Modelling A.I. in Economics

LPG Industry Outlook: Will Demand Outweigh Supply?

Outlook: LPG Dorian LPG Ltd. Common Stock is assigned short-term Ba1 & long-term B1 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : SellSpeculative Trend
Time series to forecast n: for Weeks2
ML Model Testing : Modular Neural Network (News Feed Sentiment Analysis)
Hypothesis Testing : Pearson Correlation
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.


Dorian LPG Ltd. is a leading owner and operator of modern Very Large Gas Carriers (VLGCs), serving international energy companies. Its modern eco-design VLGCs provide highly efficient and safe транспортировка of liquefied petroleum gas (LPG) worldwide. Dorian LPG operates a fleet of 23 vessels with 12 additional VLGC newbuildings on order, scheduled for delivery by 2024. The company's experienced management team, led by Chairman John Hadjipateras and CEO John Lycouris, has a proven track record in the LPG shipping industry. Dorian LPG maintains a strong financial position with a low leverage profile and consistent cash flow generation. Its long-term contracts with reputable energy companies ensure stable revenue streams and provide a solid foundation for sustainable growth. Dorian LPG's commitment to safety and environmental responsibility is evident in its modern fleet equipped with the latest technology and its implementation of strict safety and environmental management systems. The company actively pursues initiatives to minimize its environmental footprint, such as adopting energy-efficient technologies and optimizing vessel operations to reduce emissions. The company's shares are traded on the New York Stock Exchange under the ticker symbol "LPG." Dorian LPG has a history of paying dividends to its shareholders, reflecting its commitment to returning value to investors. The company's dividend policy is subject to various factors, including market conditions and the company's financial performance. The company's financial performance has been impacted by fluctuations in the LPG shipping market. However, Dorian LPG's long-term focus on operational efficiency, prudent financial management, and commitment to customer service have positioned it well to navigate market fluctuations and maintain its position as a leading player in the LPG shipping industry. Analysts covering Dorian LPG generally maintain a positive outlook on the company, citing its strong market position, modern fleet, experienced management team, and commitment to safety and environmental stewardship. The company's growth prospects are supported by the expanding global LPG trade, driven by rising demand for cleaner energy sources. Overall, Dorian LPG is a well-established and financially sound company with a strong track record in the LPG shipping industry. Its modern fleet, experienced management team, focus on safety and environmental responsibility, and commitment to shareholder returns make it a compelling investment opportunity for those seeking exposure to the growing LPG shipping market.

Graph 13

Key Points

  1. Modular Neural Network (News Feed Sentiment Analysis) for LPG stock price prediction process.
  2. Pearson Correlation
  3. Can stock prices be predicted?
  4. Short/Long Term Stocks
  5. Operational Risk

LPG Stock Price Prediction Model

A robust machine learning model for LPG stock prediction involves integrating various factors that influence LPG demand and supply dynamics. The model should consider historical LPG consumption data, economic indicators such as GDP growth, population growth, and industrial production, as well as supply-side factors such as LPG production, imports, and exports. Additionally, weather patterns, technological advancements in LPG utilization, and government policies impacting LPG consumption should be incorporated. Employing a supervised learning approach, the model can be trained using a comprehensive dataset encompassing these factors, enabling it to learn the underlying relationships and make accurate predictions. By leveraging statistical techniques and algorithms, the model can identify trends, patterns, and seasonality in LPG demand and supply, providing valuable insights for stakeholders to optimize their operations and strategies. Regular monitoring and updating of the model with the latest data ensure its continued accuracy and reliability in predicting LPG stock levels, aiding decision-making processes in the LPG industry.1,2,3,4,5

ML Model Testing

F(Pearson Correlation)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 (News Feed Sentiment Analysis)) X S(n):→ 1 Year S = s 1 s 2 s 3

n:Time series to forecast

p:Price signals of LPG stock

j:Nash equilibria (Neural Network)

k:Dominated move of LPG stock holders

a:Best response for LPG 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?

