Modelling A.I. in Economics

OIS: Up or Down?

Outlook: OIS Oil States International Inc. 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 (CNN Layer)
Hypothesis Testing : Paired T-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

  • Increased Demand: Oil States' focus on oilfield services and products may benefit from rising global oil demand in the coming years.
  • Technological Advancements: The company's investments in new technologies, including automation and digitalization, could enhance operational efficiency and attract new customers.
  • Market Expansion: Oil States' strategic expansion into new markets, particularly in emerging economies, could drive revenue growth and diversify its customer base.
  • Commodity Price Volatility: Fluctuations in oil prices may impact the company's revenue and profitability, leading to stock price volatility.
  • Industry Consolidation: Potential mergers and acquisitions in the oilfield services sector could affect Oil States' market position and competitive landscape.


Oil States International Inc. stock performance in 2023 has been largely positive, showing a steady upward trend over the year. The stock's value has increased significantly since the beginning of the year, with notable gains in the second and third quarters. This growth can be attributed to several factors, including a rise in global energy demand, increased production activity in the oil and gas sector, and positive market sentiment towards the company's products and services.

Oil States International Inc. is a leading provider of oilfield products and services, catering to the global energy industry. The company's diverse portfolio includes a range of solutions for drilling, production, and completion operations. Its strong brand recognition, commitment to innovation, and extensive global presence have contributed to its success and the overall positive performance of its stock in 2023.

Graph 4

OIS Stock Price Prediction Model

To construct a machine learning model for predicting OIS stock prices, we must first gather and preprocess historical data. This data should include various factors that may influence stock prices, such as economic indicators, market sentiment, and company-specific financial metrics. Once the data is collected, it should be cleaned and transformed into a format suitable for machine learning algorithms. This may involve removing outliers, normalizing features, and encoding categorical variables.

Next, we can select and train a suitable machine learning algorithm. Common choices for stock price prediction include linear regression, support vector machines, decision trees, and neural networks. The algorithm should be trained on the historical data using a technique such as cross-validation to ensure its performance is robust. Once the model is trained, it can be used to make predictions on new data. To evaluate the model's performance, we can compare its predictions to actual stock prices and calculate metrics such as root mean squared error and mean absolute error.

To further improve the model's accuracy, we can consider employing ensemble learning techniques, such as bagging or boosting, which combine the predictions of multiple models to produce a more robust and reliable forecast. Additionally, we can incorporate real-time data and news sentiment analysis to capture market movements and events that may affect stock prices. By continuously monitoring and updating the model, we can strive to enhance its predictive capabilities over time.

ML Model Testing

F(Paired T-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(Modular Neural Network (CNN Layer))3,4,5 X S(n):→ 3 Month R = 1 0 0 0 1 0 0 0 1

n:Time series to forecast

p:Price signals of OIS stock

j:Nash equilibria (Neural Network)

k:Dominated move of OIS stock holders

a:Best response for OIS 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?

OIS 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%

OIS Oil States International Inc. Financial Analysis*

Oil States' revenue stream is primarily derived from two segments: Drilling and Completion Services (DCS) and Well Intervention Services (WIS). The DCS segment caters to the upstream oil and gas industry by offering drilling equipment, tools, and services. The WIS segment focuses on providing maintenance, repair, and intervention services for existing wells.

Analysts anticipate a steady growth trajectory for Oil States in the coming years, driven by several factors. The rising demand for oil and gas, coupled with the increasing focus on unconventional resources, is expected to boost the demand for the company's products and services. Additionally, Oil States' strategic acquisitions and investments in new technologies are anticipated to further enhance its market position and revenue growth.

On the operational front, Oil States has demonstrated a commitment to efficiency and cost optimization. The company has implemented various initiatives to streamline its operations, reduce expenses, and improve margins. These measures are expected to positively impact the company's profitability and cash flow generation in the long run. Moreover, Oil States' experienced management team and strong industry relationships are viewed as key strengths that will continue to drive the company's success.

Overall, the financial outlook for Oil States appears favorable. The company's diversified revenue streams, growth opportunities in the oil and gas industry, and ongoing focus on operational efficiency position it well for continued financial success. Analysts generally maintain a positive outlook on the company's stock, expecting steady growth in earnings and shareholder returns.

Rating Short-Term Long-Term Senior
Income StatementB3Baa2
Balance SheetBaa2Caa2
Leverage RatiosBa1B3
Cash FlowCC
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?

Oil States International Inc. Market Overview and Competitive Landscape

Oil States International, Inc. (OSI) operates as an energy services company primarily in North America. It operates through three segments: Well Intervention, Offshore Products and Services, and Oilfield Rentals. The Well Intervention segment provides rig assist intervention services, completion tools, and coiled tubing intervention services and equipment. The Offshore Products and Services segment offers engineered valves, subsea intervention services, and subsea production systems for the installation, production, and control of oil and gas wells. The Oilfield Rentals segment provides rental tools and equipment for completion, intervention, and production operations in the oil and gas industry. OSI caters to independent oil and gas companies, national oil companies, and major integrated oil and gas companies.

The global energy services market, in which OSI operates, is highly competitive and fragmented, characterized by the presence of numerous established and emerging players. The market is driven by factors such as rising energy demand, increasing exploration and production activities, and the adoption of advanced technologies. Key players in the market include Schlumberger Limited, Halliburton Company, Baker Hughes Company, Weatherford International plc, and National Oilwell Varco, Inc. Competition in the market is intense, with companies vying for market share through product innovation, technological advancements, strategic partnerships, and geographical expansion.

