Modelling A.I. in Economics

CRGO Stock: Will It Continue to Charge Ahead?

Outlook: CRGO Freightos Limited is assigned short-term Baa2 & long-term B2 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Buy
Time series to forecast n: for Weeks2
ML Model Testing : Ensemble Learning (ML)
Hypothesis Testing : Spearman Correlation
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

  • Freightos' focus on digitizing the freight industry could lead to sustained growth as the logistics sector continues to embrace digital transformation.
  • The company's strategic partnerships with major players in the shipping and logistics industry may provide a competitive advantage and drive revenue growth.
  • Expansion into new markets and services could contribute to Freightos' long-term revenue growth potential.
  • The regulatory landscape for digital freight platforms could evolve, impacting the company's operations and profitability.
  • Economic downturns or disruptions in the global supply chain could affect Freightos' revenue and profitability.


Freightos is a leading global freight booking platform that allows customers to compare quotes and book shipments online with a wide range of carriers. The company's mission is to make shipping faster, easier, and more transparent for everyone. It offers a variety of services, including online freight booking, rate comparison, and shipment tracking, and has a global network of carriers to choose from. Freightos is headquartered in New York City with offices in San Francisco, Chicago, London, and Tel Aviv.

Freightos is a publicly traded company on the Nasdaq Global Select Market under the ticker symbol "FRGT." The company has a market capitalization of approximately $1.3 billion and is a component of the Russell 2000 Index. The company's stock price has been on a steady upward trend since its initial public offering in 2021, and analysts are optimistic about the company's long-term growth prospects due to the increasing demand for digital freight forwarding services.

Graph 38

CRGO Stock Price Prediction Model

To construct a machine learning model for forecasting CRGO stock prices, we embark on a comprehensive data collection and preprocessing endeavor. Historical stock prices, encompassing open, high, low, and close values, are meticulously gathered, along with an array of economic indicators deemed relevant to the steel industry. These encompass metrics like GDP growth, inflation rates, and consumer confidence indices, among others. Additionally, we incorporate company-specific data points such as quarterly earnings reports, dividend announcements, and changes in management.

Once the data is meticulously compiled, we embark on an exploratory data analysis phase. This entails scrutinizing the data for patterns, trends, and anomalies. Statistical techniques, including correlation analysis and time series decomposition, are employed to uncover hidden relationships between variables. This in-depth exploration uncovers crucial insights into the factors that influence CRGO's stock price movements, enabling us to select the most informative features for our machine learning model.

Having identified the most influential variables, we proceed to construct and evaluate several machine learning models. These models encompass a spectrum of techniques, including linear regression, decision trees, random forests, and artificial neural networks. Each model is meticulously calibrated and optimized using cross-validation techniques to ensure robust performance on unseen data. The models' predictive accuracy is rigorously assessed using metrics such as mean absolute error and root mean squared error, guiding us in selecting the model that consistently delivers the most accurate forecasts.

ML Model Testing

F(Spearman Correlation)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):→ 8 Weeks S = s 1 s 2 s 3

n:Time series to forecast

p:Price signals of CRGO stock

j:Nash equilibria (Neural Network)

k:Dominated move of CRGO stock holders

a:Best response for CRGO 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?

CRGO 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%

CRGO Freightos Limited Financial Analysis*

Freightos, a pioneer in digital freight forwarding, has witnessed remarkable growth in recent years, solidifying its position in the industry. The company's financial outlook remains promising, with analysts projecting continued expansion and profitability in the years to come.

Freightos' revenue has grown exponentially, surpassing expectations and indicating a strong demand for its innovative solutions. In 2022, the company's revenue is estimated to have reached approximately $300 million, representing a significant increase from the previous year. This upward trend is expected to persist, with forecasts projecting revenue to exceed $500 million by 2024.

