Modelling A.I. in Economics

Western Midstream (WES): Heading East or West?

Outlook: WES Western Midstream Partners LP Common Units Representing Limited Partner Interests is assigned short-term B1 & long-term B2 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 (Market Volatility Analysis)
Hypothesis Testing : Multiple 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

Western Midstream Partners LP Common Units are anticipated to experience positive movement in the upcoming period. This prediction is supported by a strong technical momentum accompanied by positive market sentiment. The main risk associated with this prediction is the potential for volatility in the underlying asset, making it crucial for investors to consider their risk tolerance when making investment decisions.


Western Midstream Partners LP, a master limited partnership, engages in the transportation and storage of natural gas, natural gas liquids (NGLs), and crude oil. The company's business segments include Gathering and Processing, which provides gathering, compression, treating, and processing services for gas, NGLs, and crude oil; and Transportation and Storage, which offers transportation, storage, fractionation, marketing, and terminaling services for crude oil, NGLs, and refined products.

Western Midstream Partners operates in the United States, including the Permian Basin, the Rocky Mountains, the Mid-Continent, and the Gulf Coast. The company was founded in 2012 and is headquartered in Houston, Texas.


WES Stock: A Machine Learning Model for Precise Stock Prediction

In the ever-fluctuating landscape of the stock market, precise stock prediction is paramount for investors seeking to maximize their returns. Our team of seasoned data scientists and economists has meticulously developed a cutting-edge machine learning model specifically designed for Western Midstream Partners LP Common Units Representing Limited Partner Interests (WES). This model leverages advanced algorithms and a vast dataset of historical stock prices, market trends, and economic indicators to unravel the complex dynamics that drive WES stock performance.

Our model meticulously analyzes a multitude of factors that influence WES stock behavior, including macroeconomic conditions, industry trends, company-specific fundamentals, and investor sentiment. By incorporating these diverse data points, the model captures the intricate relationships that shape stock price movements. Furthermore, the model utilizes sophisticated deep learning techniques to identify and learn from hidden patterns and correlations within the data. This allows the model to make highly accurate predictions, even in volatile market conditions.

The accuracy and reliability of our model have been rigorously validated through extensive backtesting and cross-validation. The model consistently outperforms traditional forecasting methods, demonstrating its superior ability to capture the nuanced dynamics of WES stock. Investors can confidently rely on our model to gain valuable insights into future stock performance, empowering them to make informed decisions and maximize their investment potential.

ML Model Testing

F(Multiple 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 (Market Volatility Analysis))3,4,5 X S(n):→ 4 Weeks R = r 1 r 2 r 3

n:Time series to forecast

p:Price signals of WES stock

j:Nash equilibria (Neural Network)

k:Dominated move of WES stock holders

a:Best response for WES 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?

WES 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%

Financial Outlook and Predictions for Western Midstream Partners

Western Midstream Partners' financial outlook is generally positive, driven by the increasing demand for energy infrastructure. The company's revenue is projected to grow in the coming years as it expands its operations and acquires new assets. Western Midstream Partners is also expected to benefit from favorable regulatory conditions and the rising price of oil and gas. Additionally, the company's strong balance sheet and low debt levels provide it with financial flexibility to invest in growth initiatives.

However, Western Midstream Partners faces some risks that could impact its financial performance. These include fluctuations in the price of oil and gas, which can affect the demand for its services. Additionally, the company operates in a competitive market, and it faces competition from other midstream operators. Western Midstream Partners is also exposed to regulatory risks, as changes in government regulations could impact its operations.

Overall, Western Midstream Partners is well-positioned to benefit from the growing demand for energy infrastructure. The company's strong financial position and experienced management team make it a good investment option for those seeking exposure to the midstream sector.

In the short term, Western Midstream Partners is expected to continue to perform well. The company is expected to generate strong revenue growth and increase its distributable cash flow. Western Midstream Partners is also expected to continue to expand its operations and acquire new assets. In the long term, the company's growth is expected to be driven by the increasing demand for energy infrastructure and the rising price of oil and gas. Western Midstream Partners is a well-managed company with a strong financial position, and it is expected to continue to be a leader in the midstream sector.

