Maeil Dairies Stock Forecast - Polynomial Regression

267980 Stock  KRW 34,800  150.00  0.43%   
The Polynomial Regression forecasted value of Maeil Dairies Co on the next trading day is expected to be 33,951 with a mean absolute deviation of 483.41 and the sum of the absolute errors of 29,488. Maeil Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Maeil Dairies stock prices and determine the direction of Maeil Dairies Co's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Maeil Dairies' historical fundamentals, such as revenue growth or operating cash flow patterns.
  
Maeil Dairies polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Maeil Dairies Co as well as the accuracy indicators are determined from the period prices.

Maeil Dairies Polynomial Regression Price Forecast For the 18th of December 2024

Given 90 days horizon, the Polynomial Regression forecasted value of Maeil Dairies Co on the next trading day is expected to be 33,951 with a mean absolute deviation of 483.41, mean absolute percentage error of 378,035, and the sum of the absolute errors of 29,488.
Please note that although there have been many attempts to predict Maeil 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 Maeil Dairies' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Maeil Dairies Stock Forecast Pattern

Backtest Maeil DairiesMaeil Dairies Price PredictionBuy or Sell Advice 

Maeil Dairies Forecasted Value

In the context of forecasting Maeil Dairies' 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. Maeil Dairies' downside and upside margins for the forecasting period are 33,950 and 33,952, respectively. We have considered Maeil Dairies' 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
34,800
33,950
Downside
33,951
Expected Value
33,952
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 Maeil Dairies stock data series using in forecasting. Note that when a statistical model is used to represent Maeil Dairies 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 Criteria130.9532
BiasArithmetic mean of the errors None
MADMean absolute deviation483.4085
MAPEMean absolute percentage error0.013
SAESum of the absolute errors29487.9195
A single variable polynomial regression model attempts to put a curve through the Maeil Dairies 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 Maeil Dairies

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Maeil Dairies. 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
34,79934,80034,801
Details
Intrinsic
Valuation
LowRealHigh
28,18728,18838,280
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as Maeil Dairies. Your research has to be compared to or analyzed against Maeil Dairies' peers to derive any actionable benefits. When done correctly, Maeil Dairies' 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 Maeil Dairies.

Other Forecasting Options for Maeil Dairies

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

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

Maeil Dairies 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 Maeil Dairies' 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 Maeil Dairies' current price.

Maeil Dairies Market Strength Events

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

Maeil Dairies Risk Indicators

The analysis of Maeil Dairies' 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 Maeil Dairies' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting maeil 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 Maeil Dairies

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

Moving together with Maeil Stock

  0.73088910 Dongwoo Farm ToPairCorr
The ability to find closely correlated positions to Maeil Dairies could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Maeil Dairies 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 Maeil Dairies - 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 Maeil Dairies Co to buy it.
The correlation of Maeil Dairies 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 Maeil Dairies moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Maeil Dairies 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 Maeil Dairies 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 Maeil Stock

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