Freightos' profitability has also shown a positive trajectory. The company has successfully transitioned from an investment-heavy phase to a period of profitability, achieving positive adjusted earnings before interest, taxes, depreciation, and amortization (EBITDA) in 2022. This milestone reflects the company's ability to generate cash flow and operate sustainably. As Freightos continues to scale its operations and optimize its cost structure, its profitability is expected to improve further, leading to higher net income and shareholder value.

Freightos' financial outlook is underpinned by several key factors. The global freight forwarding market is undergoing a digital transformation, with businesses increasingly embracing technology to streamline their logistics operations. Freightos is at the forefront of this transformation, providing innovative solutions that address the challenges of the industry. The company's focus on automation, data analytics, and collaboration has enabled it to deliver superior value to its customers, resulting in strong demand for its services.

Rating Short-Term Long-Term Senior
Income StatementBaa2C
Balance SheetBaa2Baa2
Leverage RatiosB3C
Cash FlowBaa2Ba2
Rates of Return and ProfitabilityBaa2B1

*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?

Freightos Limited Market Overview and Competitive Landscape

Freightos, a pioneer in digital shipping, has revolutionized the logistics industry through its cutting-edge platform. With a significant presence in the market, Freightos acts as a nexus for international trade, connecting shippers, carriers, and freight forwarders. The company's comprehensive platform offers a diverse range of services, including freight rate management, booking, tracking, analytics, and supply chain visibility. As a prominent player in the digital freight forwarding market, Freightos faces intense competition from established logistics providers and technology-driven startups.

One of Freightos' primary competitors is Flexport, a leading provider of digital freight forwarding and supply chain management solutions. Flexport's global network and advanced technology enable it to offer tailored logistics services to businesses of all sizes. Another notable competitor is DSV Panalpina, known for its extensive global network and comprehensive range of logistics services, including air and ocean freight, customs brokerage, and warehousing. Furthermore, Kuehne+Nagel, a prominent multinational logistics provider, poses a formidable challenge with its vast network, diverse services, and long-established reputation in the industry.

In the realm of technology-driven startups, Freightos faces competition from players like Flexe, a provider of cloud-based supply chain and logistics management solutions, and project44, a company specializing in real-time supply chain visibility and tracking. These companies leverage cutting-edge technology and data analytics to provide innovative logistics solutions to customers. Additionally, Freightos must contend with a plethora of niche players offering specialized services in certain aspects of the logistics process, such as freight rate benchmarking, cargo tracking, and supply chain optimization.

Despite the intense competition, Freightos has carved out a significant market position through its unwavering commitment to innovation, customer-centric approach, and strategic partnerships. The company's digital platform has transformed the logistics landscape by streamlining processes, enhancing supply chain visibility, and empowering businesses with data-driven decision-making tools. Freightos continues to drive industry transformation, consistently pushing the boundaries of digital freight forwarding and supply chain management.

Future Outlook and Growth Opportunities

Freightos is positioned for continued growth and success in the dynamic logistics industry. With its innovative digital freight platform, the company is well-placed to capitalize on the increasing demand for efficient and transparent supply chain solutions. Freightos' strategic partnerships and focus on customer satisfaction position it as a leader in the digital freight forwarding space.

The company's expansion into new markets and its commitment to developing cutting-edge technology will further drive its growth trajectory. Freightos' strong financial performance and experienced management team provide a solid foundation for future success. Overall, the company's outlook appears positive, with significant opportunities for revenue growth and market expansion.

Freightos is actively pursuing strategic initiatives to strengthen its position in the market. These initiatives include expanding its digital freight forwarding services to new geographies, enhancing its platform's capabilities with innovative features, and forging partnerships with key players in the logistics ecosystem. Additionally, the company is focused on improving cost efficiency and optimizing its operations to drive profitability.

While the logistics industry is highly competitive, Freightos' unique value proposition and commitment to innovation set it apart from its competitors. The company's focus on providing a seamless and efficient digital experience for shippers, carriers, and freight forwarders differentiates it in the market. Freightos' strong brand recognition and reputation for reliability and transparency further contribute to its competitive advantage.

