Medikaloka Hermina Stock Forecast - Polynomial Regression

HEAL Stock  IDR 1,470  85.00  6.14%   
The Polynomial Regression forecasted value of Medikaloka Hermina PT on the next trading day is expected to be 1,417 with a mean absolute deviation of 28.84 and the sum of the absolute errors of 1,759. Medikaloka Stock Forecast is based on your current time horizon.
  
Medikaloka Hermina polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Medikaloka Hermina PT as well as the accuracy indicators are determined from the period prices.

Medikaloka Hermina Polynomial Regression Price Forecast For the 30th of November

Given 90 days horizon, the Polynomial Regression forecasted value of Medikaloka Hermina PT on the next trading day is expected to be 1,417 with a mean absolute deviation of 28.84, mean absolute percentage error of 1,302, and the sum of the absolute errors of 1,759.
Please note that although there have been many attempts to predict Medikaloka 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 Medikaloka Hermina's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Medikaloka Hermina Stock Forecast Pattern

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Medikaloka Hermina Forecasted Value

In the context of forecasting Medikaloka Hermina'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. Medikaloka Hermina's downside and upside margins for the forecasting period are 1,415 and 1,419, respectively. We have considered Medikaloka Hermina'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
1,470
1,417
Expected Value
1,419
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 Medikaloka Hermina stock data series using in forecasting. Note that when a statistical model is used to represent Medikaloka Hermina 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 Criteria125.2824
BiasArithmetic mean of the errors None
MADMean absolute deviation28.8436
MAPEMean absolute percentage error0.0202
SAESum of the absolute errors1759.4584
A single variable polynomial regression model attempts to put a curve through the Medikaloka Hermina 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 Medikaloka Hermina

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Medikaloka Hermina. 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
1,4681,4701,472
Details
Intrinsic
Valuation
LowRealHigh
1,2171,2191,617
Details

Other Forecasting Options for Medikaloka Hermina

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

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

Medikaloka Hermina 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 Medikaloka Hermina'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 Medikaloka Hermina's current price.

Medikaloka Hermina Market Strength Events

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

Medikaloka Hermina Risk Indicators

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

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Other Information on Investing in Medikaloka Stock

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