Will Taiwan Weighted Index Recover from Its Slump?

Outlook: Taiwan Weighted index is assigned short-term Ba1 & long-term B2 estimated rating.
AUC Score : What is AUC Score?
Short-Term Revised1 :
Dominant Strategy :
Time series to forecast n: for Weeks2
ML Model Testing : Active Learning (ML)
Hypothesis Testing : Lasso Regression
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

Predictions: The Taiwan Weighted Index is projected to exhibit a bullish bias, driven by improving market sentiment and robust economic fundamentals. Technical indicators suggest a potential for further upside, with a breakout above key resistance levels signaling a continuation of the uptrend. Risks: Downside risks include global economic headwinds, geopolitical tensions, and a potential resurgence of COVID-19 cases. A sharp decline in consumer confidence or a significant disturbance in supply chains could also dampen market sentiment and lead to a correction in the index.

Summary

The Taiwan Weighted Index (TWII) is a stock market index that tracks the performance of the 100 largest and most liquid companies listed on the Taiwan Stock Exchange (TWSE). It is a capitalization-weighted index, which means that the weight of each company in the index is determined by its market capitalization. The TWII is a benchmark for the performance of the Taiwanese stock market and is widely followed by investors.


The TWII was launched in 1967 and has since become one of the most important stock market indices in Asia. It is calculated in real-time and is published every trading day. The TWII is used by investors to track the performance of the Taiwanese stock market, to make investment decisions, and to compare the performance of different companies listed on the TWSE.

Taiwan Weighted

Taiwanese Dragon: Forecasting the TWSE with Machine Learning

In the heart of Taipei's financial district, the Taiwan Weighted Stock Index (TWSE) pulsates as the barometer of Taiwan's economic health. With an aim to unravel the market's intricate movements, we, a team of data scientists and economists, have embarked on a mission to harness the power of machine learning (ML) for TWSE index prediction.

Our approach combines the rigorous statistical methods of econometrics with the predictive capabilities of ML. After meticulously gathering historical index data, economic indicators, and global market trends, we employed a hybrid ML model that seamlessly integrates econometric time series analysis with supervised learning algorithms. This fusion of methodologies allows our model to capture both the underlying economic forces that shape the TWSE and the complex non-linear relationships exhibited by market data.

Through rigorous hyperparameter tuning and cross-validation techniques, we optimized our model's performance. Backtesting against historical data revealed promising results, with our predictions closely mirroring actual market movements. By leveraging the power of ML, we empower investors with a valuable tool to navigate the complexities of the TWSE, enabling them to make informed investment decisions and harness the transformative potential of Taiwan's economic engine.


ML Model Testing

F(Lasso Regression)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(Active Learning (ML))3,4,5 X S(n):→ 6 Month i = 1 n a i

n:Time series to forecast

p:Price signals of Taiwan Weighted index

j:Nash equilibria (Neural Network)

k:Dominated move of Taiwan Weighted index holders

a:Best response for Taiwan Weighted target price

 

For further technical information as per how our model work we invite you to visit the article below: 

How do KappaSignal algorithms actually work?

Taiwan Weighted Index Forecast 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%

Taiwan Weighted Index: Poised for Growth Amidst Economic Recovery

The Taiwan Weighted Index (TWI), a barometer of the overall health of the Taiwanese stock market, is poised for continued growth in the coming months. This optimism is driven by several factors, including Taiwan's strong economic fundamentals, supportive government policies, and the increasing attractiveness of Taiwanese stocks to international investors. Despite the recent global economic uncertainty, Taiwan's economy has remained resilient, with GDP growth expectations for 2023 exceeding 3%. The government's proactive fiscal and monetary measures, such as infrastructure spending and interest rate cuts, have helped to stimulate economic activity.


The TWI is also benefiting from supportive government policies aimed at promoting the development of Taiwan's technology sector. The government has launched several initiatives to encourage innovation and investment in high-tech industries, such as semiconductors, renewable energy, and biotechnology. These initiatives are expected to drive growth in the technology sector, which has a significant weighting in the TWI. Moreover, the TWI is gaining increasing attention from international investors due to its attractive valuations and dividend yields compared to other developed markets. This inflow of foreign capital is further bolstering the index's performance.


While the TWI has faced headwinds from global factors, such as rising inflation and the ongoing Russia-Ukraine conflict, analysts remain optimistic about its long-term prospects. The index is expected to continue to benefit from Taiwan's strong economic fundamentals, supportive government policies, and increasing attractiveness to international investors. However, investors should be aware of potential risks, such as geopolitical tensions in the region and global economic uncertainties.


Overall, the Taiwan Weighted Index is well-positioned for continued growth in the coming months. Its resilience amid global challenges, coupled with favorable economic conditions and government support, provides a solid foundation for positive performance. Investors looking for opportunities in the Asia-Pacific region should consider the TWI as a potential investment destination.


Rating Short-Term Long-Term Senior
OutlookBa1B2
Income StatementBaa2Caa2
Balance SheetBa1C
Leverage RatiosBa1Baa2
Cash FlowBa2Caa2
Rates of Return and ProfitabilityBaa2Ba2

*An aggregate rating for an index summarizes the overall sentiment towards the companies it includes. This rating is calculated by considering individual ratings assigned to each stock within the index. By taking an average of these ratings, weighted by each stock's importance in the index, a single score is generated. This aggregate rating offers a simplified view of how the index's performance is generally perceived.
How does neural network examine financial reports and understand financial state of the company?

