Bumi Benowo Stock Forecast - Polynomial Regression
| BBSS Stock | IDR 195.00 2.00 1.04% |
The Polynomial Regression forecasted value of Bumi Benowo Sukses on the next trading day is expected to be 174.99 with a mean absolute deviation of 6.59 and the sum of the absolute errors of 402.27. Bumi Stock Forecast is based on your current time horizon.
Bumi |
Bumi Benowo Polynomial Regression Price Forecast For the 23rd of November
Given 90 days horizon, the Polynomial Regression forecasted value of Bumi Benowo Sukses on the next trading day is expected to be 174.99 with a mean absolute deviation of 6.59, mean absolute percentage error of 64.32, and the sum of the absolute errors of 402.27.Please note that although there have been many attempts to predict Bumi 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 Bumi Benowo's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Bumi Benowo Stock Forecast Pattern
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Bumi Benowo Forecasted Value
In the context of forecasting Bumi Benowo'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. Bumi Benowo's downside and upside margins for the forecasting period are 171.81 and 178.17, respectively. We have considered Bumi Benowo'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.
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 Bumi Benowo stock data series using in forecasting. Note that when a statistical model is used to represent Bumi Benowo 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.| AIC | Akaike Information Criteria | 122.2744 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 6.5946 |
| MAPE | Mean absolute percentage error | 0.0331 |
| SAE | Sum of the absolute errors | 402.2712 |
Predictive Modules for Bumi Benowo
There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Bumi Benowo Sukses. 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.Other Forecasting Options for Bumi Benowo
For every potential investor in Bumi, whether a beginner or expert, Bumi Benowo's price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. Bumi Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in Bumi. Basic forecasting techniques help filter out the noise by identifying Bumi Benowo's price trends.Bumi Benowo 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 Bumi Benowo stock to make a market-neutral strategy. Peer analysis of Bumi Benowo could also be used in its relative valuation, which is a method of valuing Bumi Benowo by comparing valuation metrics with similar companies.
| Risk & Return | Correlation |
Bumi Benowo Sukses 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 Bumi Benowo'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 Bumi Benowo's current price.| Cycle Indicators | ||
| Math Operators | ||
| Math Transform | ||
| Momentum Indicators | ||
| Overlap Studies | ||
| Pattern Recognition | ||
| Price Transform | ||
| Statistic Functions | ||
| Volatility Indicators | ||
| Volume Indicators |
Bumi Benowo Market Strength Events
Market strength indicators help investors to evaluate how Bumi Benowo stock reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading Bumi Benowo shares will generate the highest return on investment. By undertsting and applying Bumi Benowo stock market strength indicators, traders can identify Bumi Benowo Sukses entry and exit signals to maximize returns.
Bumi Benowo Risk Indicators
The analysis of Bumi Benowo'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 Bumi Benowo's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting bumi 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.
| Mean Deviation | 2.41 | |||
| Semi Deviation | 2.6 | |||
| Standard Deviation | 3.2 | |||
| Variance | 10.22 | |||
| Downside Variance | 9.04 | |||
| Semi Variance | 6.79 | |||
| Expected Short fall | (3.37) |
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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Bumi Benowo financial ratios help investors to determine whether Bumi 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 Bumi with respect to the benefits of owning Bumi Benowo security.