Mandala Multifinance Stock Forecast - Polynomial Regression

MFIN Stock  IDR 3,350  0.00  0.00%   
The Polynomial Regression forecasted value of Mandala Multifinance Tbk on the next trading day is expected to be 3,279 with a mean absolute deviation of 210.90 and the sum of the absolute errors of 12,865. Mandala Stock Forecast is based on your current time horizon.
  
Mandala Multifinance polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Mandala Multifinance Tbk as well as the accuracy indicators are determined from the period prices.

Mandala Multifinance Polynomial Regression Price Forecast For the 28th of November

Given 90 days horizon, the Polynomial Regression forecasted value of Mandala Multifinance Tbk on the next trading day is expected to be 3,279 with a mean absolute deviation of 210.90, mean absolute percentage error of 105,161, and the sum of the absolute errors of 12,865.
Please note that although there have been many attempts to predict Mandala 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 Mandala Multifinance's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Mandala Multifinance Stock Forecast Pattern

Backtest Mandala MultifinanceMandala Multifinance Price PredictionBuy or Sell Advice 

Mandala Multifinance Forecasted Value

In the context of forecasting Mandala Multifinance'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. Mandala Multifinance's downside and upside margins for the forecasting period are 3,271 and 3,287, respectively. We have considered Mandala Multifinance'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
3,350
3,279
Expected Value
3,287
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 Mandala Multifinance stock data series using in forecasting. Note that when a statistical model is used to represent Mandala Multifinance 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 Criteria129.6738
BiasArithmetic mean of the errors None
MADMean absolute deviation210.9046
MAPEMean absolute percentage error0.0849
SAESum of the absolute errors12865.1813
A single variable polynomial regression model attempts to put a curve through the Mandala Multifinance 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 Mandala Multifinance

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Mandala Multifinance Tbk. 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
3,3423,3503,358
Details
Intrinsic
Valuation
LowRealHigh
2,5542,5623,685
Details

Other Forecasting Options for Mandala Multifinance

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

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

Mandala Multifinance Tbk 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 Mandala Multifinance'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 Mandala Multifinance's current price.

Mandala Multifinance Market Strength Events

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

Mandala Multifinance Risk Indicators

The analysis of Mandala Multifinance'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 Mandala Multifinance's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting mandala 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 Mandala Stock

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