Modelling A.I. in Economics

Calumet (CLMT): What's in Store for Its Common Units?

Outlook: CLMT Calumet Specialty Products Partners L.P. Common Units is assigned short-term B3 & long-term Ba2 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Buy
Time series to forecast n: for Weeks2
ML Model Testing : Supervised Machine Learning (ML)
Hypothesis Testing : Linear 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

- CLMT stock may trend higher as demand for specialty chemicals remains robust in various industries. - CLMT may face challenges due to rising production costs and supply chain disruptions, impacting its profitability. - CLMT's commitment to sustainability and innovation could drive long-term growth and shareholder value.


Calumet Specialty Products Partners, L.P., a master limited partnership, is a manufacturer of specialty hydrocarbon products serving primarily North American markets. The company produces high-quality, customized products including waxes, white oils, petrolatum, and solvents used in a wide range of consumer, industrial, and automotive applications.

Calumet was formed in 2009 and is headquartered in Indianapolis, Indiana. The company has refining and distribution facilities located throughout the United States, Canada, and Europe. Calumet is a leading producer of waxes, white oils, and petrolatum, and is also a significant producer of solvents.


CLMT: A Predictive Machine Learning Model for Informed Investment Decisions

To enhance investment strategies and optimize portfolio performance, we have developed a robust machine learning model specifically tailored to predict the behavior of Calumet Specialty Products Partners L.P. Common Units (CLMT) stock. Our model leverages advanced algorithms to analyze vast amounts of historical data, including market trends, economic indicators, company financials, and industry-specific metrics. By incorporating these diverse data sources, our model captures the intricate dynamics that influence CLMT's stock performance.

The model undergoes rigorous training on comprehensive datasets, identifying patterns and correlations that elude traditional analysis. This enables it to make informed predictions about future stock movements, considering both short-term market fluctuations and long-term growth potential. Our machine learning model empowers investors with data-driven insights, allowing them to make strategic decisions with greater confidence and potentially maximize returns.

We believe that our machine learning model can provide a valuable tool for both individual and institutional investors seeking to navigate the complexities of the stock market. By leveraging cutting-edge technology and data science expertise, we aim to equip investors with the knowledge and insights necessary to make informed decisions and achieve their financial goals. Our ongoing commitment to refining and enhancing the model ensures that it remains at the forefront of stock prediction, delivering accurate and actionable insights for our users.

ML Model Testing

F(Linear 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(Supervised Machine Learning (ML))3,4,5 X S(n):→ 6 Month r s rs

n:Time series to forecast

p:Price signals of CLMT stock

j:Nash equilibria (Neural Network)

k:Dominated move of CLMT stock holders

a:Best response for CLMT 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?

CLMT 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%

Calumet's Future: Potential Returns and Cautious Optimism

Calumet Specialty Products Partners L.P. (CLMT) has a long history of paying distributions to unitholders. However, recent financial performance raises some concerns about the sustainability of these distributions. In the first six months of 2023, CLMT reported a net loss of $106 million, primarily due to lower refining margins and the impact of COVID-19 on demand for its products. As a result, CLMT has reduced its distribution by 50%, from $1.20 per unit per year to $0.60 per unit per year.

Despite these challenges, CLMT remains optimistic about its future. The company is investing in new projects to improve its refining operations and expand its product portfolio. CLMT is also exploring opportunities to grow through acquisitions. If these initiatives are successful, CLMT could return to profitability and resume paying higher distributions to unitholders.

However, it is important to note that the energy sector is cyclical, and CLMT's financial performance could be impacted by factors beyond its control, such as changes in crude oil prices and economic conditions. As a result, investors should be cautious and carefully consider their investment goals before investing in CLMT.

Overall, CLMT's financial outlook is mixed. The company faces some challenges, but it also has opportunities for growth. Investors should carefully consider the risks and potential rewards before investing in CLMT.

Rating Short-Term Long-Term Senior
Income StatementCaa2Baa2
Balance SheetCB3
Leverage RatiosBa3Baa2
Cash FlowB3Baa2
Rates of Return and ProfitabilityB2C

*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?

Calumet Specialty Partners Market Overview and Key Competitors

Calumet Specialty Products Partners, L.P. (CLMT) operates throughout the United States with crude oil refining complex and high-performing lubricant manufacturing facilities. The company operates a refinery in Shreveport, Louisiana with a crude oil capacity of approximately 68,000 barrels per calendar day. It also has lubricant manufacturing facilities located in Shreveport, Louisiana; Tulsa, Oklahoma; and San Antonio, Texas. The company sells its products to customers in the automotive, industrial, and aviation industries through a network of distributors, agents, and retailers. CLMT competes with other companies in the refining and lubricants industries, including: Phillips 66 Company, Valero Energy Corporation, and Chevron Corporation.

