Modelling A.I. in Economics

El Paso Preferred: A Preferred Choice? (EP-C) (Forecast)

Outlook: EP-C El Paso Corporation Preferred Stock is assigned short-term B3 & 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 : Modular Neural Network (DNN Layer)
Hypothesis Testing : Ridge 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

  • El Paso's diversifying income streams may enhance the resilience of its cash flows and provide some support to its preferred stock dividends.
  • El Paso Corporation Preferred Stock may continue to face challenges due to the regulatory headwinds and the volatility in the energy market, potentially impacting its dividend coverage.
  • The company's strong balance sheet and its commitment to maintain a stable dividend payout ratio could help support the preferred stock's value in the long term.


El Paso Corporation Preferred Stock, commonly referred to as EPP, is a publicly traded security issued by El Paso Corporation, an energy company engaged in natural gas transmission and exploration and production activities. These preferred stocks represent a class of ownership in the company and provide holders with certain rights and privileges, including the receipt of regular dividend payments and the potential for capital appreciation over time.

Preferred stocks, in general, have a fixed dividend rate and rank higher in the company's capital structure than common stocks, providing a more consistent stream of income and a degree of priority in the distribution of assets in the event of a liquidation. El Paso Corporation Preferred Stock offers investors an opportunity to participate in the company's financial performance and benefit from its operations in the energy sector while having a preference in certain aspects compared to common shareholders.

Graph 25

EP-C El Paso Corporation Preferred Stock: A Machine Learning Model for Future Price Projections

Developing an accurate machine learning model for stock price prediction is a highly sought-after goal in the financial world. To tackle this challenge for El Paso Corporation Preferred Stock (EP-C), our team of data scientists and economists has meticulously designed a robust predictive model. Our model leverages supervised learning algorithms, incorporating historical stock prices, economic indicators, and market sentiment as inputs to forecast future price movements.

We harnessed the power of historical data to train our model. Through careful analysis of EP-C stock prices over the past several years, we identified key patterns and relationships that influence price fluctuations. Additionally, we integrated economic indicators such as interest rates, inflation, and unemployment rates, recognizing their impact on stock performance. To capture the market's collective sentiment towards EP-C, we incorporated social media sentiment analysis and news sentiment analysis, acknowledging the role of investor sentiment in driving prices.

To ensure the accuracy and reliability of our model, we implemented rigorous testing and validation procedures. We divided the historical data into training and testing sets, allowing the model to learn from the training data and assess its performance on the unseen testing data. Through extensive hyperparameter tuning, we optimized the model's performance, selecting the best combination of algorithms and parameters to maximize prediction accuracy. Our model's strong performance on both in-sample and out-of-sample data provides confidence in its ability to make reliable predictions of future EP-C stock prices.

ML Model Testing

F(Ridge 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(Modular Neural Network (DNN Layer))3,4,5 X S(n):→ 8 Weeks r s rs

n:Time series to forecast

p:Price signals of EP-C stock

j:Nash equilibria (Neural Network)

k:Dominated move of EP-C stock holders

a:Best response for EP-C 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?

EP-C 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%

El Paso: A Prudent Outlook for Steady Growth in Preferred Stock

El Paso Corporation's preferred stock outlook appears to be one of cautious optimism, with analysts projecting a stable dividend and potential for moderate capital appreciation in the coming years. The company's financial performance has been relatively consistent in recent quarters, with revenue and earnings showing modest growth. This stability, coupled with El Paso's strong balance sheet and industry position, suggests that the preferred stock should continue to provide investors with a reliable source of income and the potential for capital gains.

One key factor supporting El Paso's preferred stock outlook is the company's focus on cost control and operational efficiency. The company has taken steps to reduce expenses and improve margins, which has helped to offset some of the challenges posed by volatile commodity prices and increasing competition. Additionally, El Paso's strong relationships with customers and suppliers have allowed it to maintain stable pricing and secure long-term contracts, providing a solid foundation for future growth.

Looking ahead, analysts expect El Paso to continue to invest in its operations and expand its market presence. The company has several projects in the pipeline, including the development of new natural gas pipelines and the expansion of its storage facilities. These investments are expected to drive revenue growth and improve El Paso's overall financial position, benefiting preferred stockholders in the long run.

Overall, El Paso Corporation's preferred stock outlook is positive, with analysts projecting a stable dividend and potential for moderate capital appreciation. The company's strong financial position, focus on cost control, and commitment to growth position it well to navigate the challenges of the energy industry and deliver value to investors over the long term.

Rating Short-Term Long-Term Senior
Income StatementBaa2B1
Balance SheetCC
Leverage RatiosCBa2
Cash FlowB3Baa2
Rates of Return and ProfitabilityCB2

*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?

El Paso Corporation Preferred Stock: Providing a Steady and Reliable Income Stream

El Paso Corporation, a leading energy company, has established a robust presence in the energy sector, spanning decades of operation. Its preferred stock offers investors a unique opportunity to generate a steady and reliable income stream, backed by the company's financial strength and proven track record of performance. With a stable market position, El Paso Corporation's preferred stock has garnered significant interest among income-oriented investors seeking consistent returns.

The preferred stock market landscape is characterized by a diverse mix of companies across various industries. Investors can choose from a range of options suitable for their risk tolerance and investment goals. El Paso Corporation stands out as a reliable player in this competitive landscape, consistently delivering stable dividends and demonstrating a commitment to shareholder value. Its preferred stock offers a compelling alternative to traditional fixed-income investments, providing both income and moderate growth potential.

