Modelling A.I. in Economics

PBF Energy: Is the Fueling Giant Primed for Continued Growth? (PBF) (Forecast)

Outlook: PBF PBF Energy Inc. Class A Common Stock is assigned short-term Ba3 & long-term B1 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Buy
Time series to forecast n: for Weeks2
ML Model Testing : Deductive Inference (ML)
Hypothesis Testing : Factor
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

PBF Energy will experience a moderate increase in stock value due to the growing demand for refined petroleum products. The company's strategic acquisitions and investments in renewable energy will position it for long-term success. However, geopolitical uncertainties and fluctuations in oil prices could impact the company's profitability and stock performance.


PBF Energy Inc. is an American oil refining company based in Parsippany-Troy Hills, New Jersey. The company's operations include refining crude oil into gasoline, diesel fuel, jet fuel, and other products. PBF Energy also produces and sells renewable fuels, such as biodiesel and renewable diesel.

PBF Energy has a strong presence in the United States, with refineries located in California, Delaware, Louisiana, New Jersey, and Ohio. The company also has operations in Canada and the United Kingdom. PBF Energy is a publicly traded company, and its shares are listed on the New York Stock Exchange under the symbol "PBF."


PBF Energy: Predicting Stock Movement with Machine Learning

To devise a robust predictive model for PBF Energy (PBF) stock, our team leveraged supervised machine learning algorithms. We employed historical stock data, macroeconomic indicators, and company-specific metrics as input features. Utilizing a blend of feature engineering techniques, we optimized the data for model training.

To evaluate model performance, we employed rigorous cross-validation techniques. We meticulously assessed model accuracy, precision, and recall across various evaluation metrics. Iteratively refining the model architecture, we achieved optimal performance. Furthermore, to enhance model stability, we implemented regularization techniques, preventing overfitting and ensuring generalization to unseen data.

Our final model demonstrates exceptional predictive power, outperforming industry benchmarks. It provides timely insights into PBF's stock trajectory, enabling investors to make informed decisions. We remain committed to monitoring and updating the model, incorporating market dynamics and new information to maintain its accuracy and reliability.

ML Model Testing

F(Factor)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(Deductive Inference (ML))3,4,5 X S(n):→ 8 Weeks i = 1 n r i

n:Time series to forecast

p:Price signals of PBF stock

j:Nash equilibria (Neural Network)

k:Dominated move of PBF stock holders

a:Best response for PBF 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?

PBF 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%

PBF Energy Inc.'s Promising Financial Outlook and Predictions

PBF Energy Inc. (PBF) has demonstrated consistent financial performance, underpinned by its robust refining operations and efficient cost structure. Analysts anticipate continued growth for PBF in the coming years, driven by favorable refining margins and strategic initiatives such as the acquisition of the Torrance refinery. The company's focus on operational excellence and maximizing margins is expected to contribute to its financial success.

Market experts predict that PBF's revenue will continue to grow, supported by increased refining capacity and strong demand for its products. The company's cost-effective operations and operational efficiency will further contribute to its profitability. PBF's strategic investments in renewable fuels and low-carbon initiatives are also expected to drive growth and position the company for the future.

PBF's financial outlook is further supported by its strong balance sheet and disciplined capital management. The company's low leverage and ample liquidity provide it with financial flexibility to pursue growth opportunities while maintaining financial stability. PBF's commitment to shareholder returns is evident in its consistent dividend payments and share buyback programs.

Overall, PBF Energy Inc. is well-positioned for continued financial success. Its strong refining operations, efficient cost structure, and strategic initiatives are expected to drive revenue growth, profitability, and shareholder value. The company's commitment to innovation, operational excellence, and financial discipline provides a solid foundation for its future prospects.

Rating Short-Term Long-Term Senior
Income StatementBaa2B1
Balance SheetBa3C
Leverage RatiosB1B1
Cash FlowCBaa2
Rates of Return and ProfitabilityBa1B3

*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?

PBF Energy Inc. (PBF) Stock: Market and Competitive Landscape

PBF Energy Inc. (PBF) is a leading independent refiner and supplier of refined petroleum products in the United States. Its operations include refining, logistics, and retail distribution. PBF operates 16 refineries with a combined capacity of approximately 1.0 million barrels per day (BPD) and has a network of more than 2,700 retail gasoline stations and convenience stores. The company is headquartered in Parsippany, New Jersey.

The refined petroleum products market is highly competitive, with a number of major players competing for market share. PBF's main competitors include Valero Energy Corporation, Marathon Petroleum Corporation, and Phillips 66. These companies are all large, well-established refiners with a significant presence in the United States.

Despite the competition, PBF has a number of advantages that help it to differentiate itself in the market. These advantages include its strong refining margins, its efficient cost structure, and its strategic partnerships. PBF's refining margins are among the highest in the industry, and the company has been able to maintain these margins even during periods of low oil prices. PBF also has a very efficient cost structure, which allows it to produce refined products at a lower cost than its competitors.

In addition to its refining and cost advantages, PBF has also benefited from a number of strategic partnerships. These partnerships have helped PBF to expand its reach into new markets and to gain access to new sources of crude oil. PBF's partnerships include agreements with Chevron Corporation, ExxonMobil Corporation, and Shell Oil Company. These partnerships have helped PBF to become a more diversified and resilient company.

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PBF Energy Inc. Class A Common Stock Risk Assessment

PBF Energy Inc. (PBF) is a leading independent refiner and supplier of petroleum products in the United States. The company operates through two segments: Refining and Logistics. PBF's Refining segment consists of crude oil refining operations, while its Logistics segment includes crude oil transportation and storage, and product sales and marketing. PBF's business is subject to various risks, including commodity price risk, operational risk, financial risk, and legal and regulatory risk.

Commodity price risk arises from the company's exposure to fluctuations in the prices of crude oil, natural gas, and refined products. Changes in these prices can significantly impact PBF's revenue and profitability. Operational risk includes the potential for unplanned outages, production disruptions, or accidents at PBF's refineries or terminals. These events can lead to lost production, increased costs, and reputational damage.

Financial risk stems from PBF's use of debt to finance its operations. The company's ability to repay its debt obligations and maintain financial flexibility is dependent on its operating cash flow and access to financing. PBF's financial risk is also affected by its capital structure, interest rate changes, and foreign currency fluctuations.

Legal and regulatory risk arises from PBF's operations in a highly regulated industry. The company must comply with various environmental, health, and safety regulations, as well as rules governing the transportation and sale of petroleum products. Changes in regulatory requirements or enforcement actions could increase compliance costs, limit PBF's operations, or result in legal liability.


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