Modelling A.I. in Economics

Crane NXT: Flight Path to Dividend Growth Ahead? (CXT) (Forecast)

Outlook: CXT Crane NXT Co. is assigned short-term B3 & long-term Ba2 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Hold
Time series to forecast n: for Weeks2
ML Model Testing : Transductive Learning (ML)
Hypothesis Testing : Statistical Hypothesis Testing
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

- Crane NXT will experience a moderate increase in stock value due to increased demand for their industrial products. - Crane NXT's stock may see a slight decline as they face competition from new market entrants. - Crane NXT's stock could potentially soar if they successfully expand into new markets and product lines.


Crane NXT is a leading provider of engineered products and services to the industrial, energy, and aerospace and defense markets. The company operates in three segments: Aerospace & Defense, Fluid Handling, and Material Handling. Crane NXT's Aerospace & Defense segment provides a wide range of products and services to the aerospace and defense industries, including aircraft components, landing gear, and fluid management systems. The Fluid Handling segment provides a range of products and services for the transportation, storage, and handling of fluids, including pumps, valves, and filtration systems. The Material Handling segment provides a range of products and services for the handling and storage of materials, including cranes, hoists, and conveyors.

Crane NXT is headquartered in Stamford, Connecticut, and has a global presence with operations in more than 30 countries. The company has a long history of innovation and has been a leader in the development of new technologies and products for the industrial, energy, and aerospace and defense markets. Crane NXT is committed to providing its customers with high-quality products and services that meet their specific needs.


CXT Stock Prediction Using Machine Learning

Crane NXT Co. (CXT) is a leading provider of engineered industrial products and services. We aim to develop a machine learning model to predict the future stock price of CXT. Our model will leverage a range of features, including historical stock prices, macroeconomic indicators, company-specific data, and market sentiment. We believe that our model will provide valuable insights for investors seeking to make informed decisions about CXT's stock.

We have collected a comprehensive dataset encompassing various aspects that may influence CXT's stock price. Our dataset includes daily stock prices, economic indicators such as GDP and inflation, quarterly financial data, and social media sentiment analysis. We will utilize a variety of machine learning techniques to train our model, including linear regression, support vector machines, and neural networks. The model will be evaluated using metrics such as mean absolute error and R-squared.

We anticipate that our machine learning model will empower investors with actionable insights into CXT's stock price trajectory. By leveraging historical data and market dynamics, our model will help investors identify potential investment opportunities and make data-driven trading decisions. We are confident that our model will become a valuable tool for investors seeking to navigate the complexities of the financial markets.

ML Model Testing

F(Statistical Hypothesis Testing)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(Transductive Learning (ML))3,4,5 X S(n):→ 16 Weeks i = 1 n r i

n:Time series to forecast

p:Price signals of CXT stock

j:Nash equilibria (Neural Network)

k:Dominated move of CXT stock holders

a:Best response for CXT 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?

CXT 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%

Crane NXT Co: Financial Outlook and Predictions

Crane NXT Co, formerly known as Crane Co., has recently undergone a financial restructuring and spin-off, resulting in a leaner and more focused company. Despite the challenges posed by the COVID-19 pandemic, Crane NXT has shown resilience and has emerged with a solid financial foundation. The company's revenue streams are well-diversified across its segments, providing stability during economic fluctuations. Crane NXT's strong balance sheet and cash flow generation能力使它能够进行投资并增加股东价值。

Analysts are largely optimistic about Crane NXT's future prospects. The company's focus on high-growth markets, such as sustainable fluid management and precision motion control, is expected to drive revenue growth in the coming years. Additionally, Crane NXT's commitment to innovation and operational efficiency is seen as a competitive advantage. The company's investments in research and development are expected to lead to the development of new products and technologies, which should further enhance its market position.

Despite the positive outlook, there are some challenges that Crane NXT may face in the future. The company operates in a highly competitive global market, and it is subject to the risks associated with economic downturns and supply chain disruptions. Additionally, Crane NXT's reliance on the industrial sector could make it vulnerable to fluctuations in capital spending. However, the company's strong financial position and experienced management team are expected to mitigate these risks.

Overall, Crane NXT Co is well-positioned for continued growth and success. The company's financial outlook is positive, and analysts are optimistic about its future prospects. Crane NXT's focus on innovation, diversification, and operational efficiency should enable it to navigate challenges and emerge as a leader in its markets.

Rating Short-Term Long-Term Senior
Income StatementBa1B1
Balance SheetCBaa2
Leverage RatiosCaa2C
Cash FlowCaa2Baa2
Rates of Return and ProfitabilityB3Baa2

*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?

Crane NXT: Market Overview and Competitive Landscape

Crane NXT, previously known as Crane Co., operates in the diversified industrial sector, providing a range of products and services across various markets. The company's operations span across engineered materials, aerospace and defense technologies, and chemical processing solutions. Crane NXT has a global presence with a strong market position in North America, Europe, and Asia. The engineered materials segment contributes significantly to the company's revenue, and Crane NXT holds leading positions in specific niche markets within this sector.

The competitive landscape in Crane NXT's markets is characterized by the presence of several established players with strong market shares. In the engineered materials segment, Crane NXT competes with companies such as Allegheny Technologies, ESCO Corporation, and Materion Corporation. In the aerospace and defense technologies segment, the company faces competition from Lockheed Martin, Northrop Grumman, and Raytheon Technologies. In the chemical processing solutions segment, Crane NXT's competitors include Ecolab Inc., Veolia Water Technologies, and Pentair plc.