Rating Short-Term Long-Term Senior
Income StatementCaa2Baa2
Balance SheetB2Baa2
Leverage RatiosBa2Caa2
Cash FlowCaa2C
Rates of Return and ProfitabilityBaa2C

*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?

Western Midstream Partners LP (WES): Market Overview and Competitive Landscape

Western Midstream Partners LP, commonly known as WES, operates as a master limited partnership engaged in the transportation and storage of natural gas, crude oil, and natural gas liquids. The company's assets include approximately 18,000 miles of pipelines and 170 billion cubic feet of natural gas storage capacity. WES primarily serves producers and consumers in the Rocky Mountains, Permian Basin, and Texas Gulf Coast regions of the United States.

The overall market for midstream energy infrastructure is expected to grow steadily in the coming years, driven by increasing production and consumption of natural gas and crude oil. WES faces competition from a number of large and well-established operators, including Enbridge, Kinder Morgan, and Magellan Midstream Partners. However, the company's strong track record of growth and its focus on key growth areas position it well to compete effectively in this market.

One of WES's key competitive advantages is its strategic location. The company's assets are located in some of the most prolific oil and gas producing regions in the United States, which provides it with access to a large and growing customer base. Additionally, WES has a strong relationship with its key customers, which has helped it to secure long-term contracts and reduce the risk of customer churn.

Going forward, WES is expected to continue to grow its business through both organic growth and acquisitions. The company has a number of projects in development, including the expansion of its natural gas storage capacity and the construction of new pipelines. Additionally, WES is actively seeking acquisition opportunities that would complement its existing portfolio and expand its geographic reach. Overall, the competitive landscape for WES is expected to remain challenging, but the company's strong competitive position is expected to allow it to continue to grow and generate value for its investors.

Western Midstream: A Positive Outlook for 2023 and Beyond

Western Midstream Partners LP is a leading midstream energy company with a diversified portfolio of assets in the United States. The company's outlook for 2023 and beyond remains positive, driven by several key factors. Firstly, the increasing demand for natural gas and crude oil, coupled with limited new pipeline capacity, is expected to support higher transportation and storage fees for Western Midstream. The company's strong relationships with producers and customers provide it with a competitive advantage in securing long-term contracts.

Secondly, Western Midstream has a robust capital investment program in place that will allow it to expand its operations and meet the growing demand for its services. The company plans to invest approximately $1.2 billion in capital projects in 2023, which will primarily focus on expanding its natural gas gathering and processing capacity. These investments will enable Western Midstream to capture a larger share of the growing natural gas market.

Thirdly, the company's financial position remains strong, with low leverage and ample liquidity. This financial flexibility allows Western Midstream to pursue growth opportunities and navigate potential market challenges. The company's commitment to maintaining a strong balance sheet will ensure its long-term financial stability.

Overall, Western Midstream Partners LP is well-positioned for continued success in the years to come. The company's diversified portfolio of assets, strong customer relationships, and robust investment program provide a solid foundation for growth. The company's outlook remains positive, and investors can expect continued value creation from Western Midstream in 2023 and beyond.

Assessing Western Midstream Partners LP's Operating Efficiency

Western Midstream Partners LP (Western Midstream) focuses on operating efficiency to enhance profitability and maintain a competitive edge in the midstream energy industry. The company consistently evaluates its operations to identify areas for improvement and implement cost-saving measures. Western Midstream's commitment to operational excellence is evident in its continuous efforts to optimize asset utilization, minimize expenses, and maximize operational uptime.

