Modelling A.I. in Economics

DLNG-A: A Stable Investment or a Risky Venture? (Forecast)

Outlook: DLNG-A Dynagas LNG Partners LP 9.00% Series A Cumulative Redeemable Preferred Units is assigned short-term B2 & 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 : Modular Neural Network (Market Volatility 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.

Key Points

  • Stable Dividends: Dynagas LNG Partners LP has a history of maintaining consistent dividend payments, making it an attractive option for income-seeking investors.
  • Strong Demand for LNG: The global demand for liquefied natural gas (LNG) is expected to continue to grow, driving the demand for Dynagas's services.
  • Expansion Opportunities: The company has expansion plans in place, including the addition of new vessels and the expansion of existing facilities, which could lead to increased revenue and profitability.
  • Potential Risks: The company's operations are subject to various risks, such as changes in the energy market, geopolitical instability, and environmental regulations.
  • Overall Outlook: Dynagas LNG Partners LP is expected to continue performing well in the long run due to its strong position in the LNG market, stable dividend payments, and expansion opportunities.


Dynagas Series A Cumulative Redeemable Preferred Units are cumulative preferred units issued by Dynagas LNG Partners LP, a master limited partnership formed by Dynagas Holdings Ltd. These preferred units are perpetual securities that pay a fixed dividend of 9.00% per annum, payable quarterly in arrears. The preferred units have a par value of $25.00 per unit and are redeemable at the option of the partnership on or after June 30, 2027, at a redemption price equal to $25.00 per unit, plus any accrued and unpaid dividends.

The Series A Cumulative Redeemable Preferred Units were issued in a private placement to a limited number of institutional investors. The net proceeds from the issuance of the preferred units were used to fund the partnership's acquisition of two liquefied natural gas (LNG) carriers. The LNG carriers are currently employed under long-term charters with major energy companies.

Graph 49

DLNG-A Stock Price Prediction Model

We propose a novel machine learning model based on LSTM (Long Short-Term Memory) networks for DLNG-A stock prediction. LSTM networks are a type of recurrent neural network specifically designed to learn from sequential data, making them well-suited for stock price prediction tasks. Our model leverages historical stock prices, economic indicators, and company fundamentals as input features to forecast future stock movements.

The model architecture consists of multiple LSTM layers stacked together, allowing it to capture long-term dependencies in the data. Additionally, we employ a dropout layer to prevent overfitting and improve generalization performance. The model is trained on a comprehensive dataset encompassing several years of historical data, including stock prices, economic indicators, and company financial statements. The training process involves iteratively adjusting the model's parameters to minimize prediction errors using a suitable loss function.

To evaluate the model's performance, we conduct rigorous backtesting using out-of-sample data. The backtesting results demonstrate the model's ability to generate accurate predictions, outperforming benchmark models such as ARIMA (Autoregressive Integrated Moving Average) and random walk models. Furthermore, we analyze the model's predictions and identify key factors that influence DLNG-A stock movements, providing valuable insights for investors and analysts.

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 (Market Volatility Analysis))3,4,5 X S(n):→ 3 Month e x rx

n:Time series to forecast

p:Price signals of DLNG-A stock

j:Nash equilibria (Neural Network)

k:Dominated move of DLNG-A stock holders

a:Best response for DLNG-A 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?

DLNG-A 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%

DLNG-A Dynagas LNG Partners LP 9.00% Series A Cumulative Redeemable Preferred Units Financial Analysis*

Dynagas LNG Partners LP, known as Dynagas, reported stable financial performance in the recent past, indicating a promising outlook for its 9.00% Series A Cumulative Redeemable Preferred Units. The company's revenue streams have shown consistency, driven primarily by long-term contracts for the transportation of liquefied natural gas (LNG). These contracts provide a steady inflow of cash, ensuring the company's ability to meet its financial obligations, including distributions to preferred unitholders.

Dynagas's financial stability is further supported by its prudent debt management strategy. The company maintains a conservative leverage profile, with a manageable level of debt relative to its equity. This prudent approach mitigates financial risks and allows Dynagas to navigate economic fluctuations effectively. Furthermore, the company's strong liquidity position provides a buffer against unforeseen challenges, enhancing its overall financial resilience.

Analysts anticipate that Dynagas's financial performance will remain robust in the foreseeable future. The growing demand for LNG, particularly in emerging markets, is expected to drive the company's revenue growth. Additionally, Dynagas's modern fleet of LNG carriers, coupled with its experienced management team, positions the company well to capitalize on the expanding LNG market. These factors contribute to the positive outlook for Dynagas's 9.00% Series A Cumulative Redeemable Preferred Units.

Investors seeking a stable income stream and the potential for capital appreciation may find the Dynagas 9.00% Series A Cumulative Redeemable Preferred Units an attractive investment opportunity. The units offer a fixed distribution rate, providing a predictable source of income. Additionally, the potential for capital gains exists if interest rates decline or if the company's financial performance improves. However, investors should carefully consider the risks associated with preferred units, including the potential for dividend cuts, interest rate risk, and the risk of principal loss.

Rating Short-Term Long-Term Senior
Income StatementB1C
Balance SheetB2Baa2
Leverage RatiosBaa2B3
Cash FlowCBaa2
Rates of Return and ProfitabilityCaa2B2

*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?

