EFUN Technology Stock Forecast - Simple Regression

3523 Stock  TWD 19.00  0.60  3.26%   
The Simple Regression forecasted value of EFUN Technology Co,Ltd on the next trading day is expected to be 17.65 with a mean absolute deviation of 0.56 and the sum of the absolute errors of 34.01. EFUN 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 EFUN Technology 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.

EFUN Technology Simple Regression Price Forecast For the 2nd of January

Given 90 days horizon, the Simple Regression forecasted value of EFUN Technology Co,Ltd on the next trading day is expected to be 17.65 with a mean absolute deviation of 0.56, mean absolute percentage error of 0.50, and the sum of the absolute errors of 34.01.
Please note that although there have been many attempts to predict EFUN 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 EFUN Technology's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

EFUN Technology Stock Forecast Pattern

Backtest EFUN TechnologyEFUN Technology Price PredictionBuy or Sell Advice 

EFUN Technology Forecasted Value

In the context of forecasting EFUN Technology'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. EFUN Technology's downside and upside margins for the forecasting period are 15.56 and 19.73, respectively. We have considered EFUN Technology'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
19.00
17.65
Expected Value
19.73
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 EFUN Technology stock data series using in forecasting. Note that when a statistical model is used to represent EFUN Technology 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 Criteria117.4124
BiasArithmetic mean of the errors None
MADMean absolute deviation0.5575
MAPEMean absolute percentage error0.0318
SAESum of the absolute errors34.0058
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 EFUN Technology Co,Ltd 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 EFUN Technology

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as EFUN Technology Co,Ltd. 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
16.9119.0021.09
Details
Intrinsic
Valuation
LowRealHigh
15.4717.5619.65
Details
Bollinger
Band Projection (param)
LowMiddleHigh
15.9617.5619.17
Details

Other Forecasting Options for EFUN Technology

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

EFUN Technology 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 EFUN Technology stock to make a market-neutral strategy. Peer analysis of EFUN Technology could also be used in its relative valuation, which is a method of valuing EFUN Technology by comparing valuation metrics with similar companies.
 Risk & Return  Correlation

EFUN Technology Co,Ltd 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 EFUN Technology'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 EFUN Technology's current price.

EFUN Technology Market Strength Events

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

EFUN Technology Risk Indicators

The analysis of EFUN Technology'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 EFUN Technology's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting efun 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 EFUN Technology

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 EFUN Technology 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 EFUN Technology will appreciate offsetting losses from the drop in the long position's value.

Moving against EFUN Stock

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  0.422317 Hon Hai PrecisionPairCorr
The ability to find closely correlated positions to EFUN Technology could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace EFUN Technology 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 EFUN Technology - 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 EFUN Technology Co,Ltd to buy it.
The correlation of EFUN Technology 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 EFUN Technology moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if EFUN Technology Co,Ltd 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 EFUN Technology 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 EFUN Stock Analysis

When running EFUN Technology's price analysis, check to measure EFUN Technology'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 EFUN Technology is operating at the current time. Most of EFUN Technology's value examination focuses on studying past and present price action to predict the probability of EFUN Technology's future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move EFUN Technology's price. Additionally, you may evaluate how the addition of EFUN Technology to your portfolios can decrease your overall portfolio volatility.