Budi Starch Stock Forecast - Polynomial Regression

BUDI Stock  IDR 234.00  2.00  0.86%   
The Polynomial Regression forecasted value of Budi Starch Sweetener on the next trading day is expected to be 226.90 with a mean absolute deviation of 1.82 and the sum of the absolute errors of 110.83. Budi Stock Forecast is based on your current time horizon.
  
Budi Starch polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Budi Starch Sweetener as well as the accuracy indicators are determined from the period prices.

Budi Starch Polynomial Regression Price Forecast For the 30th of November

Given 90 days horizon, the Polynomial Regression forecasted value of Budi Starch Sweetener on the next trading day is expected to be 226.90 with a mean absolute deviation of 1.82, mean absolute percentage error of 5.63, and the sum of the absolute errors of 110.83.
Please note that although there have been many attempts to predict Budi 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 Budi Starch's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Budi Starch Stock Forecast Pattern

Backtest Budi StarchBudi Starch Price PredictionBuy or Sell Advice 

Budi Starch Forecasted Value

In the context of forecasting Budi Starch'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. Budi Starch's downside and upside margins for the forecasting period are 225.86 and 227.95, respectively. We have considered Budi Starch'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
234.00
225.86
Downside
226.90
Expected Value
227.95
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 Budi Starch stock data series using in forecasting. Note that when a statistical model is used to represent Budi Starch 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 Criteria119.8381
BiasArithmetic mean of the errors None
MADMean absolute deviation1.8168
MAPEMean absolute percentage error0.0079
SAESum of the absolute errors110.8256
A single variable polynomial regression model attempts to put a curve through the Budi Starch 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 Budi Starch

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Budi Starch Sweetener. 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
230.96232.00233.04
Details
Intrinsic
Valuation
LowRealHigh
229.96231.00232.04
Details

Other Forecasting Options for Budi Starch

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

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

Budi Starch Sweetener 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 Budi Starch'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 Budi Starch's current price.

Budi Starch Market Strength Events

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

Budi Starch Risk Indicators

The analysis of Budi Starch'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 Budi Starch's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting budi 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 Budi Stock

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