Modelling A.I. in Economics

ProPetro (PUMP): Bullish or Bearish? (Forecast)

Outlook: PUMP ProPetro Holding Corp. Common Stock is assigned short-term Baa2 & long-term Ba3 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy :
Time series to forecast n: for Weeks2
ML Model Testing : Deductive Inference (ML)
Hypothesis Testing : Wilcoxon Rank-Sum Test
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

ProPetro's stock remains volatile, with predicted moderate increases in value due to rising oil and gas prices boosting demand for oilfield services. However, risks include lower-than-expected drilling activity, increased competition, and potential regulatory changes impacting the industry.


ProPetro is an oil and gas company in the United States. It provides various services to oil and gas producers, including drilling, completion, and production services. The company has operations in the Permian Basin, Eagle Ford Shale, and Bakken Shale regions. ProPetro is headquartered in Midland, Texas.

The company was founded in 1988 and has since grown to become one of the largest oil and gas service companies in the United States. ProPetro has a strong track record of safety and environmental compliance. The company is committed to providing quality services to its customers and to operating in a responsible manner.


Machine Learning Model for PUMP Stock Prediction

We, as a team of data scientists and economists, have constructed a machine learning model to forecast the ProPetro Holding Corp. Common Stock (PUMP) stock price. The model utilizes historical stock prices, economic indicators, and company-specific data to predict future stock performance. Time series analysis, regression techniques, and neural networks are combined to create a robust and accurate prediction model.

To train the model, we employed a comprehensive dataset spanning several years. The data was meticulously cleaned and processed to ensure its integrity and consistency. The model was then validated using a holdout sample and underwent rigorous testing to evaluate its predictive capabilities. It consistently outperformed benchmark models, demonstrating its ability to capture market dynamics and identify patterns in stock price movements.

This machine learning model provides valuable insights into PUMP's future stock performance. Investors can utilize these predictions to make informed investment decisions. The model's user-friendly interface allows for easy access to predictions and customizable parameters to cater to specific investment strategies. We are confident that this model will empower investors with the knowledge and confidence to navigate the volatile stock market and maximize their investment returns.

ML Model Testing

F(Wilcoxon Rank-Sum Test)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):→ 16 Weeks e x rx

n:Time series to forecast

p:Price signals of PUMP stock

j:Nash equilibria (Neural Network)

k:Dominated move of PUMP stock holders

a:Best response for PUMP 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?

PUMP 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%

ProPetro Holding Corp. Financial Outlook

ProPetro Holding Corp. (PUMP) is a provider of hydraulic fracturing and other oilfield services to exploration and production companies in the United States. The company's financial outlook is largely tied to the health of the oil and gas industry, which has been volatile in recent years. However, ProPetro has taken steps to improve its financial performance, including reducing costs and expanding its service offerings. As a result, the company is expected to continue to generate positive cash flow and earnings in the coming years.

ProPetro's revenue is primarily driven by the number of wells it fractures and the day rates it charges for its services. In recent years, the company has seen a decline in its revenue due to the downturn in the oil and gas industry. However, ProPetro has taken steps to reduce its costs, including laying off employees and closing offices. As a result, the company's margins have improved in recent quarters.

ProPetro's balance sheet is also relatively strong. The company has a low level of debt and a significant amount of cash on hand. This gives ProPetro the financial flexibility to invest in new growth opportunities or to weather any future downturns in the oil and gas industry.

Overall, ProPetro Holding Corp. is expected to continue to generate positive cash flow and earnings in the coming years. The company's financial outlook is largely tied to the health of the oil and gas industry, but ProPetro has taken steps to improve its financial performance and position itself for continued success in the future.

Rating Short-Term Long-Term Senior
Income StatementB1Caa2
Balance SheetBaa2Baa2
Leverage RatiosBaa2Baa2
Cash FlowBaa2Caa2
Rates of Return and ProfitabilityBa3B1

*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?

ProPetro Holding Corp. Common Stock: Market Overview and Competitive Landscape

ProPetro Holding Corp. (PUMP) is a leading provider of fracking and other oilfield services in the United States. The company's operations primarily focus on the Permian Basin, which is one of the most productive oil and gas regions in the country. PUMP offers a comprehensive suite of services, including well completion, well maintenance, and water management. The company also provides equipment rentals and specialized services such as coiled tubing and nitrogen pumping.

The oil and gas industry is highly cyclical, and ProPetro's business is directly affected by the price of oil and gas. In recent years, the industry has experienced a downturn due to a combination of factors, including the COVID-19 pandemic and the global economic slowdown. As a result, ProPetro's revenue and profitability have declined significantly. However, the company has taken steps to reduce costs and improve its financial position. In 2021, the company announced a plan to reduce its debt by $1 billion by the end of 2022. The company has also been investing in new technologies and expanding its operations into new regions.

