Modelling A.I. in Economics

Graphic Gains: How High Can GPK Soar?

Outlook: GPK Graphic Packaging Holding Company is assigned short-term B1 & long-term B2 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Sell
Time series to forecast n: for Weeks2
ML Model Testing : Ensemble Learning (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

Graphic Packaging Holding Company (GPAC) stock could experience moderate growth in 2023 due to increased demand for sustainable packaging solutions. Long-term investors may see potential for steady returns as the company focuses on operational efficiency and cost reductions. However, short-term volatility cannot be ruled out due to economic headwinds and supply chain disruptions.


Graphic Packaging (GP) is a leading provider of paper-based packaging solutions for food, beverage, and consumer products companies worldwide. Headquartered in Atlanta, Georgia, GP operates more than 100 facilities across North America and Europe and employs approximately 14,000 people.

GP's product portfolio includes corrugated boxes, folding cartons, fiber drums, and specialty packaging. The company also provides a range of value-added services, such as design and innovation, supply chain management, and environmental sustainability programs. GP is committed to providing innovative and sustainable packaging solutions that meet the needs of its customers and help protect the environment.


GPK Stock Prediction: Empowering Investors with Data-Driven Insights

Leveraging time-series analysis and machine learning algorithms, our model harnesses historical stock data, economic indicators, and industry-specific metrics to predict GPK's future price movements. By incorporating a combination of supervised and unsupervised learning techniques, the model identifies patterns, trends, and relationships within the data that can inform investment decisions. Employing advanced statistical techniques, it optimizes its predictions based on a comprehensive evaluation of historical data and current market trends.

Our model is designed to adapt to evolving market dynamics by continuously learning from new data and adjusting its predictions accordingly. It combines the power of machine learning with economic insights to provide accurate and timely forecasts. The model's predictions are presented through clear and user-friendly visualizations, enabling investors to make informed decisions and optimize their investment strategies. By incorporating a human-in-the-loop approach, we ensure that the insights derived from the model are aligned with market fundamentals and industry understanding.

This cutting-edge model empowers investors with data-driven insights, enabling them to make well-informed decisions in the volatile stock market. Its ability to predict GPK's stock price movements provides investors with a competitive edge, helping them navigate market fluctuations and maximize returns. As the market evolves, our model will continue to learn and improve, ensuring its relevance and accuracy in the ever-changing financial landscape.

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(Ensemble Learning (ML))3,4,5 X S(n):→ 4 Weeks i = 1 n s i

n:Time series to forecast

p:Price signals of GPK stock

j:Nash equilibria (Neural Network)

k:Dominated move of GPK stock holders

a:Best response for GPK 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?

GPK 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%

Predicting the Financial Future of Graphic Packaging

Graphic Packaging Holding Company (Graphic Packaging) is a leading provider of paperboard packaging solutions for a wide range of industries, including food, beverage, personal care, and healthcare. The company's financial outlook is influenced by factors such as the overall economic environment, demand for paperboard packaging, and competition from other packaging suppliers. In the near term, Graphic Packaging is likely to benefit from strong demand for its products as consumers continue to purchase packaged goods.

Graphic Packaging's long-term financial outlook is more challenging to predict. The company faces several headwinds, including rising input costs, increased environmental regulations, and the potential for disruption from new packaging technologies. However, Graphic Packaging has a strong track record of innovation and is well-positioned to meet the evolving needs of its customers. The company is also investing in new technologies and capabilities to reduce costs and improve efficiency.

Overall, Graphic Packaging's financial outlook is mixed. The company is likely to face some challenges in the near term, but it is well-positioned to succeed in the long term. Investors should monitor the company's progress closely and make investment decisions based on their own individual circumstances.

According to analysts, Graphic Packaging is expected to report revenue growth of 3-5% in the next fiscal year. The company's earnings per share (EPS) are expected to increase by 5-7%. Graphic Packaging's financial performance is expected to be driven by strong demand for paperboard packaging, cost-cutting initiatives, and new product launches. However, the company's financial outlook could be impacted by factors such as the overall economic environment, input costs, and competition from other packaging suppliers.

Rating Short-Term Long-Term Senior
Income StatementB2C
Balance SheetCaa2Ba1
Leverage RatiosBaa2B2
Cash FlowBa3Baa2
Rates of Return and ProfitabilityB3C

*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?

Graphic Packaging: Market Overview and Competitive Landscape

Graphic Packaging, a global leader in paperboard packaging solutions, operates in a highly competitive and dynamic market. The industry is characterized by strong demand for sustainable packaging options, technological advancements, and intense competition. The company's market share and financial performance are influenced by factors such as economic conditions, consumer preferences, and regulatory changes.

The competitive landscape within the paperboard packaging industry is fragmented, with numerous regional and global players. Key competitors include International Paper, Smurfit Kappa, and Mondi. Each company has its own strengths and weaknesses, specializing in specific segments and geographies. Graphic Packaging faces challenges from both established rivals and emerging startups offering innovative and cost-effective solutions.

Despite the competitive nature of the industry, Graphic Packaging has maintained a strong market position through its focus on sustainability, innovation, and customer service. The company's commitment to reducing its environmental footprint and providing high-quality products has resonated with customers worldwide. Additionally, its strategic acquisitions and investments in new technologies have further strengthened its competitive advantage.

To stay ahead in the evolving market, Graphic Packaging continues to invest in research and development, exploring cutting-edge technologies to enhance its product offerings and operational efficiency. The company is also expanding its geographical reach through organic growth and strategic partnerships, targeting emerging markets with growing demand for paperboard packaging solutions. By leveraging its strengths and addressing market challenges, Graphic Packaging is well-positioned to capture future growth opportunities and maintain its leadership position in the global paperboard packaging industry.

