Hwacheon Machinery Stock Forecast - Double Exponential Smoothing

010660 Stock   2,660  20.00  0.75%   
The Double Exponential Smoothing forecasted value of Hwacheon Machinery Co on the next trading day is expected to be 2,620 with a mean absolute deviation of 82.63 and the sum of the absolute errors of 4,875. Hwacheon Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Hwacheon Machinery stock prices and determine the direction of Hwacheon Machinery Co's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Hwacheon Machinery's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
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 Hwacheon Machinery works best with periods where there are trends or seasonality.

Hwacheon Machinery Double Exponential Smoothing Price Forecast For the 26th of November

Given 90 days horizon, the Double Exponential Smoothing forecasted value of Hwacheon Machinery Co on the next trading day is expected to be 2,620 with a mean absolute deviation of 82.63, mean absolute percentage error of 23,177, and the sum of the absolute errors of 4,875.
Please note that although there have been many attempts to predict Hwacheon 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 Hwacheon Machinery's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Hwacheon Machinery Stock Forecast Pattern

Backtest Hwacheon MachineryHwacheon Machinery Price PredictionBuy or Sell Advice 

Hwacheon Machinery Forecasted Value

In the context of forecasting Hwacheon Machinery'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. Hwacheon Machinery's downside and upside margins for the forecasting period are 2,615 and 2,625, respectively. We have considered Hwacheon Machinery'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
2,660
2,620
Expected Value
2,625
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 Hwacheon Machinery stock data series using in forecasting. Note that when a statistical model is used to represent Hwacheon Machinery 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 -37.0339
MADMean absolute deviation82.6271
MAPEMean absolute percentage error0.0269
SAESum of the absolute errors4875.0
When Hwacheon Machinery Co 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 Hwacheon Machinery Co 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 Hwacheon Machinery observations are given relatively more weight in forecasting than the older observations.

Predictive Modules for Hwacheon Machinery

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Hwacheon Machinery. 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
2,6552,6602,665
Details
Intrinsic
Valuation
LowRealHigh
2,4642,4692,926
Details
Bollinger
Band Projection (param)
LowMiddleHigh
2,5872,8513,114
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as Hwacheon Machinery. Your research has to be compared to or analyzed against Hwacheon Machinery's peers to derive any actionable benefits. When done correctly, Hwacheon Machinery'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 Hwacheon Machinery.

Other Forecasting Options for Hwacheon Machinery

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

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

Hwacheon Machinery 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 Hwacheon Machinery'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 Hwacheon Machinery's current price.

Hwacheon Machinery Market Strength Events

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

Hwacheon Machinery Risk Indicators

The analysis of Hwacheon Machinery'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 Hwacheon Machinery's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting hwacheon 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 Hwacheon Machinery

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

Hwacheon Machinery financial ratios help investors to determine whether Hwacheon 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 Hwacheon with respect to the benefits of owning Hwacheon Machinery security.