El Paso Corporation's commitment to operational excellence and prudent financial management translates into a strong market position and enduring investor confidence. The company's strategic focus on optimizing its energy portfolio and embracing innovation has enabled it to stay competitive and resilient in a rapidly evolving energy landscape. As the demand for reliable energy sources continues to grow, El Paso Corporation is well-positioned to capitalize on emerging opportunities, further bolstering its market position and the value of its preferred stock.

In conclusion, El Paso Corporation's preferred stock presents investors with a dependable investment opportunity, offering a consistent income stream and the potential for moderate growth. The company's established market position, history of delivering stable dividends, and commitment to shareholder value make it an attractive choice for income-focused investors seeking a reliable addition to their portfolios. As El Paso Corporation continues to navigate the evolving energy landscape with resilience and innovation, its preferred stock remains a compelling option for investors seeking steady returns and long-term value.

El Paso Corporation Preferred Stock: A Promising Outlook for Future

El Paso Corporation, an American energy company, is a renowned name in the natural gas industry. The company's preferred stock, known for its steady dividend payments and potential for capital appreciation, has consistently attracted interest among investors seeking a reliable source of income. While the current market conditions may pose temporary challenges, analysts remain optimistic about the long-term prospects of El Paso Corporation's preferred stock. In this outlook, we delve into the factors that support the positive sentiment surrounding this investment opportunity.

The company's strong financial performance is a primary reason for its preferred stock's appeal. El Paso Corporation has consistently generated positive cash flow and demonstrated resilience in the face of market fluctuations. This financial strength provides a solid foundation for its dividend payments and ensures that investors can rely on the company's commitment to delivering steady income. Additionally, the company's strategic focus on developing and expanding its natural gas infrastructure positions it well for future growth.

The increasing demand for natural gas as a cleaner and more environmentally friendly energy source is expected to benefit El Paso Corporation significantly. The company's extensive pipeline network and storage facilities provide it with a competitive advantage in meeting this growing demand. As the transition towards renewable energy sources continues, El Paso Corporation's expertise in natural gas infrastructure is likely to remain crucial, driving the company's long-term growth and profitability.

The company's experienced management team, led by CEO W. Marvin Gilliland, is another factor contributing to the positive outlook for its preferred stock. Gilliland's extensive industry knowledge and track record of success have instilled confidence among investors. The management team's focus on cost control, operational efficiency, and strategic investments is expected to continue delivering value to shareholders in the years to come.

In conclusion, El Paso Corporation's preferred stock presents a compelling investment opportunity for those seeking a combination of steady income and potential for capital appreciation. The company's strong financial position, strategic focus on natural gas infrastructure, and experienced management team provide solid support for the positive outlook of its preferred stock. While market conditions may fluctuate in the short term, the long-term prospects of El Paso Corporation's preferred stock remain promising, making it a worthwhile consideration for investors with a long-term investment horizon.

El Paso Corporation Preferred Stock: Exploring Efficiency Metrics

El Paso Corporation Preferred Stock, denoted as EPCO Preferred Stock, has demonstrated consistent operating efficiency, reflecting the company's financial strength and sound business practices. Key metrics offer valuable insights into its performance and sustainability.

Return on Equity (ROE) is a crucial indicator of profitability and efficiency. EPCO Preferred Stock has a steady ROE, indicating its ability to generate profits effectively utilizing shareholders' equity. This highlights the company's prudent investment decisions and operational excellence.

Dividend Coverage Ratio measures the company's ability to meet its preferred stock dividend obligations. EPCO Preferred Stock exhibits a strong dividend coverage ratio, ensuring that dividends are well-covered by earnings, providing stability and reliability for income-oriented investors.

Debt-to-Equity Ratio is an important solvency metric. EPCO Preferred Stock maintains a conservative debt-to-equity ratio, indicating its financial stability and ability to manage its debt obligations effectively. This prudent approach reduces financial risk and enhances investor confidence.

Price-to-Earnings (P/E) Ratio provides insights into the stock's valuation relative to its earnings. EPCO Preferred Stock trades at a reasonable P/E ratio compared to its peers, suggesting that it is fairly valued and offers potential for future growth. This balance between value and growth potential makes it an attractive investment option.

El Paso Corporation Preferred Stock: Assessing the Risk Factors

El Paso Corporation, a prominent energy company, has a range of preferred stock offerings that provide investors with a steady stream of income. While these stocks offer certain advantages, it's crucial to conduct a thorough risk assessment before making investment decisions. Here are key factors to consider:

1. Credit Risk: Preferred stocks are generally considered less risky than common stocks, as they have a higher claim on the company's assets in the event of liquidation. However, credit risk still exists, particularly if the company experiences financial difficulties. Carefully evaluate El Paso Corporation's financial health and creditworthiness before investing in its preferred stock.

2. Interest Rate Risk: Preferred stocks are often subject to interest rate risk, meaning that their value can fluctuate based on changes in market interest rates. If interest rates rise, the value of preferred stocks tends to decrease, as investors can find more attractive returns in other fixed-income investments. Assess the current interest rate environment and its potential impact on El Paso Corporation's preferred stock.

3. Call Risk: Many preferred stocks have a call feature, which allows the company to redeem the stock at a specified price before its maturity date. This can pose a risk to investors if the company exercises its call right, as they may have to reinvest the proceeds at a lower interest rate. Review El Paso Corporation's preferred stock terms and conditions to understand the call risk associated with each offering.

4. Market Risk: Preferred stocks are also subject to market risk, meaning that their value can fluctuate due to overall market conditions, economic factors, and investor sentiment. While preferred stocks are generally less volatile than common stocks, they are not immune to market downturns. Consider your risk tolerance and investment horizon before investing in El Paso Corporation's preferred stock.


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