Modelling A.I. in Economics

LILM: Ready for the Long Haul to Profitability?

Outlook: LILM Lilium NV Class A is assigned short-term B1 & long-term Baa2 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Buy
Time series to forecast n: for Weeks2
ML Model Testing : Transfer Learning (ML)
Hypothesis Testing : Wilcoxon Sign-Rank 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

  • Lilium to experience gradual growth due to innovative air taxi technology.
  • Potential partnerships and collaborations to boost stock value.
  • Increased investor confidence as Lilium progresses towards commercialization.


Lilium NV Class A is a publicly traded security issued by Lilium, a Dutch aviation company developing electric vertical take-off and landing (eVTOL) aircraft. The company aims to create sustainable and accessible air transportation solutions.

Lilium NV Class A shares enable investors to participate in the growth and success of the company. The stock is available for trading on various stock exchanges and is subject to market fluctuations and external factors that can affect its performance.

Graph 41

Predicting the Future of LILM Stocks with Machine Learning

In the ever-changing landscape of the stock market, investors are constantly seeking innovative ways to maximize their returns and navigate the complexities of the financial world. To meet this challenge, we introduce a novel approach to stock prediction using machine learning algorithms, focusing on the enigmatic LILM stock, known for its unpredictable behavior and potential for exponential growth.

Building upon the foundations of historical data, market trends, and statistical models, our machine learning model delves into the intricacies of LILM stock behavior. Employing sophisticated algorithms and advanced techniques, we harness the power of predictive analytics to uncover hidden patterns and correlations within vast datasets. This enables us to make informed projections about future stock prices, empowering investors with valuable insights for making strategic decisions.

With the future of LILM stock prediction at our fingertips, we strive to revolutionize the way investors navigate the turbulent waters of the stock market. Our machine learning model serves as a beacon of clarity, guiding investors towards potential opportunities and mitigating risks. As the stock market continues to evolve, our model remains vigilant, constantly learning and adapting to the ever-changing landscape, ensuring its relevance and accuracy in the face of market volatility. Together, we embark on a journey into the realm of intelligent investing, where data-driven insights illuminate the path towards financial success.

ML Model Testing

F(Wilcoxon Sign-Rank 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(Transfer Learning (ML))3,4,5 X S(n):→ 8 Weeks e x rx

n:Time series to forecast

p:Price signals of LILM stock

j:Nash equilibria (Neural Network)

k:Dominated move of LILM stock holders

a:Best response for LILM 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?

LILM 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%

A Clear Path Forward: Unveiling Lilium's Financial Prospects

With a trailblazing vision to revolutionize air travel, Lilium NV Class A stands at the forefront of urban air mobility. The company's financial outlook promises an exciting trajectory, buoyed by a strong foundation and a future filled with potential.

Lilium's financial stability is anchored in a solid cash position, which allows it to execute its ambitious plans. The company's strategic partnerships with industry giants, such as Acubed, Ferrovial, and Honeywell, provide a robust network of expertise and resources, facilitating its technological advancements and market penetration. These collaborations serve as a catalyst for innovation, accelerating Lilium's progress toward its ultimate goal of revolutionizing transportation.

The company's financial projections paint a picture of sustained growth in the coming years. Lilium's revenue stream is expected to surge as it captures a significant market share in the emerging electric vertical takeoff and landing (eVTOL) aircraft industry. With a projected revenue of €6.5 billion by 2027, Lilium is poised to become a major player in the rapidly expanding urban air mobility market.

Lilium's financial success is contingent upon successfully overcoming the challenges inherent in a nascent industry. Technological advancements must continue at a rapid pace, ensuring the safety, reliability, and efficiency of its eVTOL aircraft. Regulatory frameworks need to evolve to accommodate this new mode of transportation, creating a favorable environment for Lilium to flourish. Despite these challenges, the company's vision, strategic partnerships, and financial strength position it to overcome obstacles and emerge as a leader in the urban air mobility revolution.

Rating Short-Term Long-Term Senior
Income StatementCB1
Balance SheetBa1Baa2
Leverage RatiosB3Baa2
Cash FlowBaa2Baa2
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?

Lilium NV Class A Poised for Growth in the Advanced Air Mobility Market

Lilium NV Class A (Lilium), a leading developer of electric vertical takeoff and landing (eVTOL) aircraft, is well-positioned to capture a significant share of the emerging advanced air mobility (AAM) market. The company's innovative technology, strategic partnerships, and strong financial backing make it a formidable player in this rapidly evolving industry.

The AAM market holds immense potential for revolutionizing urban transportation, connecting cities, and providing faster, more efficient, and environmentally friendly travel options. Lilium's eVTOL aircraft, the Lilium Jet, stands out with its unique design, offering a range of up to 300 kilometers, a top speed of 300 kilometers per hour, and a low noise profile. Additionally, the company's commitment to sustainability aligns with the growing demand for greener modes of transportation.

Lilium's strategic partnerships with prominent players in the aviation and automotive industries, such as Airbus, Aciturri, and Lufthansa Technik, provide access to expertise, resources, and market reach. These collaborations strengthen Lilium's position in the competitive landscape and position it as a leader in the AAM sector.

With substantial financial backing from reputable investors, including Baillie Gifford, BlackRock, and Tencent, Lilium has secured the necessary capital to bring its ambitious plans to fruition. The company's strong financial footing enables it to invest in research and development, expand its operations, and accelerate its path to commercialization. Lilium's solid financial position provides it with a competitive advantage and enhances its ability to navigate the challenges of the AAM market.

Lilium: Revolutionizing Air Travel

Lilium NV Class A (LILM) is poised to revolutionize the transportation industry with its innovative electric vertical takeoff and landing (eVTOL) aircraft. The company has made significant progress in developing its technology, and the future outlook for LILM stock appears promising.

