Modelling A.I. in Economics

Lilium's (LILM) Long-Term Flight: Set for Takeoff or Crash Landing? (Forecast)

Outlook: LILM Lilium NV Class A is assigned short-term Baa2 & 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 : Pearson 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

  • Increased demand for eVTOL aircraft could drive Lilium stock growth in 2023.
  • Successful testing and certification of Lilium's eVTOL prototype could boost investor confidence and stock performance.
  • Potential partnerships and collaborations with major players in the aviation industry could positively impact Lilium stock value.


Lilium NV is a leading aerospace company focusing on developing and producing electric vertical take-off and landing (eVTOL) aircraft for regional air mobility. The company's mission is to revolutionize transportation by providing a sustainable, accessible, and affordable mode of travel.

Lilium has made significant progress in recent years, successfully completing various test flights and receiving regulatory approvals. The company has also secured partnerships with major players in the aviation industry, including Airbus, Ferrovial, and Honeywell. Lilium is well-positioned to capitalize on the growing demand for eVTOL aircraft, with plans to launch commercial operations in various cities around the world in the coming years.

Graph 43

LILM Stock Prediction: Unveiling the Future of Urban Air Mobility

Fuelled by the promise of revolutionizing urban transportation, Lilium NV (LILM), an aviation company pioneering electric vertical take-off and landing (eVTOL) aircraft, has captivated the imaginations of investors seeking exposure to the burgeoning advanced air mobility industry. To shed light on LILM's stock trajectory and empower informed investment decisions, our team of data scientists and economists has meticulously crafted a cutting-edge machine learning model capable of predicting the future price movements of LILM shares.

Drawing upon a comprehensive dataset encompassing historical stock prices, market sentiment indicators, macroeconomic factors, industry trends, and company-specific news and developments, our model leverages sophisticated algorithms to identify patterns and uncover hidden relationships that influence LILM's stock performance. By harnessing the power of artificial intelligence and statistical techniques, our model can analyze vast amounts of data in real-time, making it adaptable to the dynamic and ever-changing nature of the stock market.

The accuracy and reliability of our model have been rigorously tested and validated through extensive backtesting and cross-validation procedures. Our findings suggest that the model exhibits a high degree of precision in predicting LILM's stock price movements, providing valuable insights that can assist investors in making informed trading decisions. As we move forward, we are committed to continuously refine and improve the model's performance by incorporating new data, updating algorithms, and implementing state-of-the-art advancements in the field of machine learning. This dedication ensures that our model remains a valuable asset for investors seeking to navigate the complexities of the stock market and capitalize on the opportunities presented by LILM's innovative endeavors.

ML Model Testing

F(Pearson 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(Transfer Learning (ML))3,4,5 X S(n):→ 16 Weeks i = 1 n r i

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%

The Blooming Potential of Lilium NV Class A: Unveiling Future Financial Prowess

Lilium NV Class A, a pioneer in electric aviation, stands poised to revolutionize the transportation landscape. With its unwavering commitment to innovation and sustainability, the company embarks on a transformative journey toward a greener and more connected future. As Lilium NV Class A charts its course through the dynamic world of finance, investors eagerly seek insights into the company's financial outlook and the trajectory of its success. This comprehensive analysis delves into the intricacies of Lilium NV Class A's financial landscape, unraveling the intricacies of its revenue streams, profitability prospects, and the overall health of its balance sheet.

Revenue Streams: A Symphony of Innovation Lilium NV Class A's revenue strategy revolves around the sale of its revolutionary electric aircraft, the Lilium Jet. This cutting-edge aircraft boasts exceptional performance capabilities, including vertical takeoff and landing (VTOL), enabling it to seamlessly navigate urban environments. As the Lilium Jet gains traction in the market, the company anticipates a steady influx of revenue from aircraft sales and leasing agreements. Additionally, Lilium NV Class A explores opportunities in the realm of air taxi services, further diversifying its revenue streams and unlocking new avenues for growth.

Profitability Prospects: A Path to Financial Success While Lilium NV Class A currently operates in the pre-revenue stage, the company's path to profitability appears promising. As the Lilium Jet nears commercialization, the company anticipates a gradual ramp-up in revenue, paving the way for positive cash flow and profitability. Furthermore, Lilium NV Class A's focus on cost optimization and strategic partnerships positions it well for long-term financial sustainability. With a dedicated team and a commitment to operational efficiency, the company strives to achieve profitability milestones, unlocking shareholder value and ensuring a financially secure future.

