Advanced Lithium Stock Forecast - Triple Exponential Smoothing

5227 Stock  TWD 39.05  0.30  0.76%   
The Triple Exponential Smoothing forecasted value of Advanced Lithium Electrochemistry on the next trading day is expected to be 38.94 with a mean absolute deviation of 1.02 and the sum of the absolute errors of 60.22. Advanced Stock Forecast is based on your current time horizon.
  
Triple exponential smoothing for Advanced Lithium - also known as the Winters method - is a refinement of the popular double exponential smoothing model with the addition of periodicity (seasonality) component. Simple exponential smoothing technique works best with data where there are no trend or seasonality components to the data. When Advanced Lithium 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 trend in Advanced Lithium price movement. However, neither of these exponential smoothing models address any seasonality of Advanced Lithium Ele.

Advanced Lithium Triple Exponential Smoothing Price Forecast For the 23rd of December

Given 90 days horizon, the Triple Exponential Smoothing forecasted value of Advanced Lithium Electrochemistry on the next trading day is expected to be 38.94 with a mean absolute deviation of 1.02, mean absolute percentage error of 2.42, and the sum of the absolute errors of 60.22.
Please note that although there have been many attempts to predict Advanced 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 Advanced Lithium's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Advanced Lithium Stock Forecast Pattern

Backtest Advanced LithiumAdvanced Lithium Price PredictionBuy or Sell Advice 

Advanced Lithium Forecasted Value

In the context of forecasting Advanced Lithium'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. Advanced Lithium's downside and upside margins for the forecasting period are 35.02 and 42.85, respectively. We have considered Advanced Lithium'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
39.05
38.94
Expected Value
42.85
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Triple Exponential Smoothing forecasting method's relative quality and the estimations of the prediction error of Advanced Lithium stock data series using in forecasting. Note that when a statistical model is used to represent Advanced Lithium 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 -0.233
MADMean absolute deviation1.0206
MAPEMean absolute percentage error0.0261
SAESum of the absolute errors60.2169
As with simple exponential smoothing, in triple exponential smoothing models past Advanced Lithium observations are given exponentially smaller weights as the observations get older. In other words, recent observations are given relatively more weight in forecasting than the older Advanced Lithium Electrochemistry observations.

Predictive Modules for Advanced Lithium

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Advanced Lithium Ele. 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
35.1339.0542.97
Details
Intrinsic
Valuation
LowRealHigh
34.6738.5942.51
Details

Other Forecasting Options for Advanced Lithium

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

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

Advanced Lithium Ele 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 Advanced Lithium'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 Advanced Lithium's current price.

Advanced Lithium Market Strength Events

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

Advanced Lithium Risk Indicators

The analysis of Advanced Lithium'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 Advanced Lithium's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting advanced 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 Advanced Lithium

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 Advanced Lithium 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 Advanced Lithium will appreciate offsetting losses from the drop in the long position's value.

Moving together with Advanced Stock

  0.836781 Advanced Energy SolutionPairCorr
  0.626121 Simplo TechnologyPairCorr

Moving against Advanced Stock

  0.825871 Chailease HoldingPairCorr
  0.81605 Walsin Lihwa CorpPairCorr
  0.796505 Formosa PetrochemicalPairCorr
  0.782489 Amtran TechnologyPairCorr
  0.766409 Voltronic Power TechPairCorr
The ability to find closely correlated positions to Advanced Lithium could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Advanced Lithium 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 Advanced Lithium - 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 Advanced Lithium Electrochemistry to buy it.
The correlation of Advanced Lithium 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 Advanced Lithium moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Advanced Lithium Ele 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 Advanced Lithium 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 Advanced Stock Analysis

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