Neungyule Education Stock Forecast - Triple Exponential Smoothing

053290 Stock  KRW 3,305  20.00  0.61%   
The Triple Exponential Smoothing forecasted value of Neungyule Education on the next trading day is expected to be 3,255 with a mean absolute deviation of 77.11 and the sum of the absolute errors of 4,550. Neungyule Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Neungyule Education stock prices and determine the direction of Neungyule Education's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Neungyule Education's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
Triple exponential smoothing for Neungyule Education - 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 Neungyule Education 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 Neungyule Education price movement. However, neither of these exponential smoothing models address any seasonality of Neungyule Education.

Neungyule Education Triple Exponential Smoothing Price Forecast For the 5th of December

Given 90 days horizon, the Triple Exponential Smoothing forecasted value of Neungyule Education on the next trading day is expected to be 3,255 with a mean absolute deviation of 77.11, mean absolute percentage error of 10,515, and the sum of the absolute errors of 4,550.
Please note that although there have been many attempts to predict Neungyule 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 Neungyule Education's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Neungyule Education Stock Forecast Pattern

Backtest Neungyule EducationNeungyule Education Price PredictionBuy or Sell Advice 

Neungyule Education Forecasted Value

In the context of forecasting Neungyule Education'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. Neungyule Education's downside and upside margins for the forecasting period are 3,253 and 3,258, respectively. We have considered Neungyule Education'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
3,305
3,255
Expected Value
3,258
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 Neungyule Education stock data series using in forecasting. Note that when a statistical model is used to represent Neungyule Education 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 -8.0797
MADMean absolute deviation77.1133
MAPEMean absolute percentage error0.0215
SAESum of the absolute errors4549.6867
As with simple exponential smoothing, in triple exponential smoothing models past Neungyule Education 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 Neungyule Education observations.

Predictive Modules for Neungyule Education

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Neungyule Education. 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
3,3023,3053,308
Details
Intrinsic
Valuation
LowRealHigh
2,9022,9043,636
Details
Bollinger
Band Projection (param)
LowMiddleHigh
3,3263,4643,603
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as Neungyule Education. Your research has to be compared to or analyzed against Neungyule Education's peers to derive any actionable benefits. When done correctly, Neungyule Education's competitive analysis will give you plenty of quantitative and qualitative data to validate your investment decisions or develop an entirely new strategy toward taking a position in Neungyule Education.

Other Forecasting Options for Neungyule Education

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

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

Neungyule Education 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 Neungyule Education'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 Neungyule Education's current price.

Neungyule Education Market Strength Events

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

Neungyule Education Risk Indicators

The analysis of Neungyule Education'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 Neungyule Education's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting neungyule 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 Neungyule Education

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 Neungyule Education 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 Neungyule Education will appreciate offsetting losses from the drop in the long position's value.
The ability to find closely correlated positions to Neungyule Education could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Neungyule Education 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 Neungyule Education - 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 Neungyule Education to buy it.
The correlation of Neungyule Education 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 Neungyule Education moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Neungyule Education 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 Neungyule Education 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

Other Information on Investing in Neungyule Stock

Neungyule Education financial ratios help investors to determine whether Neungyule Stock is cheap or expensive when compared to a particular measure, such as profits or enterprise value. In other words, they help investors to determine the cost of investment in Neungyule with respect to the benefits of owning Neungyule Education security.