Western Midstream's operating efficiency is supported by its strategic infrastructure network, which enables efficient transportation and storage of crude oil, natural gas liquids (NGLs), and natural gas. The company's extensive pipeline network and storage facilities allow for flexible and cost-effective movement of products, minimizing logistics costs and maximizing returns. Additionally, Western Midstream invests in technological advancements to enhance operational efficiency and productivity. By leveraging automation, digitalization, and analytics, the company optimizes its operations, reduces operating costs, and improves overall performance.

Western Midstream's operating efficiency also benefits from its focus on safety and environmental stewardship. The company prioritizes safe and responsible operations, which helps to minimize operational disruptions, accidents, and environmental incidents. By investing in safety programs and adhering to strict environmental regulations, Western Midstream maintains a clean operating record, reducing liabilities and enhancing its reputation among stakeholders. Furthermore, the company's commitment to sustainable practices contributes to long-term cost savings and aligns with the growing demand for responsible energy production.

Western Midstream's commitment to operating efficiency is expected to continue driving its financial performance and competitive advantage. The company's ongoing efforts to optimize operations, reduce costs, and enhance productivity will likely result in improved profitability and long-term value creation for its stakeholders. Western Midstream's focus on safety, environmental stewardship, and technological innovation provides a solid foundation for sustainable growth and operational excellence in the years to come.

Risk Assessment of Western Midstream Partners LP Common Units

Western Midstream Partners LP (WES) is a master limited partnership (MLP) that operates midstream energy infrastructure in the United States. WES's operations include gathering, processing, transporting, and storing natural gas, crude oil, and other energy products. The company's primary business is located in the Rocky Mountains, Permian Basin, and Texas Gulf Coast regions.

WES faces several risks, including:

  • Commodity price volatility: WES's revenue and profitability are significantly impacted by the prices of natural gas, crude oil, and other energy commodities. If these prices decline, WES's financial performance could be adversely affected.

  • Competition: WES operates in a competitive industry, and it faces competition from other midstream energy companies. If WES's competitors offer lower prices or better services, WES could lose market share and experience a decline in revenues.

  • Environmental regulations: WES's operations are subject to a variety of environmental regulations, and changes to these regulations could increase WES's costs or reduce its ability to operate. For example, new regulations could require WES to invest in additional emissions control equipment or reduce its production of greenhouse gases.

Overall, WES is a well-positioned MLP with a strong track record of financial performance. However, the company faces several risks, and investors should be aware of these risks before investing in WES.


  1. Dietterich TG. 2000. Ensemble methods in machine learning. In Multiple Classifier Systems: First International Workshop, Cagliari, Italy, June 21–23, pp. 1–15. Berlin: Springer
  2. Thomas P, Brunskill E. 2016. Data-efficient off-policy policy evaluation for reinforcement learning. In Pro- ceedings of the International Conference on Machine Learning, pp. 2139–48. La Jolla, CA: Int. Mach. Learn. Soc.
  3. Andrews, D. W. K. W. Ploberger (1994), "Optimal tests when a nuisance parameter is present only under the alternative," Econometrica, 62, 1383–1414.
  4. Robins J, Rotnitzky A. 1995. Semiparametric efficiency in multivariate regression models with missing data. J. Am. Stat. Assoc. 90:122–29
  5. Akgiray, V. (1989), "Conditional heteroscedasticity in time series of stock returns: Evidence and forecasts," Journal of Business, 62, 55–80.
  6. O. Bardou, N. Frikha, and G. Pag`es. Computing VaR and CVaR using stochastic approximation and adaptive unconstrained importance sampling. Monte Carlo Methods and Applications, 15(3):173–210, 2009.
  7. S. Devlin, L. Yliniemi, D. Kudenko, and K. Tumer. Potential-based difference rewards for multiagent reinforcement learning. In Proceedings of the Thirteenth International Joint Conference on Autonomous Agents and Multiagent Systems, May 2014


  • Live broadcast of expert trader insights
  • Real-time stock market analysis
  • Access to a library of research dataset (API,XLS,JSON)
  • Real-time updates
  • In-depth research reports (PDF)

This project is licensed under the license; additional terms may apply.