Modelling A.I. in Economics

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Outlook: SE Sea Limited American Depositary Shares each representing one Class A Ordinary Share is assigned short-term B1 & long-term B1 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy : Buy
Time series to forecast n: for Weeks2
ML Model Testing : Deductive Inference (ML)
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

Sea's e-commerce expansion will drive revenue growth, while its gaming segment maintains profitability. Digital financial services adoption will contribute to overall profitability, and a strategic partnership will enhance its ecosystem.


Sea is a global consumer internet company headquartered in Singapore. It was founded in 2009 and has since grown to become one of the largest internet companies in Southeast Asia. Sea's business consists of three core segments: e-commerce, gaming, and digital financial services. Its e-commerce platform, Shopee, is one of the leading e-commerce platforms in Southeast Asia and Taiwan. Its gaming segment, Garena, is a leading online games developer and publisher in Southeast Asia, Taiwan, and Latin America. Its digital financial services segment, SeaMoney, provides a range of financial services, including mobile payments, digital wallets, and credit services.

Sea is a publicly traded company listed on the New York Stock Exchange. Its American Depositary Shares (ADSs) each represent one Class A ordinary share of the company. Sea's ADSs have been listed on the NYSE since 2017. The company's ADSs are highly liquid and are traded by a wide range of investors, including institutional investors, retail investors, and high-net-worth individuals.


SE: Navigating the E-commerce Seas with Machine Learning

In the ever-evolving world of e-commerce, Sea Limited (SE) stands as a beacon of innovation. To harness the power of data and enhance stock predictions, we have developed a cutting-edge machine learning model that delves into the intricate factors shaping SE's performance. Our model leverages a comprehensive dataset encompassing historical stock prices, macroeconomic indicators, company financials, and market sentiment to identify patterns and make informed predictions.

Underpinning our model is a sophisticated ensemble of machine learning algorithms, including neural networks, random forests, and support vector machines. These algorithms work synergistically to extract meaningful insights from vast amounts of data, capturing both linear and non-linear relationships. The model undergoes rigorous training and validation cycles, continually refining its predictive capabilities and ensuring robustness against overfitting. By incorporating real-time data and adapting to evolving market dynamics, it provides dynamic insights for investors.

Our model empowers investors with a holistic understanding of SE's stock behavior. It helps identify potential growth opportunities, mitigate risks, and optimize investment strategies. Armed with these insights, investors can navigate the e-commerce seas with greater confidence, making informed decisions that maximize their returns. As SE continues to expand its reach and transform the online landscape, our machine learning model will remain an invaluable tool for discerning investors seeking to harness the power of data in their investment decisions.

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(Deductive Inference (ML))3,4,5 X S(n):→ 6 Month S = s 1 s 2 s 3

n:Time series to forecast

p:Price signals of SE stock

j:Nash equilibria (Neural Network)

k:Dominated move of SE stock holders

a:Best response for SE 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?

SE 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%

Sea Limited American Depositary Shares: A Promising Outlook for Growth and Expansion

Sea Limited, the prominent Southeast Asian technology company, has established a solid financial foundation and boasts a promising outlook for continued growth. Its core businesses, e-commerce, gaming, and digital financial services, have demonstrated resilience and scalability, contributing to Sea's consistent financial performance and expanding market share. The company's revenue streams are well-diversified, providing stability and mitigating risks associated with any single segment. As Sea continues to invest in its operations and expand its reach, it is well-positioned to capitalize on the growing digital economy in Southeast Asia and beyond.

Sea's e-commerce platform, Shopee, has emerged as a dominant player in the region, offering a comprehensive range of products and services. The platform has experienced significant adoption and customer loyalty, driven by its user-friendly interface, convenient delivery services, and competitive pricing. Sea's gaming business, Garena, has also achieved notable success with its popular mobile games, such as Free Fire and Call of Duty: Mobile. These games have garnered a massive player base and contribute significantly to Sea's overall revenue. The company's digital financial services arm, SeaMoney, has demonstrated promising growth potential, providing a range of financial products and services to the underserved population in Southeast Asia.

Sea Limited's financial performance has been impressive, reflecting the strength of its core businesses. The company has consistently reported robust revenue growth, driven by the expansion of its user base and increased engagement across its platforms. Sea's gross profit and net income have also shown a positive trajectory, indicating healthy margins and efficient cost management. The company's cash flow from operations has been consistently positive, providing it with ample financial resources to invest in growth initiatives and expansion plans. Sea's balance sheet remains strong, with a significant amount of cash and cash equivalents, providing it with financial flexibility and the ability to withstand market fluctuations.

Sea Limited is well-positioned to maintain its growth momentum in the coming years. The company's deep understanding of the Southeast Asian market, combined with its innovative products and services, positions it as a key player in the region's digital economy. Sea's continued investment in technology, infrastructure, and talent acquisition will drive further growth and innovation. The company's expansion into new markets and the introduction of new offerings hold significant potential for additional revenue streams and market share gains. As Sea Limited continues to execute its growth strategy and capitalize on the favorable industry dynamics, it is likely to experience sustained financial success and long-term value creation for its shareholders.

Rating Short-Term Long-Term Senior
Income StatementCBa2
Balance SheetBaa2Ba3
Leverage RatiosBa1Caa2
Cash FlowB2Caa2
Rates of Return and ProfitabilityB1Caa2

*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?

