Taiwan Union Stock Forecast - Simple Regression

6274 Stock  TWD 164.50  2.00  1.23%   
The Simple Regression forecasted value of Taiwan Union Technology on the next trading day is expected to be 161.97 with a mean absolute deviation of 3.78 and the sum of the absolute errors of 230.87. Taiwan Stock Forecast is based on your current time horizon.
  
Simple Regression model is a single variable regression model that attempts to put a straight line through Taiwan Union price points. This line is defined by its gradient or slope, and the point at which it intercepts the x-axis. Mathematically, assuming the independent variable is X and the dependent variable is Y, then this line can be represented as: Y = intercept + slope * X.

Taiwan Union Simple Regression Price Forecast For the 6th of March

Given 90 days horizon, the Simple Regression forecasted value of Taiwan Union Technology on the next trading day is expected to be 161.97 with a mean absolute deviation of 3.78, mean absolute percentage error of 26.11, and the sum of the absolute errors of 230.87.
Please note that although there have been many attempts to predict Taiwan Stock prices using its time series forecasting, we generally do not recommend using it to place bets in the real market. The most commonly used models for forecasting predictions are the autoregressive models, which specify that Taiwan Union's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Taiwan Union Stock Forecast Pattern

Backtest Taiwan UnionTaiwan Union Price PredictionBuy or Sell Advice 

Taiwan Union Forecasted Value

In the context of forecasting Taiwan Union's Stock value on the next trading day, we examine the predictive performance of the model to find good statistically significant boundaries of downside and upside scenarios. Taiwan Union's downside and upside margins for the forecasting period are 159.71 and 164.23, respectively. We have considered Taiwan Union's daily market price to evaluate the above model's predictive performance. Remember, however, there is no scientific proof or empirical evidence that traditional linear or nonlinear forecasting models outperform artificial intelligence and frequency domain models to provide accurate forecasts consistently.
Market Value
164.50
159.71
Downside
161.97
Expected Value
164.23
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Simple Regression forecasting method's relative quality and the estimations of the prediction error of Taiwan Union stock data series using in forecasting. Note that when a statistical model is used to represent Taiwan Union stock, the representation will rarely be exact; so some information will be lost using the model to explain the process. AIC estimates the relative amount of information lost by a given model: the less information a model loses, the higher its quality.
AICAkaike Information Criteria121.3726
BiasArithmetic mean of the errors None
MADMean absolute deviation3.7847
MAPEMean absolute percentage error0.0225
SAESum of the absolute errors230.8673
In general, regression methods applied to historical equity returns or prices series is an area of active research. In recent decades, new methods have been developed for robust regression of price series such as Taiwan Union Technology historical returns. These new methods are regression involving correlated responses such as growth curves and different regression methods accommodating various types of missing data.

Predictive Modules for Taiwan Union

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Taiwan Union Technology. Regardless of method or technology, however, to accurately forecast the stock market is more a matter of luck rather than a particular technique. Nevertheless, trying to predict the stock market accurately is still an essential part of the overall investment decision process. Using different forecasting techniques and comparing the results might improve your chances of accuracy even though unexpected events may often change the market sentiment and impact your forecasting results.
Hype
Prediction
LowEstimatedHigh
162.24164.50166.76
Details
Intrinsic
Valuation
LowRealHigh
137.18139.44180.95
Details

Other Forecasting Options for Taiwan Union

For every potential investor in Taiwan, whether a beginner or expert, Taiwan Union's price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. Taiwan Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in Taiwan. Basic forecasting techniques help filter out the noise by identifying Taiwan Union's price trends.

Taiwan Union Related Equities

One of the popular trading techniques among algorithmic traders is to use market-neutral strategies where every trade hedges away some risk. Because there are two separate transactions required, even if one position performs unexpectedly, the other equity can make up some of the losses. Below are some of the equities that can be combined with Taiwan Union stock to make a market-neutral strategy. Peer analysis of Taiwan Union could also be used in its relative valuation, which is a method of valuing Taiwan Union by comparing valuation metrics with similar companies.
 Risk & Return  Correlation

Taiwan Union Technology Technical and Predictive Analytics

The stock market is financially volatile. Despite the volatility, there exist limitless possibilities of gaining profits and building passive income portfolios. With the complexity of Taiwan Union's price movements, a comprehensive understanding of forecasting methods that an investor can rely on to make the right move is invaluable. These methods predict trends that assist an investor in predicting the movement of Taiwan Union's current price.

Taiwan Union Market Strength Events

Market strength indicators help investors to evaluate how Taiwan Union stock reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading Taiwan Union shares will generate the highest return on investment. By undertsting and applying Taiwan Union stock market strength indicators, traders can identify Taiwan Union Technology entry and exit signals to maximize returns.

Taiwan Union Risk Indicators

The analysis of Taiwan Union's basic risk indicators is one of the essential steps in accurately forecasting its future price. The process involves identifying the amount of risk involved in Taiwan Union's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting taiwan stock prices, we also provide a set of basic risk indicators that can assist in the individual investment decision or help in hedging the risk of your existing portfolios.
Please note, the risk measures we provide can be used independently or collectively to perform a risk assessment. When comparing two potential investments, we recommend comparing similar equities with homogenous growth potential and valuation from related markets to determine which investment holds the most risk.

Pair Trading with Taiwan Union

One of the main advantages of trading using pair correlations is that every trade hedges away some risk. Because there are two separate transactions required, even if Taiwan Union position performs unexpectedly, the other equity can make up some of the losses. Pair trading also minimizes risk from directional movements in the market. For example, if an entire industry or sector drops because of unexpected headlines, the short position in Taiwan Union will appreciate offsetting losses from the drop in the long position's value.

Moving against Taiwan Stock

  0.68046 Nan Ya PrintedPairCorr
  0.56191 Global Brands ManufacturePairCorr
  0.475469 HannStar Board CorpPairCorr
  0.312454 MediaTekPairCorr
The ability to find closely correlated positions to Taiwan Union could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Taiwan Union when you sell it. If you don't do this, your portfolio allocation will be skewed against your target asset allocation. So, investors can't just sell and buy back Taiwan Union - that would be a violation of the tax code under the "wash sale" rule, and this is why you need to find a similar enough asset and use the proceeds from selling Taiwan Union Technology to buy it.
The correlation of Taiwan Union is a statistical measure of how it moves in relation to other instruments. This measure is expressed in what is known as the correlation coefficient, which ranges between -1 and +1. A perfect positive correlation (i.e., a correlation coefficient of +1) implies that as Taiwan Union moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Taiwan Union Technology moves in either direction, the perfectly negatively correlated security will move in the opposite direction. If the correlation is 0, the equities are not correlated; they are entirely random. A correlation greater than 0.8 is generally described as strong, whereas a correlation less than 0.5 is generally considered weak.
Correlation analysis and pair trading evaluation for Taiwan Union can also be used as hedging techniques within a particular sector or industry or even over random equities to generate a better risk-adjusted return on your portfolios.
Pair CorrelationCorrelation Matching

Additional Tools for Taiwan Stock Analysis

When running Taiwan Union's price analysis, check to measure Taiwan Union's market volatility, profitability, liquidity, solvency, efficiency, growth potential, financial leverage, and other vital indicators. We have many different tools that can be utilized to determine how healthy Taiwan Union is operating at the current time. Most of Taiwan Union's value examination focuses on studying past and present price action to predict the probability of Taiwan Union's future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move Taiwan Union's price. Additionally, you may evaluate how the addition of Taiwan Union to your portfolios can decrease your overall portfolio volatility.