LPG 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%

LPG Dorian LPG Ltd. Common Stock Financial Analysis*

Dorian LPG Ltd., a leading owner and operator of modern Very Large Gas Carriers (VLGCs), provides valuable insights into its financial outlook, underpinned by robust market fundamentals and strategic fleet expansion plans. The company's financial performance is expected to be influenced by several key factors: 1. Global LPG Trade Dynamics: The outlook for the global LPG trade remains positive, driven by increasing demand from emerging economies, particularly in Asia, and the transition to cleaner energy sources. Dorian LPG is well-positioned to capitalize on this growing demand, considering the essential role of VLGCs in transporting LPG globally. 2. Fleet Expansion and Vessel Utilization: Dorian LPG has embarked on a strategic fleet expansion program, with plans to increase its VLGC fleet from 24 vessels in 2021 to 30 by the end of 2023. This expansion is expected to enhance the company's operational flexibility, optimize voyage economics, and capture a larger share of the growing LPG trade. 3. Long-Term Charters and Stable Cash Flows: Dorian LPG benefits from a significant portion of its fleet being employed under long-term charters, providing stable and predictable cash flows. These long-term contracts offer revenue visibility and help mitigate exposure to short-term market fluctuations, ensuring a steady stream of income. 4. Cost Control and Operational Efficiency: The company is focused on controlling costs and maintaining operational efficiency to maximize profitability. Dorian LPG continuously implements measures to optimize vessel operations, reduce fuel consumption, and enhance overall efficiency. These efforts contribute to improved margins and sustainable financial performance. 5. Debt Management and Financial Flexibility: Dorian LPG maintains a prudent approach to debt management, aiming to optimize its capital structure and reduce financing costs. The company's strong financial position allows it to pursue strategic growth opportunities and navigate market challenges effectively. 6. Industry Consolidation and Market Share: Dorian LPG operates in a consolidating industry, where a handful of players control a significant portion of the VLGC market. The company's strategy involves selective acquisitions and partnerships to strengthen its market position and enhance its competitive advantage. 7. Clean Energy Transition and Environmental Focus: As the world transitions towards cleaner energy sources, Dorian LPG is exploring opportunities in the transportation of alternative fuels, such as ammonia and methanol. The company is committed to operating sustainably and reducing its environmental footprint, aligning with the evolving energy landscape. Overall, Dorian LPG's financial outlook is supported by the robust fundamentals of the LPG market, its strategic fleet expansion plans, long-term charters, cost control initiatives, prudent debt management, industry consolidation, and focus on clean energy. These factors position the company for continued growth and profitability in the years to come.

Rating Short-Term Long-Term Senior
Income StatementBaa2C
Balance SheetB3Ba3
Leverage RatiosB1Baa2
Cash FlowBaa2Baa2
Rates of Return and ProfitabilityBaa2Caa2

*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?

Dorian LPG Ltd. Common Stock Market Overview and Competitive Landscape

Dorian LPG Ltd. (NYSE: LPG) is a leading owner and operator of liquefied petroleum gas (LPG) shipping vessels. With a fleet of 24 modern VLGCs and a further six vessels on order, Dorian LPG is one of the largest LPG shipping companies in the world. The company's vessels are employed on long-term contracts with major energy companies, providing stable revenue and cash flow. Dorian LPG operates in a competitive market, with a number of other companies also owning and operating LPG shipping vessels. Some of the company's key competitors include BW LPG, Navigator Holdings, and Avance Gas. These companies offer similar services to Dorian LPG, and they compete for contracts with the same customers. The LPG shipping market is driven by a number of factors, including the demand for LPG as a fuel and petrochemical feedstock, the availability of LPG, and the cost of transportation. The demand for LPG is expected to continue to grow in the coming years, as it is a clean-burning fuel that is increasingly being used in power generation and transportation. The supply of LPG is also expected to increase, as new sources of LPG are developed around the world. However, the cost of transportation is a key factor in the LPG shipping market, as it can account for a significant portion of the total cost of LPG. Dorian LPG has a number of competitive advantages that help it to succeed in the LPG shipping market. The company has a young and modern fleet of vessels, which are more efficient and environmentally friendly than older vessels. Dorian LPG also has a strong track record of safety and reliability, which makes it a preferred choice for customers. Additionally, the company has a strong financial position, which allows it to invest in new vessels and expand its operations. Despite the competitive landscape, Dorian LPG is well-positioned to continue to grow and succeed in the LPG shipping market. The company has a strong track record, a modern fleet of vessels, and a strong financial position. As the demand for LPG continues to grow, Dorian LPG is expected to benefit from increased demand for its services.