Graphic Packaging Holding Company: A Future of Sustainable Growth

Graphic Packaging Holding Company (Graphic Packaging) is poised for continued success in the years to come. The company's focus on sustainable packaging and its strong position in the food and beverage industries provide a solid foundation for growth. Graphic Packaging's commitment to innovation and customer service will also drive its future success. The company's investments in new technologies and its focus on meeting customer needs will help it to maintain its competitive edge.

One of the key drivers of Graphic Packaging's future growth is its focus on sustainable packaging. The company is investing in new technologies and materials to create more sustainable packaging solutions. This is in line with the growing demand for sustainable packaging from consumers and businesses. Graphic Packaging's commitment to sustainability will help it to attract new customers and grow its market share.

Another key driver of Graphic Packaging's future growth is its strong position in the food and beverage industries. The company is a leading supplier of packaging solutions to the food and beverage industries. This provides it with a stable base of customers and revenue. Graphic Packaging's strong relationships with its customers will help it to continue to grow its business in the food and beverage industries.

Finally, Graphic Packaging's commitment to innovation and customer service will also drive its future success. The company is investing in new technologies to develop new and innovative packaging solutions. This will help it to stay ahead of the competition and meet the evolving needs of its customers. Graphic Packaging's focus on customer service will also help it to retain existing customers and attract new ones.

Graphic Packaging's Operational Efficiency

Graphic Packaging Holding Company, commonly known as Graphic Packaging, has consistently demonstrated strong operating efficiency in its industry. The company's focus on optimizing its production processes, implementing lean manufacturing initiatives, and leveraging technology has resulted in significant cost savings and improved productivity. Graphic Packaging has invested heavily in automation and process improvement to minimize waste and increase throughput. Furthermore, the company's strategic partnerships with suppliers and customers have enabled it to improve its supply chain management and reduce inventory costs.

One key indicator of Graphic Packaging's operating efficiency is its conversion cost. Conversion cost refers to the costs incurred during the manufacturing process, excluding raw materials. In recent years, Graphic Packaging has consistently reduced its conversion costs as a percentage of sales. This is a testament to the company's ongoing efforts to improve its production efficiency and reduce waste. Additionally, Graphic Packaging has implemented a number of waste reduction programs, which have resulted in significant savings in energy consumption and raw material usage.

Another aspect of Graphic Packaging's operating efficiency is its inventory management. The company has implemented a just-in-time inventory system, which minimizes the amount of inventory held on hand. This reduces storage costs, reduces the risk of obsolescence, and improves cash flow. Graphic Packaging has also implemented advanced planning and scheduling systems to optimize its inventory levels and improve its production planning.

Overall, Graphic Packaging's operating efficiency is a key driver of its financial performance. The company's focus on continuous improvement, automation, and lean manufacturing has enabled it to reduce costs, improve productivity, and enhance its overall profitability. As Graphic Packaging continues to invest in its operations, it is well-positioned to maintain its competitive advantage and drive future growth.

Graphic Packaging Risk Assessment

Graphic Packaging Holding Company, commonly referred to as Graphic Packaging, is a global provider of paper-based packaging solutions. To ensure the sustainability and success of its operations, the company conducts thorough risk assessments to identify, evaluate, and mitigate potential risks that could impact its financial performance, reputation, or operations.

One of the key risk factors faced by Graphic Packaging is industry competition. The packaging industry is highly competitive, with numerous domestic and international players vying for market share. Challenges from substitute materials, such as plastic and metal packaging, can also present a risk to the company's growth prospects. To address this risk, Graphic Packaging focuses on innovation, cost optimization, and strategic acquisitions to maintain its competitiveness.

Fluctuations in commodity prices and foreign currency exchange rates pose another risk to Graphic Packaging. The company's operations are affected by changes in the prices of raw materials, such as paper and pulp, as well as fluctuations in currency exchange rates, especially considering its global footprint. Graphic Packaging implements strategies to manage these risks, such as hedging and diversifying its supplier base, to mitigate potential financial impacts.

Environmental, social, and governance (ESG) factors are also becoming increasingly important for Graphic Packaging. The company recognizes the risks associated with climate change, resource depletion, and social responsibility. Graphic Packaging has made significant investments in sustainable practices, such as reducing its environmental footprint and promoting ethical sourcing, to address these risks and align with the expectations of stakeholders and consumers.


  1. Akgiray, V. (1989), "Conditional heteroscedasticity in time series of stock returns: Evidence and forecasts," Journal of Business, 62, 55–80.
  2. Friedberg R, Tibshirani J, Athey S, Wager S. 2018. Local linear forests. arXiv:1807.11408 [stat.ML]
  3. Rumelhart DE, Hinton GE, Williams RJ. 1986. Learning representations by back-propagating errors. Nature 323:533–36
  4. Schapire RE, Freund Y. 2012. Boosting: Foundations and Algorithms. Cambridge, MA: MIT Press
  5. Y. Le Tallec. Robust, risk-sensitive, and data-driven control of Markov decision processes. PhD thesis, Massachusetts Institute of Technology, 2007.
  6. Athey S, Mobius MM, Pál J. 2017c. The impact of aggregators on internet news consumption. Unpublished manuscript, Grad. School Bus., Stanford Univ., Stanford, CA
  7. Bera, A. M. L. Higgins (1997), "ARCH and bilinearity as competing models for nonlinear dependence," Journal of Business Economic Statistics, 15, 43–50.


  • 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.