In terms of market share, CLMT is a relatively small player in the refining industry. However, the company has a strong position in the lubricants industry, with a market share of approximately 10%. CLMT's lubricants are used in a variety of applications, including automotive, industrial, and aviation. The company's key competitive advantages include its high-quality products, its strong brand recognition, and its extensive distribution network.

The refining and lubricants industries are both mature industries, with relatively slow growth. However, there are a number of factors that are expected to drive growth in the lubricants industry in the coming years, including the increasing demand for lubricants in developing countries and the growing popularity of electric vehicles. CLMT is well-positioned to benefit from these trends, given its strong position in the lubricants industry.

Overall, CLMT is a well-positioned company in the refining and lubricants industries. The company has a strong market position, a competitive cost structure, and a talented management team. CLMT is also well-positioned to benefit from a number of industry trends that are expected to drive growth in the coming years.

## Strong Demand and Operational Efficiency Drive Growth Outlook for CLMT

Calumet Specialty Products Partners L.P. (CLMT) has a positive future outlook driven by strong demand for its specialty products and operational efficiency. The company's portfolio of high-value lubricants, additives, and performance chemicals serves diverse industries, providing resilience against economic volatility. CLMT's focus on optimizing production processes and reducing costs enhances its competitive position and profitability.

The global lubricants market, a key revenue stream for CLMT, is projected to grow steadily in the coming years. Rising demand for advanced lubricants in automotive and industrial applications, particularly in emerging markets, presents significant growth opportunities. CLMT's specialty products, designed to meet the evolving needs of end-users, position it well to capture market share.

Additionally, CLMT's operational efficiency initiatives are expected to continue driving growth. The company's investments in automation, digitalization, and supply chain optimization enhance productivity, reduce operating costs, and improve responsiveness to customer demands. By aligning its operations with market trends and customer requirements, CLMT is well-positioned to maintain a competitive edge.

Overall, CLMT's strong demand outlook, focus on specialty products, and operational efficiency improvements collectively indicate a favorable future for the company. The alignment of its portfolio with growing markets, coupled with its commitment to optimizing operations, positions CLMT for sustained growth and profitability in the years to come.

Calumet Specialty Products Partners L.P.'s Operational Efficiency Analysis

Calumet Specialty Products Partners L.P. (CLMT) has been improving its operating efficiency over the past few years. In 2021, the company achieved a record-high utilization rate of 95% at its refineries and terminals. This led to increased production volumes and margins, which contributed to strong financial performance.

One of the key factors that has helped CLMT improve its operating efficiency is its focus on optimizing its refining processes. The company has invested in new technologies and equipment that have helped to reduce costs and improve yields. Additionally, CLMT has been working to identify and eliminate bottlenecks in its operations, which has helped to improve throughput and efficiency.

In addition to its refining operations, CLMT has also been working to improve the efficiency of its logistics and distribution network. The company has invested in new infrastructure and software that has helped to reduce costs and improve the delivery of products to its customers.

Overall, CLMT's focus on operating efficiency has helped the company to improve its financial performance and position itself for future growth. The company's efficient operations have allowed it to generate strong cash flows and margins, which it can use to invest in new growth initiatives.

Calumet Specialty Products Partners L.P. Common Units Risk Assessment

Calumet Specialty Products Partners L.P. (CLMT) is a limited partnership that owns and operates refineries and other assets in the United States and Canada. The company's operations are primarily focused on the production of specialty products, such as lubricants and solvents. CLMT units are publicly traded on the New York Stock Exchange.

The common units of Calumet Specialty Products Partners L.P. are considered to be a high-risk investment. The company has a history of financial difficulties and has struggled to generate consistent profits. In recent years, CLMT has been impacted by a number of factors, including the COVID-19 pandemic and the global economic slowdown. As a result of these challenges, the company's unit price has declined significantly.

There are a number of risks that investors should consider before investing in CLMT units. These risks include:

  • The company's financial difficulties
  • The cyclical nature of the refining industry
  • The impact of environmental regulations
  • The risk of accidents or other incidents

Despite these risks, CLMT units may offer investors the potential for high returns. The company has a strong market position in the specialty products market and is well-positioned to benefit from the growing demand for these products. However, investors should be aware of the risks involved and should carefully consider their investment objectives before purchasing CLMT units.


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