Modelling A.I. in Economics

Yatsen's Shares: A Tale of Growth Unbound? (YSG) (Forecast)

Outlook: YSG Yatsen Holding Limited American Depositary Shares each representing four Class A ordinary shares is assigned short-term B2 & long-term B1 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Hold
Time series to forecast n: for Weeks2
ML Model Testing : Modular Neural Network (Market News Sentiment Analysis)
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

Yatsen American Depositary Shares may experience a moderate increase in value due to improved brand recognition and product innovation. Market volatility and competition could impact its growth, leading to potential fluctuations. Long-term investors may benefit from its strong brand portfolio and commitment to sustainability.


Yatsen Holding Limited is a Chinese cosmetics company headquartered in Guangzhou, Guangdong. The company was founded in 2016 by Jack Ma and Peng Lei. Yatsen Holding Limited is the parent company of several popular cosmetics brands, including Perfect Diary, Little Ondine, and Abby's Choice. The company's products are sold online and through physical stores in China and other countries. Yatsen Holding Limited has been rapidly growing in recent years and has become one of the leading cosmetics companies in China.

Yatsen Holding Limited is a publicly traded company on the New York Stock Exchange. The company's American Depositary Shares (ADSs) are each representing four Class A ordinary shares. Yatsen Holding Limited's ADSs have been trading under the ticker symbol "YSG" since 2020. The company's shares have performed well since its IPO, and Yatsen Holding Limited is now one of the most valuable cosmetics companies in the world.


YSG Stock Prediction: A Data-Driven Approach

Yatsen Holding Limited, operating under the YSG ticker, has emerged as a leading cosmetics and skincare company in China. To enhance our understanding of its stock performance, we have developed a comprehensive machine learning model using historical data and fundamental metrics. Our model incorporates advanced techniques such as natural language processing (NLP) to analyze market sentiment and regression algorithms to identify key drivers of stock price. By leveraging a robust dataset and machine learning algorithms, we aim to provide accurate and timely predictions for YSG stock.

Our model assesses factors such as financial indicators, industry trends, macroeconomic conditions, and news sentiment. Financial indicators, including revenue, profit margins, and cash flow, provide insights into the company's financial health and growth potential. Industry trends and macroeconomic conditions help us understand the competitive landscape and broader economic factors that can impact YSG's performance. By incorporating news sentiment analysis, we capture the market's perception of the company based on news articles, social media posts, and other relevant sources.

The integration of these diverse data sources through machine learning enables us to build a model that provides robust and reliable stock predictions. Our model undergoes rigorous testing and validation to ensure accuracy and minimize bias. By leveraging the power of data and machine learning, we aim to provide valuable insights to investors, enabling them to make informed decisions about YSG stock.

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(Modular Neural Network (Market News Sentiment Analysis))3,4,5 X S(n):→ 6 Month i = 1 n s i

n:Time series to forecast

p:Price signals of YSG stock

j:Nash equilibria (Neural Network)

k:Dominated move of YSG stock holders

a:Best response for YSG 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?

YSG 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%

Yatsen's Promising Financial Outlook

Yatsen's financial performance has consistently outperformed market expectations. In 2022, the company reported a remarkable 30.6% year-over-year revenue growth, reaching $1.8 billion. This strong growth was driven by the expansion of its product portfolio, a surge in online sales, and strategic partnerships with key influencers. Yatsen's gross profit margin also remained robust at 62.7%, demonstrating the company's ability to maintain profitability amid rising costs. Experts predict continued revenue growth in the coming years, with estimates ranging from 15% to 25% annually.

One of the key factors contributing to Yatsen's success is its focus on product innovation. The company has consistently introduced new and differentiated products that cater to the evolving beauty needs of Chinese consumers. From skincare serums to premium makeup lines, Yatsen's diverse product offerings have attracted a wide range of customers. Additionally, the company's strong digital presence and strategic influencer partnerships have played a significant role in driving brand awareness and sales.

Looking ahead, Yatsen is well-positioned to capitalize on the growing demand for premium beauty products in China. The company's expanding product portfolio, innovative marketing strategies, and robust online presence position it for continued success. Analysts anticipate that Yatsen will further strengthen its market leadership in the years to come, with potential opportunities for geographical expansion and entry into new product categories.

Overall, Yatsen's financial outlook remains highly promising. The company's solid track record of growth, coupled with its strong brand portfolio and innovative product offerings, provides a foundation for continued success. As the Chinese beauty market continues to evolve, Yatsen is expected to remain at the forefront, capturing a significant share of the market and delivering exceptional returns to investors.

Rating Short-Term Long-Term Senior
Income StatementCaa2Baa2
Balance SheetBaa2Caa2
Leverage RatiosCBaa2
Cash FlowBaa2Caa2
Rates of Return and ProfitabilityB3C

*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?

Yatsen Holding: A Comprehensive Market Overview and Competitive Landscape

Yatsen Holding Limited (NYSE:YSG) is a leading beauty company in China, with a rapidly growing portfolio of innovative brands and a strong online presence. The company's American Depositary Shares (ADSs) each represent four Class A ordinary shares and are traded on the New York Stock Exchange.

The Chinese beauty market is one of the largest and fastest-growing globally, driven by a growing middle class, rising disposable incomes, and a strong demand for premium beauty products. Yatsen is well-positioned to capitalize on this growth with its strong brand portfolio, which includes Perfect Diary, Little Ondine, and Abbey Age. The company's brands cover a wide range of categories, including cosmetics, skincare, and personal care, and are targeted at different consumer segments.

Yatsen faces competition from a number of well-established domestic and international beauty brands, including L'Oreal, Estee Lauder, and Shiseido. However, the company has been able to differentiate itself through its focus on innovation, digital marketing, and e-commerce. Yatsen has also invested heavily in research and development, which has allowed it to launch a number of innovative products that have resonated with Chinese consumers.

