Awanbiru Technology Stock Forecast - Polynomial Regression

5204 Stock   0.31  0.01  3.13%   
The Polynomial Regression forecasted value of Awanbiru Technology Bhd on the next trading day is expected to be 0.30 with a mean absolute deviation of 0.01 and the sum of the absolute errors of 0.62. Awanbiru Stock Forecast is based on your current time horizon.
  
Awanbiru Technology polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Awanbiru Technology Bhd as well as the accuracy indicators are determined from the period prices.

Awanbiru Technology Polynomial Regression Price Forecast For the 23rd of November

Given 90 days horizon, the Polynomial Regression forecasted value of Awanbiru Technology Bhd on the next trading day is expected to be 0.30 with a mean absolute deviation of 0.01, mean absolute percentage error of 0.0002, and the sum of the absolute errors of 0.62.
Please note that although there have been many attempts to predict Awanbiru 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 Awanbiru Technology's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Awanbiru Technology Stock Forecast Pattern

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Awanbiru Technology Forecasted Value

In the context of forecasting Awanbiru Technology'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. Awanbiru Technology's downside and upside margins for the forecasting period are 0 and 3.11, respectively. We have considered Awanbiru Technology'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
0.31
0.30
Expected Value
3.11
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 Awanbiru Technology stock data series using in forecasting. Note that when a statistical model is used to represent Awanbiru Technology 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 Criteria109.4358
BiasArithmetic mean of the errors None
MADMean absolute deviation0.0102
MAPEMean absolute percentage error0.0296
SAESum of the absolute errors0.6223
A single variable polynomial regression model attempts to put a curve through the Awanbiru Technology 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 Awanbiru Technology

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Awanbiru Technology Bhd. 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
0.020.313.12
Details
Intrinsic
Valuation
LowRealHigh
0.010.283.09
Details

Other Forecasting Options for Awanbiru Technology

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

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

Awanbiru Technology Bhd 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 Awanbiru Technology'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 Awanbiru Technology's current price.

Awanbiru Technology Market Strength Events

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

Awanbiru Technology Risk Indicators

The analysis of Awanbiru Technology'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 Awanbiru Technology's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting awanbiru 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.

Also Currently Popular

Analyzing currently trending equities could be an opportunity to develop a better portfolio based on different market momentums that they can trigger. Utilizing the top trending stocks is also useful when creating a market-neutral strategy or pair trading technique involving a short or a long position in a currently trending equity.

Other Information on Investing in Awanbiru Stock

Awanbiru Technology financial ratios help investors to determine whether Awanbiru 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 Awanbiru with respect to the benefits of owning Awanbiru Technology security.