Bayan Resources Stock Forecast - Naive Prediction

BYAN Stock  IDR 19,575  25.00  0.13%   
The Naive Prediction forecasted value of Bayan Resources Tbk on the next trading day is expected to be 20,237 with a mean absolute deviation of 145.66 and the sum of the absolute errors of 9,031. Bayan Stock Forecast is based on your current time horizon.
  
A naive forecasting model for Bayan Resources is a special case of the moving average forecasting where the number of periods used for smoothing is one. Therefore, the forecast of Bayan Resources Tbk value for a given trading day is simply the observed value for the previous period. Due to the simplistic nature of the naive forecasting model, it can only be used to forecast up to one period.

Bayan Resources Naive Prediction Price Forecast For the 1st of December

Given 90 days horizon, the Naive Prediction forecasted value of Bayan Resources Tbk on the next trading day is expected to be 20,237 with a mean absolute deviation of 145.66, mean absolute percentage error of 42,792, and the sum of the absolute errors of 9,031.
Please note that although there have been many attempts to predict Bayan 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 Bayan Resources' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Bayan Resources Stock Forecast Pattern

Backtest Bayan ResourcesBayan Resources Price PredictionBuy or Sell Advice 

Bayan Resources Forecasted Value

In the context of forecasting Bayan Resources' 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. Bayan Resources' downside and upside margins for the forecasting period are 20,236 and 20,239, respectively. We have considered Bayan Resources' 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
19,575
20,236
Downside
20,237
Expected Value
20,239
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Naive Prediction forecasting method's relative quality and the estimations of the prediction error of Bayan Resources stock data series using in forecasting. Note that when a statistical model is used to represent Bayan Resources 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 Criteria130.6125
BiasArithmetic mean of the errors None
MADMean absolute deviation145.6595
MAPEMean absolute percentage error0.0083
SAESum of the absolute errors9030.89
This model is not at all useful as a medium-long range forecasting tool of Bayan Resources Tbk. This model is simplistic and is included partly for completeness and partly because of its simplicity. It is unlikely that you'll want to use this model directly to predict Bayan Resources. Instead, consider using either the moving average model or the more general weighted moving average model with a higher (i.e., greater than 1) number of periods, and possibly a different set of weights.

Predictive Modules for Bayan Resources

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Bayan Resources 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
19,57419,57519,576
Details
Intrinsic
Valuation
LowRealHigh
15,85415,85621,532
Details
Bollinger
Band Projection (param)
LowMiddleHigh
17,39118,84220,294
Details

Other Forecasting Options for Bayan Resources

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

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

Bayan Resources 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 Bayan Resources' 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 Bayan Resources' current price.

Bayan Resources Market Strength Events

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

Bayan Resources Risk Indicators

The analysis of Bayan Resources' 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 Bayan Resources' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting bayan 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 Bayan Stock

Bayan Resources financial ratios help investors to determine whether Bayan 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 Bayan with respect to the benefits of owning Bayan Resources security.