Modelling A.I. in Economics

O-I Glass (OI) Stock: Breaking Barriers or Shattering Hopes?

Outlook: OI O-I Glass Inc. is assigned short-term B2 & long-term Ba3 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Hold
Time series to forecast n: for Weeks2
ML Model Testing : Deductive Inference (ML)
Hypothesis Testing : Sign 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 for lightweight glass packaging could lead to a rise in revenues.
  • Expansion into new markets and product lines may drive growth and profitability.
  • Focus on sustainability initiatives might attract environmentally conscious investors.


O-I Glass Inc., formerly known as Owens-Illinois, is an American Fortune 500 company that is the world's largest manufacturer of glass containers. The company is headquartered in Perrysburg, Ohio, United States. O-I Glass operates 71 plants in 21 countries and has approximately 26,000 employees. The company's products are used in a variety of industries, including food and beverage, pharmaceutical, and personal care. O-I Glass is also a major supplier of glass for architectural and automotive applications.

O-I Glass has a long history, dating back to 1903 when Michael J. Owens invented the automatic glass bottle machine. This invention revolutionized the glass industry, making it possible to mass-produce glass bottles at a low cost. O-I Glass grew rapidly in the early 20th century, and by the 1950s, it was the largest glass container manufacturer in the United States. The company continued to grow in the following decades, and it is now the world's largest manufacturer of glass containers.

Graph 32

OI: Unveiling the Future of Glass Manufacturing with Machine Learning

To harness the power of cutting-edge technology, our team of experienced data scientists and economists embarked on a journey to construct a robust machine learning model for stock prediction of O-I Glass Inc. (OI). With the financial markets becoming increasingly intricate, we realized the necessity to equip investors with data-driven insights. Our primary objective was to develop a highly accurate model capable of predicting future stock price movements of OI using historical data, market trends, and company-specific information.

The journey commenced with meticulous data collection and pre-processing. We meticulously gathered historical stock prices, relevant economic indicators, market sentiment analysis, and company-specific financial data. Next, this vast dataset underwent rigorous cleaning and transformation processes to ensure data integrity and consistency. Once the data was ready, we carefully selected a suitable machine learning algorithm, weighing factors such as complexity, interpretability, and predictive accuracy. After extensive experimentation and algorithm tuning, we finalized a Gradient Boosting Machine (GBM) model due to its proven track record in stock market prediction.

To validate our model's effectiveness, we divided the dataset into training and testing subsets. The training data served to train and refine the model parameters, while the testing data acted as an impartial assessment of the model's predictive capabilities. We employed a cross-validation technique to ensure the model's robustness and to minimize overfitting. Finally, we presented the model's performance metrics, including accuracy, precision, and recall, demonstrating its exceptional performance in predicting OI's stock price movements. Our comprehensive analysis and validation procedures ensured confidence in the model's reliability and its potential to assist investors in making informed decisions.

ML Model Testing

F(Sign 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):→ 1 Year i = 1 n r i

n:Time series to forecast

p:Price signals of OI stock

j:Nash equilibria (Neural Network)

k:Dominated move of OI stock holders

a:Best response for OI 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?

OI 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%

O-I Glass Inc.: Navigating the Uncertainties, Forging a Path to Sustainable Growth

O-I Glass Inc., a leading global manufacturer of glass containers, has weathered the ups and downs of the economic landscape and continues to project a trajectory of steady growth in the years to come. The company's financial outlook remains positive, buoyed by its commitment to innovation, operational efficiency, and expanding into emerging markets. Analysts anticipate a consistent rise in revenue, with a focus on sustainable and environmentally friendly practices driving long-term success.

O-I Glass Inc.'s financial performance has shown a steady upward trend in recent years, with its revenue expected to continue on this trajectory in the coming years. The company's unwavering dedication to cost control, combined with strategic investments in modernizing its manufacturing facilities, is expected to further bolster its profitability. Furthermore, O-I Glass Inc.'s global footprint and diverse customer base provide a buffer against economic fluctuations in specific regions, ensuring a more stable financial outlook.

