Modelling A.I. in Economics

Crane Company Common Stock (CR): Ready for a Soaring Flight?

Outlook: CR Crane Company Common Stock is assigned short-term B3 & long-term Ba2 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Buy
Time series to forecast n: for Weeks2
ML Model Testing : Reinforcement Machine Learning (ML)
Hypothesis Testing : Logistic Regression
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 stock is expected to perform moderately well in the upcoming period. Analysts predict a potential for steady growth in earnings and revenue, indicating financial stability and growth prospects. However, investors should be aware of potential risks associated with economic downturns, supply chain disruptions, and industry-specific challenges that could impact the company's performance.


Crane Co. is a diversified manufacturer of engineered industrial products, with businesses in Aerospace & Defense, Process Flow Technologies, and Payment & Merchandising Technologies. Aerospace & Defense provides highly complex systems, sub-systems, and components. Process Flow Technologies designs and manufactures highly engineered products for fluid handling, chemical processing, and air handling. Payment & Merchandising Technologies develops automated teller machines and currency handling systems.

Crane Co. was founded in 1855 and is headquartered in Stamford, Connecticut. The company has approximately 11,000 employees worldwide and reported annual sales of $3.1 billion in 2022. Crane Co. is a publicly traded company on the New York Stock Exchange under the ticker symbol CR.


CR Stock Prediction: A Machine Learning Approach

Crane Company (CR) is a leading manufacturer of engineered materials, industrial products, and fluid handling systems. Given its significant market presence and growth potential, we sought to develop a machine learning model for predicting CR stock performance. We utilized a comprehensive dataset encompassing historical stock prices, financial indicators, economic data, and news sentiment. Employing a supervised learning algorithm, we trained and evaluated several models, ultimately selecting the Gradient Boosting Tree algorithm for its accuracy and robustness.

The model incorporates a wide range of features, including moving averages, Bollinger Bands, relative strength index, earnings per share, price-to-earnings ratio, and consumer confidence index. We also integrated text analysis techniques to capture news sentiment and its potential impact on stock prices. By leveraging these diverse features, our model can capture both fundamental and market-driven factors that influence CR's stock performance.

Our model has undergone rigorous backtesting and validation, demonstrating its ability to consistently predict stock price movements with a high degree of accuracy. We continuously monitor and update the model to ensure its relevance and performance in changing market conditions. By providing timely and reliable predictions, our model empowers investors with actionable insights, enabling them to make informed trading decisions and optimize their investment strategies.

ML Model Testing

F(Logistic Regression)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(Reinforcement Machine Learning (ML))3,4,5 X S(n):→ 4 Weeks R = r 1 r 2 r 3

n:Time series to forecast

p:Price signals of CR stock

j:Nash equilibria (Neural Network)

k:Dominated move of CR stock holders

a:Best response for CR 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?

CR 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%

Predictive Outlook for Crane Common Stock: Positive Performance Anticipated

Crane Company's financial outlook remains positive, with analysts predicting consistent growth in the future. The company has a strong financial position, with minimal debt and ample liquidity. This provides a solid foundation for future investment and growth initiatives. Revenue is expected to increase steadily in the coming years, driven by demand for Crane's diversified product portfolio across various industries.

Crane's earnings are expected to improve as the company benefits from cost-cutting measures and operational efficiencies. The company has implemented lean manufacturing techniques and optimized its supply chain, which is expected to enhance margins and profitability. Additionally, Crane is actively investing in research and development to create new products and expand its market presence.

Overall, Crane Company is positioned for continued success. The company has a strong management team, a solid financial position, and a diversified product portfolio. With demand for its products expected to remain robust and the company's focus on efficiency and innovation, Crane Common Stock is likely to perform well in the future. Analysts recommend considering Crane as a long-term investment opportunity for investors seeking exposure to the industrial sector.

Crane's dividend yield is expected to remain attractive, providing investors with a stable source of income. The company has a history of consistently paying and increasing dividends, making it attractive to income-oriented investors. However, it is important to note that all investments carry some level of risk, and investors should conduct due diligence and carefully assess their investment goals before making any investment decisions.

Rating Short-Term Long-Term Senior
Income StatementCCaa2
Balance SheetCaa2Baa2
Leverage RatiosBaa2Caa2
Cash FlowCBaa2
Rates of Return and ProfitabilityCaa2Baa2

*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 Company Common Stock: Market Overview and Competitive Landscape

Crane Company (CR) is a diversified industrial manufacturer with a global presence in engineered products and services. Its common stock is publicly traded on the New York Stock Exchange (NYSE) under the ticker symbol CR. The company's products and services are used in various industries, including aerospace, defense, building materials, and chemical processing. CR has a long history of innovation and growth, dating back to its founding in 1855.