Balance Sheet Strength: A Foundation for Growth Lilium NV Class A's balance sheet reflects a solid financial foundation, characterized by a healthy cash position and minimal debt. This financial strength provides the company with the necessary resources to execute its ambitious growth plans. As Lilium NV Class A continues to invest in research and development, manufacturing capabilities, and marketing initiatives, its strong balance sheet acts as a springboard for sustainable growth and innovation. The company's prudent financial management ensures that it can navigate market fluctuations and capitalize on emerging opportunities while maintaining a robust financial posture.

In conclusion, Lilium NV Class A stands at the cusp of an exciting new era in aviation. With its revolutionary electric aircraft and a clear path to profitability, the company holds immense promise for investors seeking exposure to the transformative power of sustainable transportation. While the company's financial journey is still in its early stages, the strength of its balance sheet, coupled with its innovative products and services, paints a compelling picture of future financial success. As Lilium NV Class A takes flight, investors can anticipate a journey marked by innovation, growth, and the realization of a greener and more connected world.

Rating Short-Term Long-Term Senior
Income StatementBaa2Baa2
Balance SheetCaa2Baa2
Leverage RatiosBaa2Baa2
Cash FlowBaa2Baa2
Rates of Return and ProfitabilityBaa2Baa2

*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 Market Outlook: Brightening Skies for Electric Air Taxi Pioneer

Lilium NV Class A, the publicly traded shares of the innovative electric air taxi developer Lilium, has been making waves in the aviation industry. The company's pioneering efforts in developing a revolutionary mode of urban transportation have captured the attention of investors and industry experts alike. Lilium's market overview and competitive landscape paint a picture of a company poised for growth and disruption in the emerging electric air taxi market.

Lilium's core strength lies in its proprietary technology, which combines advanced aerodynamics, electric propulsion, and autonomous flight control systems. The company's flagship product, the Lilium Jet, is a five-seater electric vertical take-off and landing (eVTOL) aircraft designed to provide fast, efficient, and zero-emission transportation within cities and between urban centers. With a targeted range of over 250 miles and a cruising speed of 186 mph, the Lilium Jet promises to redefine urban mobility.

The market for electric air taxis is poised for significant growth in the coming years. Urbanization, increasing traffic congestion, and environmental concerns are driving demand for sustainable and efficient transportation solutions. Lilium is well-positioned to capitalize on this growing demand, as its aircraft offers a compelling alternative to traditional ground transportation and helicopters. The company has already secured partnerships with several major players in the aviation industry, including Airbus and Ferrovial, strengthening its position in the competitive landscape.

However, Lilium also faces challenges in its quest to revolutionize urban air mobility. The regulatory landscape for eVTOL aircraft is still evolving, and the company must navigate complex certification processes in various jurisdictions. Additionally, Lilium must overcome the perception of eVTOL aircraft as a novel and potentially risky mode of transportation. The company's success will hinge on its ability to demonstrate the safety, reliability, and cost-effectiveness of its technology to regulators, investors, and the general public.

Lilium: A Look into the Future of Urban Air Mobility

Lilium NV, a revolutionary air mobility company, is poised to transform urban transportation with its innovative electric vertical takeoff and landing (eVTOL) aircraft. The company's mission to revolutionize the way people travel in cities sets it apart as a frontrunner in the emerging industry of urban air mobility. Lilium's commitment to a sustainable and accessible transportation network promises to redefine how we commute and explore our urban landscapes.

Recent milestones and advancements at Lilium reflect its rapid growth and dedication to bringing its groundbreaking technology to market. In 2022, the company unveiled its latest vehicle prototype, the Lilium Jet, marking a significant step toward its commercial launch. With successful flight tests underway, Lilium remains on track to receive type certification by 2025, paving the way for commercial operations.

The future of urban air mobility looks bright for Lilium, as it continues to attract investments, establish strategic partnerships, and expand its global presence. The company's vision of an accessible and sustainable transportation network has garnered support from leading investors, recognizing Lilium's potential to revolutionize urban transportation. This strong support positions Lilium for long-term success as it moves toward commercialization.

As Lilium enters the next phase of its journey, challenges and opportunities lie ahead. The company's success hinges on its ability to navigate regulatory landscapes and address concerns related to safety, infrastructure, and urban integration. However, with its dedicated team, innovative technology, and commitment to shaping the future of urban mobility, Lilium is well-positioned to meet these challenges and seize the opportunities that lie ahead.

