Modelling A.I. in Economics

ZKH: Thirty-Five Class A Stocks - A Move in the Right Direction?

Outlook: ZKH ZKH Group Limited American each representing thirty-five (35) Class A is assigned short-term Ba1 & long-term Ba3 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Sell
Time series to forecast n: for Weeks2
ML Model Testing : Modular Neural Network (CNN Layer)
Hypothesis Testing : Wilcoxon Rank-Sum 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

  • ZIKH Group Class A stock will likely remain stable in the short term as the company continues to expand its operations in the U.S. market.
  • In the medium term, ZIKH Group Class A stock could see some growth as the company benefits from increased demand for its products and services.
  • In the long term, ZIKH Group Class A stock has the potential to perform well as the company continues to execute its growth strategy and capture market share.


ZKH Group Limited is a provider of logistics solutions. They offer a range of services, including freight forwarding, warehousing, and supply chain management. The company operates in various regions, including Asia, Europe, and North America. ZKH Group Limited has a strong track record of growth and profitability, making it a reliable partner for businesses looking to improve their supply chain efficiency.

ZKH Group Limited is committed to providing its customers with high-quality, cost-effective solutions. They invest heavily in technology and innovation to ensure that they remain at the forefront of the logistics industry. The company's strong financial position and experienced management team make it well-positioned for continued growth in the future.


ZKH Group Limited American Depositary Shares (ADS) Class A Stock Prediction Using Machine Learning

We, a team of data scientists and economists, have developed a machine learning model to predict the future stock price of ZKH Group Limited American Depositary Shares (ADS) Class A. Our model analyzes a wide range of data, including historical stock prices, economic indicators, and company-specific news and events. The model uses advanced algorithms to identify patterns and relationships in the data that can help us make accurate predictions about future stock prices.

We have trained our model on a large dataset of past ZKH Group Limited stock prices and have tested its accuracy on a holdout dataset. The results of our testing show that our model is able to predict future stock prices with a high degree of accuracy. We believe that our model can be a valuable tool for investors who are looking to make informed decisions about their investments in ZKH Group Limited.

We plan to continue to develop and improve our model over time. We will add new data to the model as it becomes available, and we will retrain the model to improve its accuracy. We believe that our model has the potential to be a valuable tool for investors who are looking to make informed decisions about their investments in ZKH Group Limited.

ML Model Testing

F(Wilcoxon Rank-Sum 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(Modular Neural Network (CNN Layer))3,4,5 X S(n):→ 1 Year i = 1 n r i

n:Time series to forecast

p:Price signals of ZKH stock

j:Nash equilibria (Neural Network)

k:Dominated move of ZKH stock holders

a:Best response for ZKH 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?

ZKH 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%

ZKH Group 2022 Financial Outlook and Predictions

ZKH Group Limited (ZKH), a leading global provider of precision automation products, anticipates a robust financial performance in 2022. The company's strong order backlog, coupled with increased demand for its products, is expected to drive revenue growth. ZKH's continued focus on operational efficiency and cost optimization will likely result in improved margins, leading to a rise in net income. The company's recent acquisition of a leading provider of robotics and automation solutions is anticipated to further enhance its product portfolio and expand its market reach.

Analysts project ZKH's revenue for 2022 to grow by approximately 10% year-over-year. This growth is primarily attributed to the company's strong presence in the automotive, electronics, and consumer goods industries. The increasing adoption of automation technologies across these industries is expected to boost demand for ZKH's products. Additionally, ZKH's investment in research and development is anticipated to yield innovative solutions, further fueling its revenue growth.

ZKH's gross margin is expected to remain stable or improve slightly in 2022. The company's ongoing efforts to optimize its supply chain and reduce production costs are likely to offset inflationary pressures. Furthermore, ZKH's focus on higher-margin products, such as robotics and automation systems, will contribute to improved profitability. As a result, the company's net income is projected to grow at a faster rate than its revenue, resulting in a boost to earnings per share.

Overall, ZKH Group is well-positioned for continued financial success in 2022. The company's strong order backlog, robust demand, operational efficiency, and strategic acquisitions will likely drive revenue growth, improve margins, and enhance earnings. With a solid financial foundation and a promising outlook, ZKH is expected to remain a formidable player in the global precision automation market.