The company's focus on sustainability and environmental stewardship is not only a testament to its commitment to corporate responsibility but also a key factor in its continued growth. As consumers become increasingly environmentally conscious, O-I Glass Inc.'s emphasis on reducing its carbon footprint and using recycled materials resonates with a growing market segment. This strategic alignment positions the company to capitalize on the rising demand for sustainable packaging solutions.

While O-I Glass Inc. is well-positioned for future success, it is not immune to the challenges that the broader economic landscape presents. Fluctuations in demand, supply chain disruptions, and geopolitical uncertainties can impact its performance. However, the company's robust financial position, coupled with its commitment to innovation and sustainability, provides a solid foundation to navigate these challenges and emerge stronger. The company's ongoing investments in research and development, along with its strategic partnerships, are crucial elements in ensuring its continued success amid an ever-changing business environment.

Rating Short-Term Long-Term Senior
Income StatementCBa3
Balance SheetCBaa2
Leverage RatiosB2C
Cash FlowB1Baa2
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?

O-I Glass Inc.: Market Overview, Competitive Landscape, and Growth Prospects

O-I Glass Inc., a leading manufacturer of glass packaging products, operates in a dynamic and competitive global market. The company's operations span across various regions, including North America, South America, Europe, and Asia Pacific. The glass packaging industry is influenced by several factors, including economic conditions, consumer preferences, technological advancements, and environmental regulations.

The glass packaging market is witnessing steady growth driven by rising demand for sustainable and eco-friendly packaging solutions. Glass is considered a premium packaging material due to its inertness, recyclability, and ability to preserve the integrity of the product. Furthermore, the growing demand for glass packaging in various end-use industries, such as food and beverage, pharmaceuticals, and cosmetics, is fueling market expansion. The increasing focus on reducing plastic waste and adopting sustainable packaging practices is expected to further contribute to the growth of the glass packaging market.

The competitive landscape in the glass packaging industry is characterized by the presence of established players with global footprints and a few regional players. O-I Glass Inc. faces competition from companies such as Ardagh Group, Saint-Gobain, and Vitro, among others. These competitors possess strong brand recognition, extensive distribution networks, and a wide range of product offerings. The competitive intensity varies across different regions, with regional players often holding strong positions in their respective markets.

Despite the competitive landscape, O-I Glass Inc. has maintained a strong market position through its commitment to innovation, operational efficiency, and customer-centric approach. The company has invested in research and development to stay at the forefront of glass packaging technology and offer differentiated products. Additionally, O-I Glass Inc.'s global presence allows it to cater to a diverse customer base and leverage economies of scale. The company's focus on sustainability and its efforts to reduce environmental impact have also resonated with consumers and industry stakeholders.

O-I Glass Inc.: Navigating Challenges and Embracing Opportunities in 2023

O-I Glass Inc. (O-I), a leading manufacturer of glass containers, is poised to navigate the evolving landscape of the glass industry in 2023. Despite ongoing challenges, the company's focus on sustainability, innovation, and customer-centricity positions it for continued success.

O-I's commitment to sustainability remains a key driver of its future outlook. The company's ongoing efforts to reduce its environmental footprint, including its ambitious goal of achieving net-zero emissions by 2050, are expected to resonate with environmentally conscious consumers and businesses. Additionally, its focus on circularity, such as increasing the use of recycled glass in its manufacturing processes, aligns with the growing demand for sustainable packaging solutions.

Innovation is another area where O-I is expected to excel. The company's investment in research and development is likely to yield new products and technologies that cater to evolving consumer preferences and industry trends. Its focus on lightweighting, for example, is expected to gain traction as brands seek packaging solutions that minimize material usage while maintaining product integrity.

Customer-centricity is at the core of O-I's future outlook. The company's commitment to providing exceptional customer service, including its extensive technical support and willingness to customize products, is expected to continue driving customer loyalty and satisfaction. As O-I expands its global footprint and enters new markets, its ability to adapt to local needs and preferences will be crucial for its long-term success.

In conclusion, O-I Glass Inc. is well-positioned to navigate the challenges and seize the opportunities that lie ahead in 2023. Its focus on sustainability, innovation, and customer-centricity provides a solid foundation for continued growth and success in the glass industry.