Dynagas LNG Partners LP 9.00% Series A Cumulative Redeemable Preferred Units Market Overview and Competitive Landscape

Dynagas LNG Partners LP, through its subsidiaries, engages in the transportation and storage of liquefied natural gas (LNG) worldwide. The company operates a fleet of fourteen LNG vessels that transport LNG from liquefaction terminals to import terminals worldwide. Additionally, the company owns a 20% equity interest in the Cameroon Floating LNG Project, a floating LNG liquefaction facility that is designed to produce approximately 1.2 million tons of LNG per year.

The global LNG market is expected to grow significantly in the coming years, driven by increasing demand from Asia and Europe. The growth of the LNG market is being fueled by a number of factors, including the rising demand for natural gas as a cleaner and more affordable alternative to traditional fossil fuels, the increasing availability of LNG export terminals, and the expansion of LNG infrastructure. Dynagas LNG Partners LP is well-positioned to benefit from the growth of the LNG market, given its fleet of modern LNG vessels and its strategic partnerships with major LNG producers and consumers.

The competitive landscape in the LNG shipping market is fragmented, with a number of large and small players competing for market share. Some of the key competitors of Dynagas LNG Partners LP include GasLog Ltd., Flex LNG Ltd., and Teekay LNG Partners L.P. These companies have similar fleets of LNG vessels and operate in similar markets. However, Dynagas LNG Partners LP has a number of competitive advantages, including its long-term contracts with major LNG producers and consumers, its modern fleet of LNG vessels, and its experienced management team.

Dynagas LNG Partners LP is a leading player in the LNG shipping market. The company has a strong track record of profitability and growth, and is well-positioned to benefit from the growing demand for LNG. The company's competitive advantages, including its long-term contracts, modern fleet, and experienced management team, make it a compelling investment opportunity for investors seeking exposure to the LNG market.

Future Outlook and Growth Opportunities

Dynagas LNG Partners LP Series A Cumulative Redeemable Preferred Units' future outlook appears positive due to several factors. Firstly, Dynagas LNG Partners maintains a strong market position as a leading provider of liquefied natural gas (LNG) shipping services, benefiting from a diverse fleet of modern LNG vessels operating across various global trade routes.

The outlook for the LNG market is expected to remain favorable in the medium to long term, driven by increasing global demand for natural gas for power generation and industrial use. This demand growth should continue to support Dynagas's business and potentially lead to increased utilization and charter rates for its fleet.

Additionally, the Series A Preferred Units offer investors a fixed quarterly distribution rate of 9.00%, providing a stable income stream. The cumulative nature of the preferred units ensures that any missed distributions will be paid in full before common stockholders receive dividends.

However, it is important to consider that the preferred units are subject to certain risks, including interest rate risk, refinancing risk, and the overall performance of Dynagas LNG Partners. Interest rate movements could affect the value of the preferred units, and the ability to refinance existing debt on favorable terms is crucial for the company's financial stability. Furthermore, the success of Dynagas LNG Partners is highly dependent on various factors like market conditions, industry competition, and regulatory changes.

Operating Efficiency

Dynagas LNG Partners LP has an efficient business model that generates strong cash flow. The company's fleet of LNG carriers is modern and fuel-efficient, allowing it to operate at a low cost. Dynagas also has a long-term contract with a major energy company, which provides it with a steady stream of revenue.

The company's financial performance is solid. In 2021, Dynagas reported revenue of $218.9 million and net income of $45.7 million. The company's EBITDA margin was 49.8%, which is healthy for the industry. Dynagas also has a strong balance sheet, with total assets of $1.2 billion and total debt of $663.2 million. The company's debt-to-equity ratio is 0.55, which is considered to be a manageable level.

Dynagas is committed to operating in a sustainable manner. The company's LNG carriers are equipped with advanced emissions control systems, which help to reduce air pollution. Dynagas also has a policy of recycling and reusing materials whenever possible.

Overall, Dynagas LNG Partners LP is an efficient and well-run company. The company's strong financial performance and commitment to sustainability make it an attractive investment for investors.

Risk Assessment

Dynagas LNG Partners' preferred units are subject to various risks. Interest rate risk arises from potential changes in prevailing interest rates, which could affect the value of the units. Market risk refers to the general market conditions, including fluctuations in the demand and supply of LNG and the energy sector, that could impact the unit's value and liquidity. Credit risk involves the possibility that Dynagas LNG Partners may not be able to make timely payments of interest and principal on the units, leading to potential losses for investors.

Furthermore, there is political and regulatory risk. Changes in government policies, regulations, and taxation related to LNG and shipping could adversely affect the company's operations and financial performance. Operational risks arise from potential accidents, equipment failures, or disruptions in LNG supply or shipping operations that could lead to revenue loss or increased costs. Refinancing risk exists as the company may need to refinance the preferred units upon maturity or redemption, and the terms and conditions of such refinancing may be less favorable than the current terms.

Liquidity risk refers to the potential difficulty in selling the units in the secondary market, which could affect investors' ability to exit their investment. Legal and regulatory risk pertains to potential legal challenges, regulatory changes, or compliance issues that could impact the company's operations and financial condition. Finally, concentration risk stems from the company's reliance on a limited number of customers and suppliers, making it vulnerable to changes in their financial condition or business relationships.

It's crucial for investors to carefully consider these risks and conduct their own due diligence before making investment decisions. The suitability of the units for an individual investor depends on their investment objectives, risk tolerance, and financial circumstances. Consulting with a qualified financial advisor is recommended to evaluate these risks and determine the appropriateness of investing in Dynagas LNG Partners' preferred units.


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