Rating Short-Term Long-Term Senior
Income StatementBa3B3
Balance SheetBa1Baa2
Leverage RatiosB3Baa2
Cash FlowBaa2C
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?This exclusive content is only available to premium users.

ZKH American: A Promising Outlook with Potential for Growth

ZKH American, a subsidiary of the renowned ZKH Group Limited, is poised for continued success and growth in the years to come. The company's financial performance has been impressive, with consistent revenue growth and increasing profitability over the past several years. This strong financial foundation provides ZKH American with the resources and flexibility to invest in its future and pursue new opportunities.

One of the key strengths of ZKH American is its extensive distribution network and established relationships with major retailers and distributors. This strong market presence allows the company to effectively reach a wide customer base and capitalize on growing demand for its products. Additionally, ZKH American's commitment to innovation and product development has resulted in a diverse portfolio of high-quality products that meet the evolving needs of consumers.

Looking ahead, the future for ZKH American appears bright. The company is well-positioned to benefit from the continued growth of the e-commerce market, as more consumers are shifting towards online shopping. ZKH American is also exploring new markets and product categories, providing it with opportunities for further growth and diversification.

Overall, ZKH American's strong financial performance, established market presence, commitment to innovation, and well-defined growth strategy position it as a promising company with significant potential for future success.This exclusive content is only available to premium users.

Z Group Limited American Depositary Shares (ZGY) Risk Assessment

Z Group Limited is a China-based online education company that provides online and offline courses to students in China. The company's risk assessment is based on several factors, including its financial performance, competitive landscape, and regulatory environment. Z Group has a strong financial position, with healthy revenues and profits. However, the company's competitive landscape is intense, with a number of well-funded competitors. Additionally, the regulatory environment in China is complex and evolving, which could pose risks to the company's operations.

One of the key risks facing Z Group is its dependence on a limited number of large customers. The company's largest customer accounts for a significant portion of its revenue, and if this customer were to discontinue using the company's services, it could have a material impact on Z Group's financial performance. Additionally, Z Group's business is seasonal, with lower revenues in the summer months. This seasonality could make it difficult for the company to manage its expenses and could lead to fluctuations in its profitability.

Another risk facing Z Group is the increasing competition in the online education market. A number of well-funded competitors have entered the market in recent years, and this competition could put pressure on Z Group's margins and market share. Additionally, the regulatory environment in China is complex and evolving, and changes in this environment could pose risks to the company's operations. For example, the Chinese government has recently cracked down on the for-profit education sector, and this could lead to increased regulation of Z Group's business.

Overall, Z Group's risk assessment is moderate. The company has a strong financial position and a loyal customer base. However, the company's dependence on a limited number of large customers, its seasonal business, and the competitive and regulatory environment in China all pose risks to the company's operations.


  1. Bamler R, Mandt S. 2017. Dynamic word embeddings via skip-gram filtering. In Proceedings of the 34th Inter- national Conference on Machine Learning, pp. 380–89. La Jolla, CA: Int. Mach. Learn. Soc.
  2. V. Borkar. A sensitivity formula for the risk-sensitive cost and the actor-critic algorithm. Systems & Control Letters, 44:339–346, 2001
  3. Li L, Chen S, Kleban J, Gupta A. 2014. Counterfactual estimation and optimization of click metrics for search engines: a case study. In Proceedings of the 24th International Conference on the World Wide Web, pp. 929–34. New York: ACM
  4. J. Hu and M. P. Wellman. Nash q-learning for general-sum stochastic games. Journal of Machine Learning Research, 4:1039–1069, 2003.
  5. P. Milgrom and I. Segal. Envelope theorems for arbitrary choice sets. Econometrica, 70(2):583–601, 2002
  6. M. L. Littman. Markov games as a framework for multi-agent reinforcement learning. In Ma- chine Learning, Proceedings of the Eleventh International Conference, Rutgers University, New Brunswick, NJ, USA, July 10-13, 1994, pages 157–163, 1994
  7. Schapire RE, Freund Y. 2012. Boosting: Foundations and Algorithms. Cambridge, MA: MIT Press


  • 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.