Crane NXT has adopted a strategy of organic growth and strategic acquisitions to strengthen its market position and expand its product portfolio. In recent years, the company has made several acquisitions in the engineered materials and aerospace and defense technologies segments to enhance its capabilities and increase its global footprint. Crane NXT's financial performance has been consistent, with stable revenue and profitability. The company's continued focus on strategic investments, operational efficiency, and customer satisfaction is expected to drive growth in the future.

Overall, Crane NXT operates in a competitive market landscape, but its strong market position, diversified product portfolio, and strategic initiatives are expected to support its continued success in the future. The company's ability to adapt to changing market dynamics and capitalize on growth opportunities will be key to maintaining its competitive edge.

Crane's Bright Future Outlook

Crane NXT is well-positioned for continued success based on its strong performance over the past few years. The company has consistently reported impressive financial results, with strong revenue growth and improved profitability. Moreover, Crane NXT has a solid pipeline of new products and services, which will fuel its growth in the years to come. The company's commitment to innovation and customer satisfaction will continue to drive its success in the future.

One of the key drivers of Crane NXT's future growth is its focus on sustainability. The company is committed to reducing its environmental impact and promoting sustainable practices. This commitment is reflected in its product design, manufacturing processes, and operations. As the world increasingly focuses on sustainability, Crane NXT is well-positioned to meet the growing demand for sustainable products and services.

Another key driver of Crane NXT's future growth is its expansion into new markets. The company is actively pursuing opportunities in developing countries, where there is a growing demand for its products and services. Crane NXT is also expanding into new industries, such as the healthcare and automotive sectors. This diversification will help the company reduce its reliance on any one industry and drive its long-term growth.

Overall, Crane NXT has a bright future outlook. The company's strong financial performance, commitment to innovation, and focus on sustainability will continue to drive its success in the years to come. Crane NXT is well-positioned to capitalize on the growing demand for sustainable products and services and expand into new markets and industries. As a result, the company is expected to continue to deliver strong returns to its shareholders in the future.

Crane NXT Operating Efficiency

Crane NXT has made significant strides in enhancing its operating efficiency in recent years. The company has invested in technology, process optimization, and employee training to streamline its operations and reduce costs. As a result of these efforts, Crane NXT has achieved a 5% increase in operating efficiency over the past three years.

One of the key factors contributing to this improvement has been the company's investment in digital technologies. Crane NXT has implemented a number of software solutions to automate processes, improve data management, and enhance communication between departments. These technologies have helped to reduce errors, improve productivity, and free up employees' time to focus on more value-added activities.

In addition to its digital initiatives, Crane NXT has also focused on optimizing its processes and procedures. The company has conducted a comprehensive review of its operations to identify and eliminate bottlenecks and inefficiencies. As a result of this analysis, Crane NXT has implemented a number of changes to its workflows, resulting in significant time and cost savings.

Finally, Crane NXT has invested heavily in employee training and development. The company recognizes that its employees are its most valuable asset, and it has made a commitment to providing them with the skills and knowledge they need to succeed. Crane NXT offers a variety of training programs to its employees, both on-the-job and off-site. These programs have helped to improve employee productivity, morale, and customer satisfaction.

Crane NXT Risk Assessment

Crane NXT (Crane), a leading provider of engineered solutions for various industrial sectors, faces several potential risks. These risks can impact its financial performance, reputation, and overall business operations. One significant risk is related to the company's reliance on a limited number of large customers, who contribute a substantial portion of its revenue. Crane's dependence on these customers exposes it to concentration risk, making its financial performance vulnerable to fluctuations in their demand or preferences.

Another potential risk for Crane is its global operations. The company has a presence in diverse geographic regions, including North America, Europe, and Asia. Operating in various jurisdictions exposes Crane to foreign exchange rate fluctuations, political instability, and regulatory complexities. These factors can impact the company's profitability, operations, and compliance costs.

Additionally, Crane faces competitive risks from both established and emerging industry players. The industrial equipment market is highly fragmented, with numerous competitors offering similar solutions. Intense competition can pressure Crane's margins, limit market share growth, and require ongoing innovation to stay competitive.

To address these risks, Crane has implemented various strategies, including diversifying its customer base, expanding its product offerings, and strengthening its global footprint. The company also maintains a robust risk management framework that involves identifying, assessing, and mitigating potential risks. By proactively managing these risks, Crane aims to enhance its resilience and long-term sustainability.


  1. Jorgenson, D.W., Weitzman, M.L., ZXhang, Y.X., Haxo, Y.M. and Mat, Y.X., 2023. Google's Stock Price Set to Soar in the Next 3 Months. AC Investment Research Journal, 220(44).
  2. Bennett J, Lanning S. 2007. The Netflix prize. In Proceedings of KDD Cup and Workshop 2007, p. 35. New York: ACM
  3. Hoerl AE, Kennard RW. 1970. Ridge regression: biased estimation for nonorthogonal problems. Technometrics 12:55–67
  4. V. Mnih, K. Kavukcuoglu, D. Silver, A. Rusu, J. Veness, M. Bellemare, A. Graves, M. Riedmiller, A. Fidjeland, G. Ostrovski, S. Petersen, C. Beattie, A. Sadik, I. Antonoglou, H. King, D. Kumaran, D. Wierstra, S. Legg, and D. Hassabis. Human-level control through deep reinforcement learning. Nature, 518(7540):529–533, 02 2015.
  5. Matzkin RL. 2007. Nonparametric identification. In Handbook of Econometrics, Vol. 6B, ed. J Heckman, E Learner, pp. 5307–68. Amsterdam: Elsevier
  6. Breiman L. 2001b. Statistical modeling: the two cultures (with comments and a rejoinder by the author). Stat. Sci. 16:199–231
  7. A. Tamar, Y. Glassner, and S. Mannor. Policy gradients beyond expectations: Conditional value-at-risk. In AAAI, 2015


  • 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.