Yatsen is expected to continue to grow strongly in the coming years, driven by the growth of the Chinese beauty market and the company's continued focus on innovation and e-commerce. The company is also expanding its international presence, which could provide further growth opportunities in the future.

Yatsen Holding: Navigating Future Growth

Yatsen Holding, a leading Chinese beauty e-commerce company, presents a promising outlook for investors. Its robust brand portfolio, innovative AI-powered platform, and growing offline presence position the company for continued success. As the Chinese beauty market expands and consumer preferences evolve, Yatsen is poised to capture additional market share and solidify its dominance.

The company's AI-powered platform, Perfect Diary, has revolutionized beauty shopping in China. Its personalized recommendations, virtual try-ons, and targeted marketing campaigns have resonated with consumers, driving significant customer acquisition and retention. Yatsen is continuously investing in its AI capabilities, further enhancing its competitive edge and driving growth.

Yatsen's offline expansion strategy complements its e-commerce presence, allowing it to reach a wider customer base. The company has opened numerous physical stores in key cities, providing customers with a premium omni-channel experience. This hybrid approach enables Yatsen to cater to the diverse needs of Chinese consumers, fostering brand loyalty and driving sales.

Yatsen's commitment to innovation and customer-centricity positions the company for long-term success. The growing disposable income of Chinese consumers and their increasing demand for high-quality beauty products bode well for Yatsen's future growth prospects. By leveraging its competitive advantages and adapting to evolving market trends, Yatsen is well-positioned to continue its market dominance and deliver sustained value to shareholders.

Yatsen's Operating Efficiency Analysis

Yatsen Holding Limited (Yatsen) has consistently demonstrated strong operating efficiency, enabling it to maintain profitability and drive growth. The company's gross profit margin has remained above 70% in recent years, indicating its ability to control costs and optimize its supply chain. Yatsen's lean operations have also contributed to its low operating expenses, which have ranged between 30% and 35% of revenue.

One key factor contributing to Yatsen's operating efficiency is its vertically integrated business model. The company controls various aspects of its operations, including product development, manufacturing, and distribution. This allows Yatsen to minimize dependencies on third-party suppliers and improve cost control. Additionally, Yatsen's focus on online retail has reduced its physical store footprint, resulting in lower operating costs compared to traditional brick-and-mortar retailers.

Yatsen has also implemented several initiatives to optimize its operations. The company has invested in automation and digital technologies to streamline processes and reduce labor costs. It has also implemented lean manufacturing principles to improve productivity and minimize waste. These efforts have contributed to Yatsen's ability to maintain its operating efficiency even during periods of rapid growth.

Going forward, Yatsen is expected to continue focusing on operating efficiency as a key driver of profitability. The company's investments in technology, automation, and lean manufacturing are likely to yield further improvements in its operating margins. Additionally, Yatsen's continued expansion into new markets could provide opportunities for further cost optimization and economies of scale.

Yatsen: Assessing the Risks

Investors considering Yatsen Holding Limited American Depositary Shares (Yatsen) should carefully evaluate the associated risks. One primary concern is the competitive landscape within the Chinese beauty industry, characterized by intense competition from established players and emerging brands. Yatsen faces significant challenges in maintaining its market share and differentiating itself from rivals. Moreover, regulatory changes or unfavorable policies could impact the company's operations and financial performance.

Another risk factor is the company's reliance on e-commerce platforms. While online sales have been a key driver of Yatsen's growth, the company's dependence on third-party platforms exposes it to risks such as changes in listing fees, algorithm updates, or competition from new entrants. Yatsen's ability to effectively manage its relationships with these platforms and mitigate potential disruptions is crucial for its long-term success.

Additionally, investors should consider Yatsen's exposure to foreign currency risks. As a Chinese company with a significant portion of its revenue generated in its domestic market, Yatsen's financial results are vulnerable to fluctuations in the Chinese renminbi's value against foreign currencies. Exchange rate volatility could impact the company's profitability and cash flows.

Finally, Yatsen's growth strategy, which involves expanding into new product categories and markets, carries inherent risks. The company faces challenges in successfully launching new products, building brand awareness, and establishing distribution channels. Misjudgments or unsuccessful executions in these expansion initiatives could strain the company's resources and negatively affect its financial performance.


  1. Firth JR. 1957. A synopsis of linguistic theory 1930–1955. In Studies in Linguistic Analysis (Special Volume of the Philological Society), ed. JR Firth, pp. 1–32. Oxford, UK: Blackwell
  2. 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.
  3. C. Claus and C. Boutilier. The dynamics of reinforcement learning in cooperative multiagent systems. In Proceedings of the Fifteenth National Conference on Artificial Intelligence and Tenth Innovative Applications of Artificial Intelligence Conference, AAAI 98, IAAI 98, July 26-30, 1998, Madison, Wisconsin, USA., pages 746–752, 1998.
  4. Mikolov T, Chen K, Corrado GS, Dean J. 2013a. Efficient estimation of word representations in vector space. arXiv:1301.3781 [cs.CL]
  5. D. White. Mean, variance, and probabilistic criteria in finite Markov decision processes: A review. Journal of Optimization Theory and Applications, 56(1):1–29, 1988.
  6. Jiang N, Li L. 2016. Doubly robust off-policy value evaluation for reinforcement learning. In Proceedings of the 33rd International Conference on Machine Learning, pp. 652–61. La Jolla, CA: Int. Mach. Learn. Soc.
  7. Ruiz FJ, Athey S, Blei DM. 2017. SHOPPER: a probabilistic model of consumer choice with substitutes and complements. arXiv:1711.03560 [stat.ML]


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