Aprogen Healthcare Stock Forecast - 4 Period Moving Average

109960 Stock  KRW 463.00  24.00  4.93%   
The 4 Period Moving Average forecasted value of Aprogen Healthcare Games on the next trading day is expected to be 504.75 with a mean absolute deviation of 20.18 and the sum of the absolute errors of 1,150. Aprogen Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Aprogen Healthcare stock prices and determine the direction of Aprogen Healthcare Games's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Aprogen Healthcare's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
A four-period moving average forecast model for Aprogen Healthcare Games is based on an artificially constructed daily price series in which the value for a given day is replaced by the mean of that value and the values for four preceding and succeeding time periods. This model is best suited to forecast equities with high volatility.

Aprogen Healthcare 4 Period Moving Average Price Forecast For the 29th of November

Given 90 days horizon, the 4 Period Moving Average forecasted value of Aprogen Healthcare Games on the next trading day is expected to be 504.75 with a mean absolute deviation of 20.18, mean absolute percentage error of 810.05, and the sum of the absolute errors of 1,150.
Please note that although there have been many attempts to predict Aprogen 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 Aprogen Healthcare's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Aprogen Healthcare Stock Forecast Pattern

Backtest Aprogen HealthcareAprogen Healthcare Price PredictionBuy or Sell Advice 

Aprogen Healthcare Forecasted Value

In the context of forecasting Aprogen Healthcare'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. Aprogen Healthcare's downside and upside margins for the forecasting period are 501.14 and 508.36, respectively. We have considered Aprogen Healthcare'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
463.00
501.14
Downside
504.75
Expected Value
508.36
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the 4 Period Moving Average forecasting method's relative quality and the estimations of the prediction error of Aprogen Healthcare stock data series using in forecasting. Note that when a statistical model is used to represent Aprogen Healthcare 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 Criteria117.4561
BiasArithmetic mean of the errors 9.2105
MADMean absolute deviation20.1842
MAPEMean absolute percentage error0.037
SAESum of the absolute errors1150.5
The four period moving average method has an advantage over other forecasting models in that it does smooth out peaks and troughs in a set of daily price observations of Aprogen Healthcare. However, it also has several disadvantages. In particular this model does not produce an actual prediction equation for Aprogen Healthcare Games and therefore, it cannot be a useful forecasting tool for medium or long range price predictions

Predictive Modules for Aprogen Healthcare

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Aprogen Healthcare Games. 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
483.36487.00490.64
Details
Intrinsic
Valuation
LowRealHigh
450.17453.81535.70
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as Aprogen Healthcare. Your research has to be compared to or analyzed against Aprogen Healthcare's peers to derive any actionable benefits. When done correctly, Aprogen Healthcare'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 Aprogen Healthcare Games.

Other Forecasting Options for Aprogen Healthcare

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

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

Aprogen Healthcare Games 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 Aprogen Healthcare'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 Aprogen Healthcare's current price.

Aprogen Healthcare Market Strength Events

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

Aprogen Healthcare Risk Indicators

The analysis of Aprogen Healthcare'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 Aprogen Healthcare's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting aprogen 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 Aprogen Healthcare

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 Aprogen Healthcare 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 Aprogen Healthcare will appreciate offsetting losses from the drop in the long position's value.

Moving together with Aprogen Stock

  0.72123040 MS Autotech CoLtdPairCorr
  0.72012860 Mobase Electronics CoLtdPairCorr
  0.77012700 LEADCORPPairCorr
  0.68027710 FarmStoryPairCorr
The ability to find closely correlated positions to Aprogen Healthcare could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Aprogen Healthcare 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 Aprogen Healthcare - 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 Aprogen Healthcare Games to buy it.
The correlation of Aprogen Healthcare 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 Aprogen Healthcare moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Aprogen Healthcare Games 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 Aprogen Healthcare 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 Aprogen Stock

Aprogen Healthcare financial ratios help investors to determine whether Aprogen 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 Aprogen with respect to the benefits of owning Aprogen Healthcare security.