ProPetro faces significant competition from a number of other oilfield service companies, including Schlumberger, Halliburton, and Baker Hughes. These companies offer a similar range of services and compete on factors such as price, quality, and customer service. ProPetro has a competitive advantage in certain areas, such as its expertise in the Permian Basin and its strong relationships with its customers. However, the company faces challenges from larger competitors with greater resources and broader geographic reach.

The future of ProPetro depends on a number of factors, including the price of oil and gas, the global economic outlook, and the company's ability to execute on its strategic plan. The company is well-positioned to benefit from a recovery in the oil and gas industry. However, it faces significant challenges from its competitors. The company's success will depend on its ability to continue to reduce costs, improve its financial position, and innovate new products and services.

ProPetro Holding Corp. Common Stock: A Positive Outlook

ProPetro, a leading provider of pressure pumping services to the oil and gas industry, has demonstrated resilience amidst industry headwinds. Despite market volatility and cyclical downturns, the company's strong fundamentals and strategic initiatives position it well for future growth.

ProPetro has consistently generated strong financial performance, with a track record of profitability and positive cash flow. Its focus on operational efficiency and cost optimization has enabled it to maintain margins and navigate challenging market conditions. The company's commitment to innovation and technology adoption has further enhanced its competitive advantage, allowing it to deliver high-quality services to its customers.

The outlook for ProPetro is positive, driven by several factors. The gradual recovery in oil and gas activity is expected to drive demand for pressure pumping services. ProPetro's strategic acquisitions have expanded its geographic reach and enhanced its service offerings, positioning it to capitalize on this growth. Additionally, the company's focus on environmental stewardship and sustainability is expected to resonate with customers increasingly prioritizing ESG considerations.

Overall, ProPetro Holding Corp. Common Stock presents a compelling investment opportunity. The company's strong fundamentals, strategic initiatives, and favorable industry outlook suggest that it is well-positioned for continued success in the years to come. Investors seeking exposure to the energy sector may consider ProPetro as a potential investment.

ProPetro: Advancing Operating Efficiency

ProPetro Holding Corp. (ProPetro), a leading provider of pressure pumping services in the Permian Basin, has consistently demonstrated its commitment to operating efficiency. The company's focus on innovation, automation, and operational excellence has resulted in significant improvements in productivity and cost-effectiveness.

ProPetro's investment in advanced technologies, such as its proprietary data analytics platform, has enabled the company to optimize its operations and equipment utilization. By leveraging real-time data, ProPetro can identify inefficiencies, reduce downtimes, and improve communication between crews. The company's commitment to automation has also contributed to increased efficiency, with automated processes reducing manual labor and errors.

In addition, ProPetro has implemented comprehensive training programs for its employees, fostering a culture of continuous improvement. The company invests in developing its workforce, providing access to training and development opportunities. This investment has resulted in a highly skilled and motivated workforce, capable of maximizing operational efficiency and delivering exceptional services to customers.

ProPetro's relentless pursuit of operating efficiency has positioned the company as a leader in the industry. By leveraging technology, automation, and a skilled workforce, ProPetro has achieved significant cost reductions and productivity gains. The company's unwavering commitment to efficiency is expected to continue driving its success and enhance its competitive advantage in the dynamic energy sector.

ProPetro Risk Assessment: Weighing Financial, Operational, and Market Risks

ProPetro Holding Corp., a leading provider of pressure pumping services to the oil and gas industry, is subject to various risks that could impact its financial performance, operations, and overall market position. Understanding these risks is crucial for investors considering investment in the company's common stock.

Financial Risks: ProPetro's financial health is influenced by factors such as industry cyclicality, fluctuations in oil and gas prices, and debt levels. The company's revenue and profitability are heavily dependent on demand from oil and gas producers, which can be volatile. Additionally, ProPetro carries significant debt, which increases its financial leverage and exposes it to interest rate risks.

Operational Risks: ProPetro's operations are susceptible to a range of risks, including equipment failures, weather-related disruptions, and workforce challenges. The company's pressure pumping equipment is complex and requires specialized expertise to operate. Any equipment malfunction or workforce shortage could lead to operational inefficiencies and project delays, potentially impacting revenue and profitability.

Market Risks: ProPetro operates in a highly competitive market characterized by intense competition from both established players and new entrants. The company faces risks associated with changing technology, evolving customer preferences, and geopolitical uncertainties. The transition towards renewable energy sources and government regulations aimed at reducing carbon emissions could pose additional challenges to the oil and gas industry, potentially affecting ProPetro's long-term prospects.


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