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Python
Python-based tutorials, code examples, and workflows for financial and quantitative analysis.
02
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21
2025
Michael Sivy’s 4 Key Income Investing Principles Unveiled
In the world of investing, accurate predictions and systematic analysis are key to achieving long-term success. Strategists who can decipher market trends become sought-after figures for investors eager to learn. Michael Sivy is undoubtedly one of the best. With precise market forecasts and unique investment insights, he has built a stellar reputation in the U.S. investment community. From warning of the 1987 stock market crash to predicting a market turnaround in 1995 and foreseeing the bursting of the tech bubble in 1999, Sivy has demonstrated exceptional market foresight through decades of research and hands-on experience. His book, The Rule of 72, has become a must-read classic, offering systematic analysis and clear guidelines for investors of all types.
01
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14
2025
Differences Among TEJ API, TEJ Tool API, and TQuant Lab
TEJ (Taiwan Economic Journal) is a renowned financial information service platform in Taiwan. It provides a wide range of data and analysis tools covering various aspects such as economics, finance, stock markets, bond markets, and futures. With its extensive database and professional analytical features, the TEJ platform is widely used by financial institutions, research units, and investors to access real-time, accurate market data and conduct in-depth data analysis to support decision-making.
11
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07
2024
What is Market Sentiment & How is it Used in Trade Strategy
What is market sentiment? How can it enhance trade strategies? Learn more about the importance of market sentiment and its key indicators in this article.
10
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28
2024
Newbie Troubleshooting:Answering All Your Questions About TQuant Lab.
When using TQuant Lab for backtesting and strategy analysis, beginners may encounter various technical challenges and questions. This article provides solutions and tips to help users develop and backtest strategies more smoothly, improving efficiency and accuracy. Hopefully, this information will help resolve common problems faced by newcomers.
10
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28
2024
Quantitative Investing Strategies: 10 Types, Pros & Cons
This article will explore the common types of quantitative investment strategies as well as the advantages and potential challenges of this trading model.
09
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11
2024
Revenue Numbers Don’t Lie: How to Gain Insight into Stock Price Movements from Quarterly Reports
How to Gain Insight into Stock Price Movements from Quarterly Reports? This article will use quarterly reports stock selection to filter the top 20% of listed companies in Taiwan by quarterly revenue and implement long positions. Through this revenue-based backtesting approach, we can identify potential strong stocks in the market and verify the effectiveness of this quarterly stock selection strategy with accurate data. It is simple and provides investors with a stable and systematic basis for stock picking, uncovering the hidden signals behind stock price movements.
08
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23
2024
The Momentum Strategy — Does the Trend Remain?
The article delves into the performance of momentum strategy under different take-profit and stop-loss conditions, analyzing how to balance risk and reward in a highly volatile market using actual backtesting data.
08
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21
2024
SuperTrend Strategy: Buy Low, Sell High to Profit from Market Swings
The SuperTrend Indicator is a technical analysis tool used to identify trends in financial markets. It assists investors in determining relative high and low points during market swings, helping them make buy and sell decisions. However, one drawback of the SuperTrend Indicator is its tendency to be less effective during consolidation phases. To address this, we will use the Average Directional Index (ADX) to optimize the SuperTrend strategy in this article.
08
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20
2024
What is a Stock API? A Guide to Quickly Acquiring Taiwan Stock Market Information Using Financial Tools
No matter which brokerage app you use, you can view the historical trading information and real-time market data of various securities on the app. This allows investors to make informed investment decisions based on accurate information. This is possible because the Stock API facilitates smooth data transmission between the market trading system and the brokerage app. In this article, we will introduce what a Stock API is and highlight the three most commonly used Taiwan Stock Market APIs, providing valuable references for investors.
08
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16
2024
How to Use Python for Algorithmic Trading? A Guide to Understanding the Benefits and Operation of Algorithmic Trading
This article will introduce algorithmic trading with Python, the benefits of using the Python programming language for financial trading, and how to apply it to financial transactions, allowing investors to harness the power of technology to build their ideal investment portfolios.
07
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12
2024
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.
07
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08
2024
Block Trade Strategy Achieves Performance Beyond The Market Index
In recent times, there has been a global surge in AI, with Taiwan's electronics industry attracting a lot of interest from institutional investors due to its comprehensive supply chain. In addition to trading stocks through conventional methods on stock exchange markets, investors can also utilize block trading offered by exchanges for transactions exceeding a fixed amount.
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