Arbor Technology Stock Forecast - Double Exponential Smoothing

3594 Stock  TWD 47.35  0.20  0.42%   
The Double Exponential Smoothing forecasted value of Arbor Technology on the next trading day is expected to be 48.14 with a mean absolute deviation of 0.84 and the sum of the absolute errors of 49.46. Arbor Stock Forecast is based on your current time horizon.
  
Double exponential smoothing - also known as Holt exponential smoothing is a refinement of the popular simple exponential smoothing model with an additional trending component. Double exponential smoothing model for Arbor Technology works best with periods where there are trends or seasonality.

Arbor Technology Double Exponential Smoothing Price Forecast For the 25th of November

Given 90 days horizon, the Double Exponential Smoothing forecasted value of Arbor Technology on the next trading day is expected to be 48.14 with a mean absolute deviation of 0.84, mean absolute percentage error of 1.20, and the sum of the absolute errors of 49.46.
Please note that although there have been many attempts to predict Arbor 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 Arbor Technology's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Arbor Technology Stock Forecast Pattern

Backtest Arbor TechnologyArbor Technology Price PredictionBuy or Sell Advice 

Arbor Technology Forecasted Value

In the context of forecasting Arbor 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. Arbor Technology's downside and upside margins for the forecasting period are 45.71 and 50.57, respectively. We have considered Arbor 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
47.35
48.14
Expected Value
50.57
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Double Exponential Smoothing forecasting method's relative quality and the estimations of the prediction error of Arbor Technology stock data series using in forecasting. Note that when a statistical model is used to represent Arbor 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 CriteriaHuge
BiasArithmetic mean of the errors -0.1702
MADMean absolute deviation0.8383
MAPEMean absolute percentage error0.02
SAESum of the absolute errors49.4623
When Arbor Technology prices exhibit either an increasing or decreasing trend over time, simple exponential smoothing forecasts tend to lag behind observations. Double exponential smoothing is designed to address this type of data series by taking into account any Arbor Technology trend in the prices. So in double exponential smoothing past observations are given exponentially smaller weights as the observations get older. In other words, recent Arbor Technology observations are given relatively more weight in forecasting than the older observations.

Predictive Modules for Arbor 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 Arbor 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
44.9247.3549.78
Details
Intrinsic
Valuation
LowRealHigh
42.6645.0947.52
Details
Bollinger
Band Projection (param)
LowMiddleHigh
47.0947.2847.47
Details

Other Forecasting Options for Arbor Technology

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

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

Arbor 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 Arbor 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 Arbor Technology's current price.

Arbor Technology Market Strength Events

Market strength indicators help investors to evaluate how Arbor 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 Arbor Technology shares will generate the highest return on investment. By undertsting and applying Arbor Technology stock market strength indicators, traders can identify Arbor Technology entry and exit signals to maximize returns.

Arbor Technology Risk Indicators

The analysis of Arbor 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 Arbor Technology's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting arbor 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 Arbor 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 Arbor 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 Arbor Technology will appreciate offsetting losses from the drop in the long position's value.

Moving together with Arbor Stock

  0.672395 AdvantechPairCorr

Moving against Arbor Stock

  0.43910322 Tingyi Holding CorpPairCorr
The ability to find closely correlated positions to Arbor 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 Arbor 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 Arbor 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 Arbor Technology to buy it.
The correlation of Arbor 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 Arbor Technology moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Arbor 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 Arbor 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 Arbor Stock Analysis

When running Arbor Technology's price analysis, check to measure Arbor 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 Arbor Technology is operating at the current time. Most of Arbor Technology's value examination focuses on studying past and present price action to predict the probability of Arbor 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 Arbor Technology's price. Additionally, you may evaluate how the addition of Arbor Technology to your portfolios can decrease your overall portfolio volatility.