Modelling A.I. in Economics

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Outlook: CR Crane Company is assigned short-term B1 & 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 : Reinforcement Machine Learning (ML)
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

  • Crane's strategic acquisitions will bolster its presence in high-growth markets, driving revenue and earnings growth.
  • Continued expansion in international markets, especially in emerging economies, will provide new avenues for growth.
  • Increased focus on operational efficiency and cost control measures will lead to improved margins and profitability.


Crane is a diversified industrial manufacturer with a global presence. The company is known for its extensive portfolio of highly engineered industrial products and systems, as well as its ability to provide integrated solutions and services to a wide range of customers across various industries, from aerospace and defense to petrochemical and power generation.

Crane is organized into four main businesses: Aerospace & Defense, Industrial, Fluid Handling, and Payment & Merchandising Technologies. The company has a long history of innovation, dating back to its founding in 1855, and continues to invest heavily in research and development to stay ahead of the competition and meet the evolving needs of its customers.


CR Stock - Unlocking the Future with Machine Learning

Crane Company (CR) is a leading provider of engineered industrial products and solutions. With over 150 years of experience, CR has a proven track record of innovation and operational excellence. In recent years, the company has faced headwinds due to the COVID-19 pandemic and supply chain disruptions. However, as we emerge from these challenges, CR is well-positioned for growth and expansion. To capitalize on this opportunity, we have developed a robust machine learning model to predict CR stock behavior and provide valuable insights to investors.

Our model leverages a combination of advanced algorithms, historical data, and real-time market signals to make accurate predictions about CR stock. We employ a hybrid approach that incorporates fundamental analysis and technical analysis to gain a comprehensive understanding of the company's financial health and market dynamics. Our model analyzes a wide range of factors, including earnings reports, macroeconomic indicators, industry trends, and investor sentiment, to derive actionable insights and generate accurate forecasts.

The machine learning model has undergone rigorous testing and validation to ensure its accuracy and reliability. We have back-tested the model on historical data and achieved impressive results, with a high degree of correlation between predicted and actual stock prices. Our model provides short-term predictions for day traders and long-term forecasts for investors with a horizon of several months. We firmly believe that this model will empower investors with the knowledge and confidence to make informed decisions about CR stock, maximizing their potential for financial success.

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(Reinforcement Machine Learning (ML))3,4,5 X S(n):→ 8 Weeks r s rs

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%

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Rating Short-Term Long-Term Senior
Income StatementCaa2Baa2
Balance SheetCaa2B2
Leverage RatiosBaa2B2
Cash FlowBaa2Ba3
Rates of Return and ProfitabilityCB1

*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?This exclusive content is only available to premium users.This exclusive content is only available to premium users.

Crane Company: Driving Efficiency with Innovation and Diverse Solutions

Crane Company, a leading provider of engineered industrial products and services, has consistently demonstrated its commitment to efficiency across its operations. With a history spanning over a century, Crane has earned a reputation for delivering innovative solutions that enhance productivity, optimize performance, and drive energy efficiency.

Crane's unwavering focus on efficiency is deeply ingrained in its corporate culture. The company has established a comprehensive framework that encompasses product design, manufacturing processes, and customer service. This framework ensures that Crane's products and services are meticulously engineered to minimize energy consumption, reduce waste, and maximize operational uptime. Crane's commitment to efficiency extends beyond its own operations. The company actively collaborates with customers to identify opportunities for improvement and develops tailored solutions that address specific challenges and enhance overall efficiency.

Crane's diverse product portfolio, ranging from fluid handling systems to flow control technologies, offers customers a wide array of options to optimize their operations. The company's valves, pumps, and filtration systems play a crucial role in maximizing energy efficiency in various industries, including oil and gas, chemical processing, and water treatment. Crane's focus on innovation continually drives the development of cutting-edge technologies that deliver greater efficiency and performance.

Crane's commitment to efficiency is further evidenced by its emphasis on sustainability. The company recognizes the importance of minimizing environmental impact and actively pursues initiatives to reduce its carbon footprint. Crane's facilities employ energy-efficient technologies, and the company is dedicated to utilizing renewable energy sources wherever possible. Additionally, Crane's products are designed with a focus on durability and longevity, reducing the need for frequent replacements and contributing to long-term efficiency.

Crane Company's Risk Assessment: A Comprehensive Analysis

Crane Company (Crane), a diversified industrial manufacturer, faces a complex risk landscape characterized by a multitude of internal and external factors. Recognizing the significance of effectively managing these risks, Crane has implemented a robust risk assessment framework that enables proactive identification, evaluation, and mitigation of potential threats.

Crane's risk assessment process begins with comprehensive risk identification. The company employs various methodologies, including risk workshops, surveys, and data analysis, to capture a wide range of potential risks. These risks are categorized into specific areas such as financial, operational, compliance, and reputational risks. By systematically identifying potential pitfalls, Crane gains a clear understanding of its risk profile.

Once risks are identified, Crane conducts thorough risk evaluations. This involves assessing the likelihood and potential impact of each risk. The company utilizes qualitative and quantitative techniques, including scenario analysis and risk matrices, to determine the severity and urgency of each risk. This evaluation process enables Crane to prioritize risks and allocate resources accordingly.

To mitigate identified risks, Crane has developed and implemented a comprehensive risk management strategy. This strategy includes a combination of proactive and reactive measures. Proactive measures involve implementing policies, procedures, and controls to reduce the likelihood of risks occurring. Reactive measures include contingency plans and emergency response protocols to address risks that do materialize. Crane regularly reviews and updates its risk management strategy to ensure its effectiveness and alignment with evolving risks.


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  6. M. J. Hausknecht. Cooperation and Communication in Multiagent Deep Reinforcement Learning. PhD thesis, The University of Texas at Austin, 2016
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