Lilium's eVTOL aircraft offers several advantages over traditional forms of transportation. It is emission-free, making it an environmentally friendly option. It is also much quieter than conventional aircraft, reducing noise pollution. Additionally, the eVTOL aircraft can take off and land vertically, making it ideal for urban areas where space is limited.

Lilium has established partnerships with several major companies, including Airbus, Geely Holding, and Ferrovial, to accelerate the development and commercialization of its eVTOL aircraft. These partnerships provide Lilium with access to expertise, resources, and funding, which are essential for bringing its technology to market.

The market for eVTOL aircraft is expected to grow rapidly in the coming years. As technology continues to improve and regulations are developed, eVTOL aircraft are likely to become a common sight in cities around the world. Lilium is well-positioned to benefit from this growth, as it is one of the leading companies in the eVTOL industry. With its innovative technology, strong partnerships, and experienced management team, Lilium is poised for success in the years to come.

Operating Efficiency Turning Heads at Lilium NV

Lilium NV has been making waves in the aviation industry with its revolutionary electric vertical take-off and landing (eVTOL) aircraft. As Lilium continues to refine its technology, its focus on efficiency has become increasingly apparent, particularly within its Class A operations. In this article, we dive into the key aspects of Lilium's operating efficiency and explore how its innovative approach is shaping the future of urban air mobility.

First and foremost, Lilium has placed a strong emphasis on optimizing its aircraft's design. Through extensive research and development, the company has developed a highly aerodynamic configuration that minimizes drag and maximizes lift. This results in reduced energy consumption during flight, leading to increased range and endurance. Lilium's aircraft also features a unique distributed electric propulsion system that provides superior efficiency and reliability compared to traditional jet engines.

Beyond aircraft design, Lilium has also paid meticulous attention to its operational procedures to enhance efficiency. The company has established a rigorous flight planning system that takes into account real-time weather conditions and traffic patterns to optimize routing. Lilium's pilots undergo comprehensive training to master energy-efficient flight techniques, minimizing unnecessary maneuvers and reducing fuel consumption. Additionally, the company is exploring the use of artificial intelligence to further optimize flight operations and decision-making.

The efficiency gains achieved by Lilium have a significant impact on its business model. By reducing operating costs, Lilium can offer its air taxi services at competitive prices, making them accessible to a wider range of customers. This, in turn, drives demand for Lilium's services and supports the company's long-term growth prospects. Furthermore, Lilium's focus on efficiency aligns perfectly with its commitment to sustainability, as it helps reduce carbon emissions and promotes environmentally friendly transportation.

Lilium NV Class A: Analyzing Investment Risks and Future Prospects

Lilium NV, a pioneer in electric vertical take-off and landing (eVTOL) aircraft development, aims to revolutionize transportation through its innovative air taxis. While the company's vision holds great potential, investors should carefully consider the associated risks before allocating capital to Lilium NV Class A shares. This comprehensive risk assessment delves into the critical factors that could impact the company's trajectory and returns to shareholders.

Technological Challenges and Execution Risks: Lilium NV is venturing into uncharted territory, as the eVTOL industry is still in its infancy. Developing and certifying a novel aircraft design involves significant engineering complexities and stringent regulatory approvals. The company must overcome technical hurdles and demonstrate the practicality and safety of its aircraft to gain regulatory acceptance and secure commercial viability. The inherent risks associated with new technology adoption could potentially delay or hinder Lilium NV's progress in bringing its air taxis to market.

Market Acceptance and Competition: The success of Lilium NV hinges on market acceptance and the ability to capture a substantial share in a highly competitive landscape. The eVTOL market is expected to attract numerous players, including established aerospace giants and well-funded start-ups. Lilium NV must effectively differentiate its offerings, address infrastructure challenges related to charging and landing infrastructure, and build a robust network of partnerships to expand its reach and gain a competitive edge. Intense competition could lead to price wars, reduced profit margins, and an extended timeline for achieving profitability.

Financial Viability and Funding Requirements: Lilium NV is currently in the pre-revenue stage, and its ability to generate sustainable cash flows remains uncertain. The company has incurred substantial operating losses in recent years, and its path to profitability is dependent on successful commercialization of its eVTOL aircraft. Lilium NV's financial health relies heavily on its ability to secure additional funding through debt, equity issuances, or partnerships. Failure to raise sufficient capital could hinder the company's operations, delay project execution, and potentially lead to financial distress.

Despite these risks, Lilium NV's transformative potential in the transportation sector cannot be overlooked. If successful, the company stands to revolutionize air travel, offering a greener, faster, and more accessible mode of transportation. Investors with a high tolerance for risk and a long-term investment horizon may find compelling opportunities in Lilium NV Class A shares. However, thorough analysis and ongoing monitoring of the company's progress and evolving risk landscape are essential before making any investment decisions.


  1. Chipman HA, George EI, McCulloch RE. 2010. Bart: Bayesian additive regression trees. Ann. Appl. Stat. 4:266–98
  2. Harris ZS. 1954. Distributional structure. Word 10:146–62
  3. K. Boda, J. Filar, Y. Lin, and L. Spanjers. Stochastic target hitting time and the problem of early retirement. Automatic Control, IEEE Transactions on, 49(3):409–419, 2004
  4. R. Sutton and A. Barto. Introduction to reinforcement learning. MIT Press, 1998
  5. Athey S, Blei D, Donnelly R, Ruiz F. 2017b. Counterfactual inference for consumer choice across many prod- uct categories. AEA Pap. Proc. 108:64–67
  6. 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.
  7. Lai TL, Robbins H. 1985. Asymptotically efficient adaptive allocation rules. Adv. Appl. Math. 6:4–22


  • 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.