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In-depth research and data-driven insights on quantitative finance, factor investing, risk, and ESG from the TEJ research team.
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Fundamental Factor Research: Monthly Revenue Information – part1
The Taiwan equity market possesses a rare institutional advantage globally: under the Securities and Exchange Act, listed companies are required to announce and report their operational results for the preceding month by the 10th of each month (Exception: starting from FY2026, insurance companies and entities with insurance subsidiaries may extend their disclosure deadline to the 15th of each month). This is commonly referred to in the market as "Monthly Revenue".
Factor Strategy – Integrating Broker Consensus to Enhance Foreign Concentration Strategies – QFII Part 2
Boost your quantitative strategy with QFII concentration & broker consensus! Discover how the conc_qfii fusion strategy delivers a 30.12% annualized return in the Taiwan large-cap market.
Factor Research – Tracking Smart Money Footprints via Foreign Institutional Concentration – QFII Part 1
Track QFII ‘smart money’ footprints in Taiwan large-cap stocks! Learn how the Foreign-Institutional Trading Concentration (conc_qfii) factor predicts returns.
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Industry Insights
Investing in Emerging Markets: Opportunities, Risks & Strategy
Should you invest in emerging markets? Our emerging market investment guide covers the benefits, risks, and strategies to empower you with data-based decisions.
Industry Insights
Turning Industry Rotation into Alpha: A Quant Backtest Strategy
In our previous article” Shipping Leads, Semiconductors Follow? “we identified a recurring pattern in Taiwan’s market: rallies in the shipping sector often precede gains in semiconductor stocks. This article builds on that insight by transforming the observed rotation sequence into a quantitative investment strategy.
Industry Insights
AI Boom Benefits Taiwan: Can Taiwanese IC Design Firms Sustain Their Competitive Edge Amid China’s Semiconductor Autonomy? (Part 2)
In Part 1, we discussed the policy background driving the development of China’s IC design industry, including a comparison of the current status and trend analysis of selected IC firms in both Taiwan and China. In this section, we will further explore the development of the IC design industry from several perspectives, including a comparison of revenue trends between Taiwan and China. Additionally, we will examine the top 10 Taiwanese IC design companies with the highest and lowest R&D investments during the first three quarters of 2024, analyzing the differences in their R&D resource allocation. With the latest and most insightful analysis of the IC industry, you will not miss the hottest trends covered here.
Industry Insights
AI Boom Benefits Taiwan: Can Taiwanese IC Design Firms Sustain Their Competitive Edge Amid China’s Semiconductor Autonomy?(Part 1)
With the development of AI applications in recent years, many industries have benefited from it, and Taiwan’s semiconductor industry is no exception. However, as the Chinese government continues to follow up and use policies to support local industries, the pressure on Taiwan’s IC design companies is increasing day by day. How will Taiwanese manufacturers deal with the threat posed by the rapid rise of Chinese companies? This article is divided into two parts. The first part covers the policy background of China’s IC design industry development, and includes a comparison of the current status and trend analysis of selected IC firms in Taiwan and China.
Industry Insights
DeepSeek Launches Low-Cost AI — A Game-Changer for the Industry?
Since the launch of ChatGPT, the world has begun to witness the transformative power of AI. While much of the spotlight remains on ChatGPT, a Chinese AI model has quietly emerged on the global stage—DeepSeek. It boasts a training cost of just 1/20 of OpenAI’s and 1/10 of Meta’s. Recently, DeepSeek has even received recognition from tech giants including Apple’s Tim Cook, NVIDIA’s Jensen Huang, Microsoft’s Satya Nadella, Amazon’s Andy Jassy, Alphabet’s Sundar Pichai, and Meta’s Mark Zuckerberg. This article will explore the impact of “DeepSeek” on Taiwan’s electronics industry.
Industry Insights
Revolutionizing Sustainability: Why E-Paper is the Future and Who’s Leading the Industry
The pandemic reshaped business models, boosting electronic device sales but exposing the drawbacks of LCD and OLED screens, like eye fatigue and weight. E-paper’s lightweight, eye-friendly, and sustainable features have fueled its growth, extending from e-readers to the booming demand for electronic labels. This article explores global e-paper trends and opportunities for Taiwanese manufacturers.
Industry Insights
2024 Taiwan’s Top 100 Group Corporations Performance
According to the latest data compiled from 2023 annual reports of Taiwan’s listed companies by TEJ Group Observer, the total asset size of Taiwan’s top 100 business groups continues to grow, albeit at a significantly slower pace compared to previous years, with an annual increase of only 3%. Under the influence of the global economic downturn, the revenue and profit figures of these top 100 groups have shown a significant decline compared to 2022, with revenue falling by 7.9% and operating profit plunging by 25%.
Industry Insights
AI Infrastructure — Another Growth Opportunity For Electronic Manufacturing Services Industry!
With the vigorous development of big data applications and cloud computing, Cloud Service Providers (CSPs) are actively constructing data centers, driving growth in the server market. Especially after OpenAI launched ChatGPT, opportunities in the GenAI sector have flourished, sparking a wave of AI infrastructure development. AI servers, in particular, have seen significant hardware improvements compared to normal servers, even adopting new technologies that increase integration and testing complexity. Some assembly factories, leveraging their technical expertise, have successfully tapped into the AI boom, opening up a new growth opportunity for the EMS (Electronic Manufacturing Services) industry.
Industry Insights
Analyzing the Changes in Sharpe Ratio of NVIDIA Concept Stocks Using TEJ API from Jensen Huang’s Speech at National Taiwan University
During Jensen Huang’s speech at National Taiwan University, he revealed a list of NVIDIA’s business partners in Taiwan, which led to the viral spread of the term “the world’s strongest AI ETF”. What impact did this announcement have on the stocks of these business partners? We will use TEJAPI to calculate the Sharpe ratio to determine whether the effect was positive or negative. Additionally, we will visualize the observed results.
Industry Insights
2 Passive Components Tycoons in Taiwan — YAGEO & PSA
Since 2020, Taiwan’s passive components industry has faced challenges due to intensified competition between the US and China, the impact of the COVID-19 pandemic, and the Russo-Ukrainian war. However, despite these difficulties, both YAGEO (2327.TW) and Walsin Technology (2492.TW) have strategically leveraged different types of mergers and acquisitions to enhance their products, technologies, markets, and customer base. As a result, their revenues and scale have continued to grow. Additionally, with the rise of applications like electric vehicles, 5G/6G internet, and AI-driven products, Taiwanese manufacturers are seizing opportunities across various domains.
Industry Insights
Sustainability-Linked Bonds: A Detailed Guide to ESG Investing
As America continues to maintain a high-interest rate, the borrowing cost for companies still remains at a peak. However, compared to other bonds, bonds related to ESG enjoy a lower yield, but seldom do we see small or startup companies issue green bonds. This is because issuing green bonds requires the funds only to be used on certain ESG projects, which is normally not the primary goal for small and startup companies. Hence, a new type of bond, Sustainability-Linked Bonds, is created. In this article, we will briefly introduce the concept and principle of Sustainability-Linked Bonds.
Industry Insights
Touch Panel Industry, ways to end decline in profit — Venturing into new business
In 2023, under inflation, high interest rates, and excessive inventory level, the demand for consumer electronics products weakened, resulting in a sustained decline in the panel industry. The touch panel sector also faced profit erosion due to competition. Consequently, touch panel manufacturers have been actively diversifying into new business areas, despite the impact still remains relatively low at present. This article will briefly outline Taiwan’s touch panel industry’s new business plans, progress, and the industry outlook for the first half of 2024.