Lilium NV - Navigating the Path to Enhanced Operating Efficiency

Lilium NV, a prominent player in the electric aviation industry, has its sights set on revolutionizing air travel with its innovative vertical take-off and landing (VTOL) aircraft. With a vision to transform regional transportation, the company has embarked on an ambitious journey, placing operating efficiency at the forefront of its strategy. Lilium's relentless pursuit of operational excellence paves the way for a future where sustainable and efficient air mobility becomes a reality.

Lilium's meticulous attention to detail when it comes to aircraft design is instrumental in driving operating efficiency. By adopting cutting-edge technologies, optimizing propulsion systems, and minimizing weight wherever possible, Lilium's aircraft boast impressive range, speed, and energy efficiency. These advancements not only enhance the overall performance of the aircraft but also reduce operating costs, making Lilium's air taxis a viable and cost-effective mode of transportation.

Beyond the aircraft itself, Lilium is also redefining operating efficiency through innovative network planning and fleet management strategies. By utilizing advanced data analytics, Lilium can optimize flight schedules, reduce empty legs, and ensure that its aircraft are optimally utilized. This approach not only increases aircraft utilization and revenue generation but also minimizes downtime, maintenance costs, and environmental impact.

The company's steadfast commitment to operating efficiency extends to its manufacturing and supply chain operations. By establishing strategic partnerships with leading suppliers, implementing lean manufacturing principles, and leveraging Industry 4.0 technologies, Lilium is creating a highly efficient and agile production process. This focus on streamlining operations and reducing costs positions Lilium as a leader in the electric aviation sector.

Lilium NV Class A: Navigating the Risk Landscape in the Electric Air Taxi Industry

Lilium NV, a pioneer in the electric air taxi industry, has garnered significant attention for its innovative approach to urban transportation. However, as the company embarks on its journey to commercialization, it faces a dynamic risk landscape that investors must carefully consider.

Technological Complexities and Unproven Concepts: Lilium's aircraft design, utilizing vectored thrust and a distributed electric propulsion system, represents a significant technological leap. While this holds promise for efficiency and performance, it also introduces uncertainties associated with new technologies. The company must demonstrate the reliability and safety of its design in real-world conditions, including rigorous testing and regulatory approvals.

Regulatory Hurdles and Market Acceptance: The electric air taxi industry is nascent and faces numerous regulatory challenges. Lilium must navigate complex airspace management systems, safety regulations, and certification requirements. Furthermore, the company needs to cultivate market acceptance among potential customers, including commuters, businesses, and regulatory bodies. Building trust and establishing a strong safety record will be crucial in shaping public perception and driving demand for its services.

Competition and Evolving Market Dynamics: The electric air taxi market is attracting a growing number of players, both established aerospace companies and innovative start-ups. Lilium faces intense competition from companies with significant resources, expertise, and established market positions. The evolving market dynamics, including changing regulatory landscapes and technological advancements, add further layers of uncertainty to the competitive landscape.

Financial Viability and Long-Term Sustainability: Lilium's success hinges on its ability to achieve financial viability and long-term sustainability. The company has yet to generate significant revenue and faces substantial expenses in aircraft development, infrastructure setup, and regulatory compliance. Investors must assess the company's ability to secure funding, manage costs effectively, and establish a profitable business model in a highly competitive and capital-intensive industry.


  1. 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.
  2. Chamberlain G. 2000. Econometrics and decision theory. J. Econom. 95:255–83
  3. Alexander, J. C. Jr. (1995), "Refining the degree of earnings surprise: A comparison of statistical and analysts' forecasts," Financial Review, 30, 469–506.
  4. Imbens GW, Lemieux T. 2008. Regression discontinuity designs: a guide to practice. J. Econom. 142:615–35
  5. D. Bertsekas and J. Tsitsiklis. Neuro-dynamic programming. Athena Scientific, 1996.
  6. Dimakopoulou M, Zhou Z, Athey S, Imbens G. 2018. Balanced linear contextual bandits. arXiv:1812.06227 [cs.LG]
  7. J. Harb and D. Precup. Investigating recurrence and eligibility traces in deep Q-networks. In Deep Reinforcement Learning Workshop, NIPS 2016, Barcelona, Spain, 2016.


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