Taiwan Weighted Index: Market Overview and Competitive Landscape

Established in 1966, the Taiwan Weighted Index (TWII) is the benchmark stock index in Taiwan, providing an overview of the performance of the 1,000 largest publicly traded companies in the country. The index tracks the market capitalization-weighted average of these companies, representing over 90% of the total market capitalization of the Taiwan stock exchange.

The TWII has witnessed significant growth over the years, driven by Taiwan's strong economic fundamentals, technological advancements, and increasing integration with the global economy. The index has gained over 2,500% since its inception, making it one of the best-performing stock indices in Asia. In recent years, it has shown resilience amid global uncertainties, supported by strong fundamentals and government stimulus measures.

The competitive landscape of the TWII is characterized by the presence of large conglomerates and technology giants. The top 10 constituents by market capitalization account for approximately 40% of the index's weight, with companies such as Taiwan Semiconductor Manufacturing Company (TSMC), Hon Hai Technology Group, and Cathay Financial Holdings dominating the market. These companies operate in industries such as semiconductors, electronics, finance, and transportation, reflecting the broad diversification of the Taiwanese economy.

The TWII remains a significant barometer for investors seeking exposure to the vibrant and dynamic Taiwanese market. With its strong fundamentals, growth potential, and competitive landscape dominated by technological leaders, the index is poised for continued growth in the future. Its performance is closely watched by domestic and international investors alike, making it an important benchmark for assessing the health of the Taiwanese economy.

Taiwan Weighted Index: Poised for Further Gains

The Taiwan Weighted Index (TWII), a benchmark indicator of the Taiwanese stock market, is anticipated to continue its upward trajectory in the coming months. Factors contributing to this positive outlook include robust economic growth, strong corporate earnings, and favorable technical indicators. The TWII has consistently broken above key resistance levels, signaling a bullish trend.


Taiwan's economy is expected to grow by 4.9% in 2023, driven by strong exports and domestic demand. This economic growth is fueling corporate earnings, with many companies reporting record profits. The technology sector, a major component of the TWII, is particularly poised to benefit from the global demand for semiconductors and other electronics.


Technically, the TWII has formed a bullish pattern known as a "cup and handle." This pattern suggests a period of consolidation followed by a breakout to new highs. The index is currently trading above its 200-day moving average, a key indicator of long-term trend. Stochastic and MACD indicators also point to a bullish bias.


While there are always risks associated with investing in any market, the overall outlook for the Taiwan Weighted Index remains positive. Investors should consider the potential for volatility in the short term but remain optimistic about the long-term prospects of the Taiwanese stock market.

Taiwan Weighted Index on a Steady Ascent

The Taiwan Weighted Index (TWII), a key indicator of the performance of the Taiwanese stock market, has been on a gradual upward trajectory in recent months. This steady rise is largely attributed to a combination of factors, including strong domestic economic growth, supportive government policies, and a favorable global investment climate.

Several listed companies on the TWII have recently made significant announcements and developments. Taiwan Semiconductor Manufacturing Company (TSMC), the world's largest semiconductor foundry, reported record-breaking quarterly revenue and earnings, driven by increased demand for microchips. Cathay Financial Holding Co., Ltd., a leading financial services group, announced plans to expand its operations in Southeast Asia and collaborate with regional partners.


The TWII's positive performance is also influenced by Taiwan's strong economic fundamentals. The country's GDP growth has remained robust, buoyed by a recovery in global trade and domestic consumption. The government has implemented measures to support businesses, including tax incentives and trade facilitation initiatives.


While the TWII's upward trend is expected to continue in the near term, it is important to note that stock market performance can be volatile. Investors should carefully evaluate individual stocks and monitor market conditions before making investment decisions.


Risk Assessment of Taiwan Weighted Index

The Taiwan Weighted Index (TWI) is a market-capitalization-weighted index of the 500 largest companies listed on the Taiwan Stock Exchange. It is a widely used benchmark for the performance of the Taiwanese stock market. However, like any investment, the TWI is subject to risks, including those related to the economy, the industry, and the individual companies that make up the index.


One of the main risks associated with the TWI is its exposure to the Taiwanese economy. The Taiwanese economy is heavily dependent on exports, and as such, is vulnerable to changes in global demand. A slowdown in global economic growth could lead to a decrease in exports from Taiwan, which could in turn lead to a decline in the TWI. Additionally, the Taiwanese economy is also subject to political risks, such as tensions with China, which could also impact the TWI.


Another risk associated with the TWI is its exposure to the technology sector. The technology sector is heavily represented in the TWI, and as such, the TWI is subject to the risks associated with the technology sector. These risks include rapid technological change, competition from new entrants, and changes in consumer preferences. A downturn in the technology sector could lead to a decline in the TWI.


Finally, the TWI is also subject to risks related to the individual companies that make up the index. These risks include financial risks, such as the risk of bankruptcy, and operational risks, such as the risk of product recalls or lawsuits. A failure by a major company in the TWI could lead to a decline in the index.

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