Sea's American Depositary Shares: Market Overview and Competitive Landscape

Sea Limited, a Singapore-based internet and technology company, offers a range of services including e-commerce, digital entertainment, and payment systems. Its American Depositary Shares (ADSs), each representing one Class A Ordinary Share, trade on the New York Stock Exchange under the ticker symbol "SE". Sea's market capitalization exceeds $100 billion, making it one of Southeast Asia's most valuable companies.

Sea operates in a highly competitive market, facing strong competition from regional and global players in each of its core business segments. In e-commerce, it competes with Alibaba, Amazon, and Tokopedia, among others. In digital entertainment, Tencent, NetEase, and Google are key rivals. The payment systems landscape is dominated by incumbents such as Visa and Mastercard, as well as fintech startups like GrabPay and GoPay.

Despite the intense competition, Sea has managed to establish a strong foothold in its key markets. Its e-commerce platform Shopee is the largest in Southeast Asia, with a market share of over 50% in some countries. Its digital entertainment arm, Garena, is also a market leader, with its flagship game Free Fire boasting active monthly users in the hundreds of millions. Sea's payment systems business, SeaMoney, is rapidly growing, benefiting from the surge in digital payments in Southeast Asia.

Sea's long-term success hinges on its ability to maintain its competitive edge in each of its business segments. It will need to continue innovating its products and services, while also expanding into new markets and fostering strategic partnerships. The company has ambitious growth plans, aiming to become a global internet conglomerate, and its American Depositary Shares provide investors with an opportunity to participate in its future success.

Sea Limited: Positive Outlook Amidst Expanding Market Opportunities

Sea Limited is a rapidly growing technology and e-commerce company that operates in Southeast Asia. The company's future outlook remains positive, driven by several factors including strong growth in its core markets, expanding product offerings, and increasing adoption of digital services. Southeast Asia is a highly populated region with a large and growing internet economy, providing Sea with a vast addressable market for its products and services.

Sea's e-commerce platform Shopee is one of the largest in the region, and it continues to gain market share. The company's logistics network and mobile payment system, SeaMoney, are also key drivers of growth. Sea is also expanding its product offerings into areas such as food delivery, gaming, and financial services. These new initiatives have the potential to further increase the company's revenue and profitability.

The increasing adoption of digital services in Southeast Asia is also a tailwind for Sea. The region's internet penetration rate is growing rapidly, and more people are shopping, banking, and accessing entertainment online. This trend is expected to continue in the years to come, providing Sea with a strong foundation for future growth.

Overall, Sea Limited is a well-positioned company with a strong market position and a number of growth drivers. The company's future outlook is positive, and it is expected to continue to be a leader in the Southeast Asian tech and e-commerce market.

Sea's Unrelenting Efficiency Drive

Sea Limited's pursuit of operational efficiency has been a defining characteristic of its rise in the tech industry. The company's focus on streamlining processes, leveraging technology, and optimizing its workforce has resulted in a lean and agile organization capable of navigating the complexities of its multi-faceted businesses.

Sea's investment in automation and data analytics has played a crucial role in enhancing its operational efficiency. By automating repetitive tasks and leveraging data insights to make informed decisions, the company has reduced costs and improved productivity. Additionally, its use of cloud computing has allowed for a scalable infrastructure that can adapt to changing market demands.

Furthermore, Sea has implemented a rigorous performance management system that emphasizes continuous improvement. The company regularly reviews its operations to identify areas for optimization and invests heavily in employee training and development. This commitment to empowering its workforce ensures that Sea remains a highly adaptable and efficient organization.

As a result of its relentless pursuit of efficiency, Sea has consistently delivered strong financial results. The company's operating expenses as a percentage of revenue have steadily declined over the years, indicating its ability to control costs while expanding its operations. Sea's commitment to operational efficiency will undoubtedly remain a key driver of its future success and profitability.

Sea Ltd: Assessing Risks for Investment

Sea Ltd, an e-commerce and gaming company headquartered in Singapore, has captured significant attention among investors globally. Its American Depositary Shares (ADSs) offer potential exposure to the rapidly growing Southeast Asian market. However, understanding the inherent risks associated with Sea Ltd investments is crucial for making informed financial decisions.

One key risk factor for Sea Ltd is its dependency on the gaming segment, primarily driven by its popular mobile game, Free Fire. This reliance creates a concentration risk, as the performance of the company is heavily influenced by the success or failure of this single game. Any decline in Free Fire's popularity or revenue could adversely affect Sea Ltd's overall profitability.

Furthermore, Sea Ltd's aggressive expansion into new businesses and markets poses another potential risk. The company has recently ventured into fintech, digital entertainment, and e-groceries, requiring substantial investments. These expansion efforts increase Sea Ltd's operating expenses and expose it to new competitive dynamics and regulatory uncertainties. Integration challenges and failure to establish a strong foothold in these new ventures could hinder the company's long-term growth prospects.

Additionally, Sea Ltd's operations in emerging markets expose it to geopolitical and economic risks. Southeast Asia, where the company generates a significant portion of its revenue, is characterized by volatile political landscapes and economic headwinds. Changes in government policies, currency fluctuations, and social unrest could disrupt Sea Ltd's business operations and revenue streams. The company also faces regulatory uncertainties in some markets, which could limit its growth and profitability potential.


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