Insights
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.
Insights
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Factor Investing
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.
Factor Investing
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.
Quant Research
Three Major Institutional Investors’ Position-Based Trading Strategy for TAIEX Futures
This strategy is based on tracking the flow of so-called “smart money” in the market, referring to the positions of the three major institutional investors in Taiwan: foreign investors, investment trusts, and proprietary traders. The strategy assumes that when these three institutions hold a strong and consistent view of the market direction, following their lead has a higher probability of success.
Factor Investing
Jabli–Watson Factor Model: The Growth Formula for Quantitative Momentum Investing
Gabriel Watson is a well-known American growth-momentum portfolio manager. In his early career, he worked at Morgan Stanley Investment Management and William O’Neil & Co., where he accumulated extensive market research experience. Since joining Black Rose Capital Management in 1998, Watson has broken away from the confines of traditional value investing and developed a systematic, rule-based stock-picking method centered on “revenue momentum and price strength.” He calls this framework “The Machine.” In an environment characterized by rapid information flow and swift capital rotation, this approach has enabled him to capture the powerful upward moves of leading stocks.
Factor Investing
Analyzing Factor Performance with Alphalens: Foreign Capital Factor Edition
This series of articles will use Alphalens to explore several key factors, gradually analyzing their impact on market performance. The first article focuses on “foreign capital,” examining the effects of foreign capital flows into the market. Next, we’ll delve into “value factors,” studying how they reflect a company’s intrinsic value. Finally, the last article will analyze “price-volume factors,” uncovering the interplay between price and trading volume.
Market Knowledge & Data Guides
Introducing Three Major Institutional Investors in Taiwan (2)
The net buy/sell, stock holding ratio, and turnover rate of the three major institutional investors are important indicators in chip analysis. When making investments, using this information as a basis allows us to better understand the market dynamics and potentially profit from stock trading.
Market Knowledge & Data Guides
Introducing Three Major Institutional Investors in Taiwan (1)
The term “Three Major Institutional Investors” specifically refers to foreign institutional investors, investment funds, and dealers. Compared to individual retail investors, these institutions have large and concentrated funds, holding a considerable portion of the market in stock trading.
Industry Insights
Which industries did three primary institutional investors invest in Taiwan?
How do the three primary institutional investors invest in Taiwan stocks? Highlights Preface The three primary institutional investors are essential participants in the Taiwan stock market. Others investors use three direct institutional investors’ daily trading volume, cumulative trading volume, and the shareholding ratio of stocks to be a benchmark to invest. Therefore, we analyze the […]
Market Knowledge & Data Guides
Introducing Three Major Institutional Investors in Taiwan (3)
In the last two articles, we’ve introduced the three major institutional investors in Taiwan. Now we are heading to share the calculation methods of Dealers’ shareholding ratio.