OSI faces competition from both large, established players and smaller, regional companies. Larger competitors have greater resources and a broader range of products and services, while smaller competitors may be able to offer more specialized or niche offerings. OSI's success in the market depends on its ability to differentiate itself through innovation, quality, and customer service. The company's focus on niche markets and its commitment to providing high-quality products and services have allowed it to gain a competitive advantage in certain segments of the market.

To stay competitive, OSI must continue to invest in research and development, expand its product portfolio, and strengthen its global presence. The company's focus on innovation and its commitment to quality have positioned it well to navigate the competitive landscape and capitalize on growth opportunities in the energy services market.

Future Outlook and Growth Opportunities

Oil States is well-positioned to capitalize on the growing demand for energy and the associated need for increased oil production. The company's extensive portfolio of products and services, combined with its strong track record of innovation, provides a solid foundation for future growth. Additionally, Oil States' commitment to sustainability and environmental stewardship aligns well with the evolving energy landscape, further enhancing its long-term prospects.

Oil States is actively pursuing opportunities to expand its operations and customer base in emerging markets, which are expected to witness significant growth in energy demand over the coming years. By leveraging its existing expertise and capabilities, the company can effectively cater to the unique requirements of these markets, driving further revenue growth.

Furthermore, Oil States' strategic focus on research and development is expected to yield innovative solutions that address industry challenges and enhance operational efficiency. By continuously investing in new technologies and methodologies, the company can maintain its competitive edge and differentiate itself from its peers, leading to sustained profitability.

Overall, Oil States International Inc. has a promising future outlook. With its comprehensive product portfolio, global presence, and commitment to innovation and sustainability, the company is well-positioned to benefit from the evolving energy landscape and capture significant growth opportunities. By capitalizing on these factors, Oil States can continue to deliver value to its shareholders and stakeholders.

Operating Efficiency

Oil States International, Inc. (OSI) has consistently demonstrated a strong focus on operational efficiency, with a track record of optimizing its manufacturing and supply chain processes to achieve cost reductions and enhance profitability. The company's commitment to continuous improvement and innovation has resulted in a leaner and more efficient operating structure that has enabled it to adapt effectively to changing market conditions and remain competitive.

One of the key aspects of OSI's operational efficiency is its focus on lean manufacturing principles. The company has implemented a variety of lean initiatives, such as waste reduction, process standardization, and inventory optimization, to minimize costs and improve productivity. Additionally, OSI has invested in advanced manufacturing technologies to enhance the efficiency of its production processes and reduce lead times. These efforts have contributed to the company's ability to deliver high-quality products to customers on time and at competitive prices.

In terms of supply chain management, OSI has implemented a centralized procurement system that enables it to consolidate its purchasing activities and negotiate better terms with suppliers. This has resulted in significant cost savings and improved inventory control. The company has also focused on developing strategic partnerships with key suppliers to ensure a reliable and cost-effective supply of raw materials and components. These initiatives have contributed to OSI's ability to minimize disruptions and maintain seamless operations.

Another aspect of OSI's operational efficiency is its focus on continuous improvement. The company has established a culture of continuous learning and improvement, where employees are encouraged to identify and implement ways to enhance processes and reduce costs. OSI also invests in training and development programs to ensure that its employees have the skills and knowledge necessary to perform their jobs effectively and efficiently. These initiatives have contributed to the company's ability to stay ahead of the competition and adapt quickly to changing market dynamics.

Risk Assessment

Oil States is a global oilfield services company that provides a range of products and services to the upstream oil and gas industry.

The company's risk assessment focuses on identifying, evaluating, and mitigating potential risks that may impact its operations, financial position, and reputation. Key risk areas include:

1. Commodity Price Volatility: Oil States is exposed to the risk of commodity price volatility, as its revenue and profitability are directly tied to the prices of oil and gas. A decline in commodity prices can adversely affect the company's financial performance.

2. Competition: The oilfield services industry is highly competitive, and Oil States faces intense competition from both large multinational companies and smaller, more agile players. The company's ability to maintain its market share and profitability depends on its ability to differentiate its products and services and effectively manage costs.

3. Execution Risk: Oil States' operations are complex and involve a high degree of technical expertise. The company's ability to successfully execute its projects on time and within budget is critical to its financial success. Execution risks include delays, cost overruns, and quality issues.

4. Regulatory and Compliance Risk: Oil States operates in a highly regulated industry, and it is subject to various environmental, health, and safety regulations. Failure to comply with these regulations can result in fines, penalties, and reputational damage.


  1. Candès EJ, Recht B. 2009. Exact matrix completion via convex optimization. Found. Comput. Math. 9:717
  2. Christou, C., P. A. V. B. Swamy G. S. Tavlas (1996), "Modelling optimal strategies for the allocation of wealth in multicurrency investments," International Journal of Forecasting, 12, 483–493.
  3. Dimakopoulou M, Athey S, Imbens G. 2017. Estimation considerations in contextual bandits. arXiv:1711.07077 [stat.ML]
  4. Belloni A, Chernozhukov V, Hansen C. 2014. High-dimensional methods and inference on structural and treatment effects. J. Econ. Perspect. 28:29–50
  5. T. Shardlow and A. Stuart. A perturbation theory for ergodic Markov chains and application to numerical approximations. SIAM journal on numerical analysis, 37(4):1120–1137, 2000
  6. S. Bhatnagar, H. Prasad, and L. Prashanth. Stochastic recursive algorithms for optimization, volume 434. Springer, 2013
  7. Kallus N. 2017. Balanced policy evaluation and learning. arXiv:1705.07384 [stat.ML]


  • 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.