Future Outlook and Growth Opportunities

Dorian LPG Ltd. (LPG) operates as a liquefied petroleum gas (LPG) shipping company worldwide. It engages in the transportation of LPG by sea and owns and operates a fleet of modern VLGCs. The company's ships carry LPG for oil companies, chemical companies, and traders. Dorian LPG's current fleet consists of 21 fully owned Very Large Gas Carriers (VLGCs). Dorian LPG has demonstrated resilient financial performance over the past years, supported by strong operating cash flow generation and a focus on cost control. The company's long-term contracts provide revenue visibility and stability in uncertain market conditions. Additionally, Dorian LPG's commitment to sustainability and environmental stewardship, including the adoption of fuel-efficient technologies and emission reduction initiatives, positions it well to navigate evolving industry regulations. Furthermore, the growing global demand for LPG as a cleaner and more efficient energy source bodes well for Dorian LPG's prospects. Expanding petrochemical facilities in Asia and increasing LPG consumption in developing economies are expected to drive the demand for LPG shipping services. The company's strategic partnerships with major energy companies and its experienced management team further enhance its competitive position. While the LPG market remains susceptible to geopolitical uncertainties and fluctuations in global energy demand, Dorian LPG's solid track record, long-term contracts, and focus on sustainability position it favorably to navigate these challenges and capitalize on emerging opportunities in the LPG shipping industry.

Operating Efficiency

Dorian LPG Ltd. (NYSE: LPG) has demonstrated a consistent track record of operational efficiency, supported by its modern fleet of Very Large Gas Carriers (VLGCs), prudent cost management, and effective utilization of its assets. 1. Modern and Efficient Fleet: Dorian LPG operates one of the youngest and most fuel-efficient VLGC fleets in the industry. The company's vessels are equipped with advanced technology and energy-saving features that minimize fuel consumption and reduce operating costs. This allows Dorian LPG to maintain a competitive edge and meet the evolving demands of the global LPG market. 2. Cost Control and Optimization: Dorian LPG has implemented various cost-saving initiatives to enhance its operational efficiency. The company focuses on optimizing voyage planning, bunker procurement, and maintenance schedules to minimize expenses. Additionally, Dorian LPG has a disciplined approach to managing administrative and overhead costs, which contributes to its overall cost competitiveness. 3. High Utilization Rates: Dorian LPG maintains a high utilization rate for its VLGC fleet, ensuring efficient deployment of its assets. The company actively seeks long-term contracts and charters with reputable customers, providing a stable revenue stream and minimizing idle time. This consistent utilization allows Dorian LPG to maximize its earnings potential and achieve economies of scale. 4. Operational Excellence and Safety: Dorian LPG prioritizes operational excellence and safety across its fleet. The company has implemented comprehensive safety protocols and training programs for its crew, fostering a culture of safety consciousness. This commitment to safety minimizes operational risks, reduces downtime due to accidents, and enhances the overall reliability of its services. 5. Advanced Technology and Innovation: Dorian LPG embraces technological advancements to improve its operational efficiency and reduce its environmental footprint. The company invests in innovative solutions, such as digitalization and data analytics, to optimize fleet management, enhance decision-making, and drive operational efficiencies. This forward-thinking approach positions Dorian LPG as a leader in the VLGC sector. Overall, Dorian LPG's focus on operational efficiency, modern fleet, cost control measures, high utilization rates, and commitment to safety and innovation have contributed to its strong financial performance and position as a leading provider of LPG transportation services.

Risk Assessment

Dorian LPG Ltd. (NYSE:LPG) is a shipping company specializing in the transportation of liquefied petroleum gas (LPG). The company's risk profile can be assessed by analyzing various factors such as its financial health, industry trends, competition, and market conditions. Dorian LPG has a sound financial position with a strong balance sheet and a manageable debt-to-equity ratio, indicating its ability to meet its financial obligations. However, the company's profitability has fluctuated in recent years due to volatile LPG freight rates and changes in global LPG trade patterns, posing a risk to its earnings and cash flow stability. The LPG shipping industry is characterized by intense competition, with a large number of well-established players, resulting in a competitive pricing environment and potentially limiting Dorian LPG's ability to generate higher margins. Additionally, the LPG market is susceptible to geopolitical events and global economic conditions, which can impact the demand for LPG and ultimately affect Dorian LPG's business operations. Furthermore, changes in environmental regulations and a shift towards cleaner energy sources could pose a long-term risk to the LPG shipping industry, potentially impacting Dorian LPG's future growth prospects. It's important for investors to thoroughly assess these factors and monitor the company's performance, industry developments, and market trends to make informed investment decisions.


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