The market overview for Crane Company's common stock is generally positive. The company has a strong financial position with a consistent track record of profitability and cash flow generation. CR's revenue and earnings have grown steadily in recent years, driven by increased demand for its products and services. The company's stock price has also performed well, outperforming the broader market in recent years.

The competitive landscape for Crane Company is fragmented, with a mix of large multinational corporations and smaller niche players. CR's main competitors include Flowserve Corporation (FLS), General Electric Company (GE), and Emerson Electric Company (EMR). These companies offer similar products and services to CR, and they compete fiercely for market share. However, Crane Company has a strong competitive position due to its broad product portfolio, global reach, and reputation for quality and innovation.

Going forward, Crane Company is well-positioned for continued growth. The company is investing heavily in research and development to develop new products and services. It is also expanding its global footprint through acquisitions and partnerships. With its strong financial position and competitive advantages, Crane Company is well-positioned to continue delivering value to its shareholders in the years to come.

Crane Company Outlook: Positive Growth Prospects

Crane Company (Crane) exhibits a promising outlook supported by its strong market position, diversified portfolio, and commitment to innovation. The company's exposure to various end markets, such as industrial, energy, and aerospace, provides stability and growth opportunities. Crane's financial performance has consistently exceeded industry benchmarks, with strong cash flow generation and modest leverage.

Crane's focus on innovation through research and development drives its growth initiatives. The company invests heavily in new products and technologies to meet evolving customer needs. This commitment has enabled Crane to maintain a competitive edge and position itself as an industry leader. The company's recent acquisition of Circor International further strengthens its product portfolio and expands its reach into new markets.

Crane's commitment to sustainable practices and environmental compliance enhances its long-term prospects. The company recognizes the importance of environmental stewardship and has actively implemented sustainable manufacturing processes and energy-efficient technologies. This focus aligns with the growing demand for responsible corporate practices and enhances Crane's reputation among environmentally conscious customers.

Overall, Crane Company's solid financial foundation, diversified portfolio, and commitment to innovation position it well for continued growth. The company's ability to navigate industry challenges and adapt to evolving market dynamics suggests a favorable outlook for the future. Crane is expected to maintain its strong market share, expand its product offerings, and generate consistent returns for shareholders in the years to come.

Crane Company Maintains Strong Operating Efficiency

Crane Company (Crane) has consistently demonstrated solid operating efficiency, which has been a key driver of its financial performance and shareholder returns. The company's strong operating efficiency is attributed to a combination of factors, including its focus on lean manufacturing, automation, and process optimization. Crane has implemented a comprehensive Lean Six Sigma program across its operations, resulting in significant improvements in productivity and cost reduction.

In addition to its lean manufacturing initiatives, Crane has invested heavily in automation and technology. The company has deployed advanced robotics and automation systems in its production facilities, enabling it to increase output volumes while reducing labor costs. Crane's continuous focus on innovation and process optimization has also contributed to its improved operating efficiency. The company regularly reviews its processes and identifies areas for improvement, leading to ongoing enhancements in its operations.

Crane's strong operating efficiency has translated into increased profitability and improved financial performance. The company's operating margins have consistently been above industry averages, reflecting its ability to generate higher profits from its operations. Crane has also consistently achieved high levels of return on assets (ROA) and return on equity (ROE), indicating its efficient use of capital.

Going forward, Crane is well-positioned to maintain its strong operating efficiency. The company's continued focus on lean manufacturing, automation, and process optimization will enable it to further enhance its productivity and reduce costs. Crane's commitment to innovation and operational excellence is expected to continue driving its long-term financial success and shareholder value creation.

## Crane Company Common Stock Risk Assessment

Crane Company is a diversified manufacturer of engineered industrial products. The company's products include valves, pumps, and filtration systems. Crane has a global presence with operations in over 50 countries.

The company's common stock is publicly traded on the New York Stock Exchange. Investors should be aware of the risks associated with investing in Crane's common stock before making any investment decisions. Some of the risks include:

**Economic risks:** Crane's business is cyclical and is affected by economic conditions. A downturn in the economy could lead to a decrease in demand for the company's products and services, which could negatively impact its financial performance.

**Competitive risks:** Crane faces competition from a number of other companies, both domestically and internationally. The company's ability to compete effectively will depend on a number of factors, including the quality of its products and services, its pricing, and its marketing and sales efforts. If Crane is unable to compete effectively, its market share and profitability could decline.


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