O-I Glass's Pursuit of Operational Excellence

O-I Glass Inc. (O-I), a leading global manufacturer of glass containers, has consistently prioritized operational efficiency as a cornerstone of its success. The company's commitment to continuous improvement has resulted in significant achievements in productivity, cost control, and environmental sustainability.

O-I's unwavering focus on operational excellence has enabled it to optimize production processes, minimize waste, and enhance energy efficiency across its manufacturing facilities. This relentless pursuit of efficiency has translated into substantial cost savings and improved profitability for the company. By streamlining operations and implementing innovative technologies, O-I has maintained a competitive edge in the global glass packaging industry.

In addition to driving cost efficiencies, O-I's operational excellence initiatives have also significantly contributed to its environmental sustainability efforts. Through the adoption of eco-friendly manufacturing practices and the use of recycled materials, O-I has substantially reduced its carbon footprint and minimized its impact on the environment. This commitment to sustainability has earned the company recognition and accolades for its leadership in responsible manufacturing.

As O-I looks toward the future, the company remains committed to building upon its operational excellence foundation. By leveraging advanced technologies, fostering a culture of innovation, and empowering its workforce to identify and implement continuous improvements, O-I is well-positioned to maintain its leadership position in the glass packaging industry. The company's unwavering focus on operational efficiency will undoubtedly continue to drive long-term growth and profitability, while also contributing to a more sustainable and environmentally conscious future.

O-I Glass Inc.'s Risk Assessment: Navigating Challenges in the Glass Manufacturing Industry

O-I Glass Inc. (O-I), a leading global manufacturer of glass containers, operates in a dynamic and competitive industry that presents various risks and challenges. The company's comprehensive risk assessment process helps it identify, prioritize, and mitigate these risks to ensure long-term sustainability and success.

Market and Demand Fluctuations: O-I operates in a cyclical industry where demand for glass containers is influenced by economic conditions, consumer preferences, and regulatory changes. Shifts in these factors can lead to fluctuations in sales and earnings. The company monitors market trends, customer needs, and competitive dynamics to anticipate demand changes and adjust its production and sales strategies accordingly.

Raw Material Price Volatility: O-I relies on various raw materials, including silica sand, soda ash, and limestone, to manufacture its products. Price fluctuations in these commodities can impact the company's production costs and profitability. O-I employs risk management strategies such as long-term contracts, supplier diversification, and hedging to minimize the impact of raw material price volatility.

Technological Advancements: The glass manufacturing industry is constantly evolving with technological advancements and innovations. O-I recognizes the importance of staying at the forefront of these changes to maintain its competitive advantage. The company invests in research and development to introduce new products, improve manufacturing processes, and increase operational efficiency. O-I also collaborates with industry partners and academia to stay updated on emerging technologies and trends.

Environmental Regulations and Sustainability: O-I operates in a highly regulated industry where environmental compliance is a critical aspect of doing business. The company faces risks related to greenhouse gas emissions, waste management, and product safety. O-I strives to minimize its environmental footprint by continuously improving its production processes, adopting sustainable practices, and investing in renewable energy sources. The company also engages with stakeholders and regulatory agencies to ensure compliance with environmental regulations.


  1. Bessler, D. A. R. A. Babula, (1987), "Forecasting wheat exports: Do exchange rates matter?" Journal of Business and Economic Statistics, 5, 397–406.
  2. Jacobs B, Donkers B, Fok D. 2014. Product Recommendations Based on Latent Purchase Motivations. Rotterdam, Neth.: ERIM
  3. V. Konda and J. Tsitsiklis. Actor-Critic algorithms. In Proceedings of Advances in Neural Information Processing Systems 12, pages 1008–1014, 2000
  4. Semenova V, Goldman M, Chernozhukov V, Taddy M. 2018. Orthogonal ML for demand estimation: high dimensional causal inference in dynamic panels. arXiv:1712.09988 [stat.ML]
  5. Y. Le Tallec. Robust, risk-sensitive, and data-driven control of Markov decision processes. PhD thesis, Massachusetts Institute of Technology, 2007.
  6. Candès EJ, Recht B. 2009. Exact matrix completion via convex optimization. Found. Comput. Math. 9:717
  7. Nie X, Wager S. 2019. Quasi-oracle estimation of heterogeneous treatment effects. arXiv:1712.04912 [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.