KOSES CoLtd Stock Forecast - Polynomial Regression

089890 Stock  KRW 7,120  300.00  4.04%   
The Polynomial Regression forecasted value of KOSES CoLtd on the next trading day is expected to be 6,437 with a mean absolute deviation of 317.22 and the sum of the absolute errors of 19,350. KOSES Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast KOSES CoLtd stock prices and determine the direction of KOSES CoLtd's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of KOSES CoLtd's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
KOSES CoLtd polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for KOSES CoLtd as well as the accuracy indicators are determined from the period prices.

KOSES CoLtd Polynomial Regression Price Forecast For the 29th of November

Given 90 days horizon, the Polynomial Regression forecasted value of KOSES CoLtd on the next trading day is expected to be 6,437 with a mean absolute deviation of 317.22, mean absolute percentage error of 135,928, and the sum of the absolute errors of 19,350.
Please note that although there have been many attempts to predict KOSES 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 KOSES CoLtd's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

KOSES CoLtd Stock Forecast Pattern

Backtest KOSES CoLtdKOSES CoLtd Price PredictionBuy or Sell Advice 

KOSES CoLtd Forecasted Value

In the context of forecasting KOSES CoLtd'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. KOSES CoLtd's downside and upside margins for the forecasting period are 6,434 and 6,440, respectively. We have considered KOSES CoLtd'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
7,120
6,437
Expected Value
6,440
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 KOSES CoLtd stock data series using in forecasting. Note that when a statistical model is used to represent KOSES CoLtd 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 Criteria129.9304
BiasArithmetic mean of the errors None
MADMean absolute deviation317.2177
MAPEMean absolute percentage error0.0369
SAESum of the absolute errors19350.2817
A single variable polynomial regression model attempts to put a curve through the KOSES CoLtd 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 KOSES CoLtd

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as KOSES CoLtd. 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
7,1177,1207,123
Details
Intrinsic
Valuation
LowRealHigh
6,6296,6327,832
Details
Bollinger
Band Projection (param)
LowMiddleHigh
6,7077,4218,135
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as KOSES CoLtd. Your research has to be compared to or analyzed against KOSES CoLtd's peers to derive any actionable benefits. When done correctly, KOSES CoLtd'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 KOSES CoLtd.

Other Forecasting Options for KOSES CoLtd

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

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

KOSES CoLtd 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 KOSES CoLtd'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 KOSES CoLtd's current price.

KOSES CoLtd Market Strength Events

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

KOSES CoLtd Risk Indicators

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

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

Moving together with KOSES Stock

  0.92108320 LX SemiconPairCorr
  0.97064760 Tokai Carbon KoreaPairCorr
  0.81137400 People TechnologyPairCorr
  0.96166090 Hana MaterialsPairCorr

Moving against KOSES Stock

  0.73030200 KT CorporationPairCorr
The ability to find closely correlated positions to KOSES CoLtd could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace KOSES CoLtd 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 KOSES CoLtd - 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 KOSES CoLtd to buy it.
The correlation of KOSES CoLtd 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 KOSES CoLtd moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if KOSES CoLtd 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 KOSES CoLtd 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 KOSES Stock

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