ENERGYMACHINERY KOREA Stock Forecast - Simple Regression

095190 Stock  KRW 1,817  77.00  4.07%   
The Simple Regression forecasted value of ENERGYMACHINERY KOREA CoLtd on the next trading day is expected to be 1,983 with a mean absolute deviation of 94.04 and the sum of the absolute errors of 5,736. ENERGYMACHINERY Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast ENERGYMACHINERY KOREA stock prices and determine the direction of ENERGYMACHINERY KOREA CoLtd's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of ENERGYMACHINERY KOREA's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
Simple Regression model is a single variable regression model that attempts to put a straight line through ENERGYMACHINERY KOREA 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.

ENERGYMACHINERY KOREA Simple Regression Price Forecast For the 2nd of December

Given 90 days horizon, the Simple Regression forecasted value of ENERGYMACHINERY KOREA CoLtd on the next trading day is expected to be 1,983 with a mean absolute deviation of 94.04, mean absolute percentage error of 12,294, and the sum of the absolute errors of 5,736.
Please note that although there have been many attempts to predict ENERGYMACHINERY 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 ENERGYMACHINERY KOREA's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

ENERGYMACHINERY KOREA Stock Forecast Pattern

Backtest ENERGYMACHINERY KOREAENERGYMACHINERY KOREA Price PredictionBuy or Sell Advice 

ENERGYMACHINERY KOREA Forecasted Value

In the context of forecasting ENERGYMACHINERY KOREA'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. ENERGYMACHINERY KOREA's downside and upside margins for the forecasting period are 1,980 and 1,985, respectively. We have considered ENERGYMACHINERY KOREA'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
1,817
1,983
Expected Value
1,985
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 ENERGYMACHINERY KOREA stock data series using in forecasting. Note that when a statistical model is used to represent ENERGYMACHINERY KOREA 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 Criteria127.5273
BiasArithmetic mean of the errors None
MADMean absolute deviation94.0373
MAPEMean absolute percentage error0.0446
SAESum of the absolute errors5736.275
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 ENERGYMACHINERY KOREA CoLtd 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 ENERGYMACHINERY KOREA

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as ENERGYMACHINERY KOREA. 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
1,8141,8171,820
Details
Intrinsic
Valuation
LowRealHigh
1,5231,5261,999
Details
Bollinger
Band Projection (param)
LowMiddleHigh
1,7961,9142,033
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as ENERGYMACHINERY KOREA. Your research has to be compared to or analyzed against ENERGYMACHINERY KOREA's peers to derive any actionable benefits. When done correctly, ENERGYMACHINERY KOREA'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 ENERGYMACHINERY KOREA.

Other Forecasting Options for ENERGYMACHINERY KOREA

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

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

ENERGYMACHINERY KOREA 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 ENERGYMACHINERY KOREA'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 ENERGYMACHINERY KOREA's current price.

ENERGYMACHINERY KOREA Market Strength Events

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

ENERGYMACHINERY KOREA Risk Indicators

The analysis of ENERGYMACHINERY KOREA'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 ENERGYMACHINERY KOREA's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting energymachinery 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 ENERGYMACHINERY KOREA

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 ENERGYMACHINERY KOREA 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 ENERGYMACHINERY KOREA will appreciate offsetting losses from the drop in the long position's value.

Moving against ENERGYMACHINERY Stock

  0.37032830 Samsung LifePairCorr
The ability to find closely correlated positions to ENERGYMACHINERY KOREA could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace ENERGYMACHINERY KOREA 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 ENERGYMACHINERY KOREA - 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 ENERGYMACHINERY KOREA CoLtd to buy it.
The correlation of ENERGYMACHINERY KOREA 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 ENERGYMACHINERY KOREA moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if ENERGYMACHINERY KOREA 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 ENERGYMACHINERY KOREA 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 ENERGYMACHINERY Stock

ENERGYMACHINERY KOREA financial ratios help investors to determine whether ENERGYMACHINERY 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 ENERGYMACHINERY with respect to the benefits of owning ENERGYMACHINERY KOREA security.