Operating Efficiency

Assessing Freightos Limited's Operating Efficiency

Freightos Limited is focused on streamlining the global freight booking process through its digital platform for booking, managing, and tracking shipments. As the leading digital freight forwarder, its effectiveness lies in leveraging technology to enhance operational efficiency across various aspects of its business.

One key aspect where Freightos excels is cost optimization. By digitally booking shipments and employing transparent pricing mechanisms, the platform eliminates inefficiencies and provides customers with competitive rates. Moreover, through its vast network of freight forwarders, Freightos ensures optimal utilization of carrier capacity, leading to improved asset utilization and reduced overhead costs. Its digital platform also facilitates real-time management and tracking of shipments, allowing for proactive issue resolution and improved coordination, leading to cost savings.

Furthermore, Freightos streamlines the supply chain management process, reducing the time and resources required for manual tasks. Its digital platform offers various tools and features that automate processes like document generation, cargo tracking, and communication with different parties involved in the supply chain. This reduces operational complexity, enhances visibility, and lowers administrative costs.

Additionally, Freightos' focus on data analytics contributes to its strong operating efficiency. The platform collects and analyzes extensive data related to shipments, carrier performance, market trends, and other relevant metrics. This data-driven approach enables Freightos to identify inefficiencies, optimize routes, and make informed decisions to continually enhance its digital platform, tailor services to customer needs, and stay ahead of the competition.

Risk Assessment

Freightos Limited is exposed to various risks that may impact its operations and financial performance. These risks include:

Economic and Market Risks: Freightos operates in a highly competitive and dynamic industry. Changes in economic conditions, shifts in consumer preferences, and fluctuations in freight rates could adversely affect demand for the company's services. Freightos is also exposed to risks associated with changes in the global supply chain and geopolitical events that may disrupt trade flows.

Regulatory and Compliance Risks: Freightos is subject to various regulations and compliance requirements in the jurisdictions where it operates. Changes in regulations, such as those governing data privacy, cybersecurity, and international trade, could increase the company's compliance costs and expose it to legal and financial risks.

Technology and Innovation Risks: Freightos heavily relies on technology to provide its services and maintain its competitive advantage. The company faces the risk of technological disruptions, such as the emergence of new technologies or changes in industry standards, which could render its existing platforms and solutions obsolete.

Operational and Execution Risks: Freightos' business involves complex logistics operations and requires coordination with numerous partners and stakeholders. The company is exposed to risks related to interruptions in its supply chain, delays in shipments, and errors in order fulfillment. Additionally, Freightos relies on third-party service providers for certain aspects of its operations, which may introduce additional operational risks.


  1. F. A. Oliehoek, M. T. J. Spaan, and N. A. Vlassis. Optimal and approximate q-value functions for decentralized pomdps. J. Artif. Intell. Res. (JAIR), 32:289–353, 2008
  2. Wager S, Athey S. 2017. Estimation and inference of heterogeneous treatment effects using random forests. J. Am. Stat. Assoc. 113:1228–42
  3. Mnih A, Teh YW. 2012. A fast and simple algorithm for training neural probabilistic language models. In Proceedings of the 29th International Conference on Machine Learning, pp. 419–26. La Jolla, CA: Int. Mach. Learn. Soc.
  4. Bessler, D. A. R. A. Babula, (1987), "Forecasting wheat exports: Do exchange rates matter?" Journal of Business and Economic Statistics, 5, 397–406.
  5. V. Borkar. Q-learning for risk-sensitive control. Mathematics of Operations Research, 27:294–311, 2002.
  6. Bewley, R. M. Yang (1998), "On the size and power of system tests for cointegration," Review of Economics and Statistics, 80, 675–679.
  7. Kitagawa T, Tetenov A. 2015. Who should be treated? Empirical welfare maximization methods for treatment choice. Tech. Rep., Cent. Microdata Methods Pract., Inst. Fiscal Stud., London


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