HansBiomed Stock Forecast - Polynomial Regression

042520 Stock  KRW 7,710  140.00  1.78%   
The Polynomial Regression forecasted value of HansBiomed on the next trading day is expected to be 7,314 with a mean absolute deviation of 284.22 and the sum of the absolute errors of 17,622. HansBiomed Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast HansBiomed stock prices and determine the direction of HansBiomed's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of HansBiomed's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
HansBiomed polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for HansBiomed as well as the accuracy indicators are determined from the period prices.

HansBiomed Polynomial Regression Price Forecast For the 27th of November

Given 90 days horizon, the Polynomial Regression forecasted value of HansBiomed on the next trading day is expected to be 7,314 with a mean absolute deviation of 284.22, mean absolute percentage error of 128,651, and the sum of the absolute errors of 17,622.
Please note that although there have been many attempts to predict HansBiomed 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 HansBiomed's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

HansBiomed Stock Forecast Pattern

Backtest HansBiomedHansBiomed Price PredictionBuy or Sell Advice 

HansBiomed Forecasted Value

In the context of forecasting HansBiomed'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. HansBiomed's downside and upside margins for the forecasting period are 7,312 and 7,317, respectively. We have considered HansBiomed'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
7,710
7,314
Expected Value
7,317
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Polynomial Regression forecasting method's relative quality and the estimations of the prediction error of HansBiomed stock data series using in forecasting. Note that when a statistical model is used to represent HansBiomed 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 Criteria131.7132
BiasArithmetic mean of the errors None
MADMean absolute deviation284.218
MAPEMean absolute percentage error0.0328
SAESum of the absolute errors17621.5184
A single variable polynomial regression model attempts to put a curve through the HansBiomed historical price points. Mathematically, assuming the independent variable is X and the dependent variable is Y, this line can be indicated as: Y = a0 + a1*X + a2*X2 + a3*X3 + ... + am*Xm

Predictive Modules for HansBiomed

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as HansBiomed. 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
7,7077,7107,713
Details
Intrinsic
Valuation
LowRealHigh
7,1687,1708,481
Details
Bollinger
Band Projection (param)
LowMiddleHigh
6,7357,4888,241
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as HansBiomed. Your research has to be compared to or analyzed against HansBiomed's peers to derive any actionable benefits. When done correctly, HansBiomed'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 HansBiomed.

Other Forecasting Options for HansBiomed

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

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

HansBiomed 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 HansBiomed'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 HansBiomed's current price.

HansBiomed Market Strength Events

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

HansBiomed Risk Indicators

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

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

Moving together with HansBiomed Stock

  0.82302440 SK BiosciencePairCorr
  0.79054180 MEDICOXPairCorr

Moving against HansBiomed Stock

  0.69317530 CarriesoftPairCorr
  0.51088130 Dong A Eltek SplitPairCorr
  0.38058400 Korea New NetworkPairCorr
The ability to find closely correlated positions to HansBiomed could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace HansBiomed 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 HansBiomed - 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 HansBiomed to buy it.
The correlation of HansBiomed 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 HansBiomed moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if HansBiomed 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 HansBiomed 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 HansBiomed Stock

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