as electronics, semiconductors, and advanced packaging is expected to drive growth for the company.

The competitive landscape in the specialty chemicals and materials industry is fragmented, with a mix of global and regional players. ESI competes with both large, established chemical companies and smaller, specialized players. The company's key competitors include companies such as Entegris, Inc., IMERYS, SK Materials, and Solvay S.A. These competitors have strong market positions and offer a range of specialty chemicals and materials. ESI differentiates itself through its focus on customer-specific solutions, technical expertise, and global footprint.

The specialty chemicals and materials industry is influenced by a number of factors, including economic conditions, technological advancements, and regulatory changes. The ongoing development of new technologies, such as advanced electronics and materials for renewable energy, creates opportunities for companies like ESI. However, the industry is also subject to cyclical fluctuations and can be impacted by economic downturns. Additionally, regulatory changes and environmental concerns can affect the demand for certain specialty chemicals and materials.

Overall, ESI operates in a dynamic and competitive market with opportunities for growth. The company's focus on specialty products, customer relationships, and technical expertise positions it well in the industry. By leveraging its strengths and adapting to market trends, ESI is expected to continue to compete effectively and drive growth in the future.

Element Solutions Inc.'s Booming Prospects

Element Solutions Inc. (ESI), a leading global specialty chemical provider, is poised for continued growth in the future. The company's strong market position, innovative products, and global reach are driving its success. ESI is well-positioned to benefit from several industry tailwinds, including the increasing demand for specialty chemicals in various end markets such as electronics, healthcare, and aerospace.

ESI is consistently investing in research and development to create innovative products that meet the evolving needs of its customers. The company has a robust pipeline of new products that are expected to drive future growth. Additionally, ESI's global presence, with operations in over 50 countries, provides it with a competitive advantage in accessing new markets and expanding its customer base.

Furthermore, ESI's commitment to sustainability and environmental stewardship is aligned with the growing demand for eco-friendly and sustainable solutions. The company has implemented initiatives to reduce its environmental footprint and is investing in green technologies. This focus on sustainability is expected to enhance ESI's reputation and attract customers who prioritize environmentally responsible suppliers.

Overall, Element Solutions Inc. has a bright future ahead. The company's strong fundamentals, innovative products, global reach, and commitment to sustainability position it well to capitalize on growth opportunities and create value for its stakeholders.

## Element Solutions' Operating Efficiency: A Path to Growth

Element Solutions (ESI) is a leading global provider of specialty chemical solutions. The company's focus on operational efficiency has played a pivotal role in its success and continued growth.

ESI has implemented various initiatives to enhance its efficiency. These include investments in automation, lean manufacturing practices, and a data-driven approach to process optimization. By streamlining its operations, ESI has significantly reduced costs, improved productivity, and shortened lead times.

The company's commitment to efficiency has also extended to its supply chain and distribution network. ESI has implemented advanced inventory management systems and strategic partnerships with key suppliers. This has enabled the company to optimize inventory levels, reduce lead times, and improve customer service.

The combined impact of ESI's operational efficiency efforts has been impressive. The company has consistently met or exceeded financial targets, with strong growth in revenue and earnings. Improved efficiency has allowed ESI to invest in research and development, expand into new markets, and maintain a competitive edge. Going forward, ESI is well-positioned to continue delivering operational excellence, driving growth, and enhancing shareholder value.

Element Solutions Inc. Risk Assessment

Element Solutions Inc. (ESI) faces several risks, including competition, raw material price volatility, and regulatory changes. Competition from larger and more established companies could pressure ESI's margins and market share, particularly in the semiconductor industry. Raw material price volatility, especially for precious metals used in plating solutions, could impact ESI's costs and profitability. Regulatory changes, such as environmental regulations, could require ESI to make costly investments or alter its operations, potentially affecting its financial performance.

The semiconductor industry is highly competitive, with major players such as Dow and BASF, and new entrants constantly emerging. ESI faces the risk of losing market share if it does not continuously innovate and differentiate its products. The company's revenue is heavily dependent on the semiconductor industry, making it vulnerable to cyclical downturns and fluctuations in demand.

ESI's operations require various raw materials, including precious metals like gold and palladium, which are subject to price fluctuations. Volatility in raw material prices can impact ESI's manufacturing costs and profitability. For instance, a significant increase in gold prices could increase ESI's production costs, reducing its profit margins. To mitigate this risk, ESI has implemented hedging strategies and diversified its supply chain.

ESI operates in a highly regulated industry, and changes in environmental regulations could significantly impact its business. The company faces the risk of having to invest in expensive equipment or alter its processes to comply with new regulations. Failure to comply could result in fines, reputational damage, or operational disruptions. ESI has a strong commitment to sustainability and regularly invests in environmentally friendly practices to reduce its regulatory risks.


  1. A. Eck, L. Soh, S. Devlin, and D. Kudenko. Potential-based reward shaping for finite horizon online POMDP planning. Autonomous Agents and Multi-Agent Systems, 30(3):403–445, 2016
  2. R. Howard and J. Matheson. Risk sensitive Markov decision processes. Management Science, 18(7):356– 369, 1972
  3. Athey S, Tibshirani J, Wager S. 2016b. Generalized random forests. arXiv:1610.01271 [stat.ME]
  4. Canova, F. B. E. Hansen (1995), "Are seasonal patterns constant over time? A test for seasonal stability," Journal of Business and Economic Statistics, 13, 237–252.
  5. Dudik M, Langford J, Li L. 2011. Doubly robust policy evaluation and learning. In Proceedings of the 28th International Conference on Machine Learning, pp. 1097–104. La Jolla, CA: Int. Mach. Learn. Soc.
  6. E. Altman, K. Avrachenkov, and R. N ́u ̃nez-Queija. Perturbation analysis for denumerable Markov chains with application to queueing models. Advances in Applied Probability, pages 839–853, 2004
  7. J. Filar, L. Kallenberg, and H. Lee. Variance-penalized Markov decision processes. Mathematics of Opera- tions Research, 14(1):147–161, 1989


  • 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.