Wahana Pronatural Stock Forecast - Simple Moving Average

WAPO Stock  IDR 94.00  1.00  1.08%   
The Simple Moving Average forecasted value of Wahana Pronatural on the next trading day is expected to be 94.00 with a mean absolute deviation of 1.39 and the sum of the absolute errors of 83.50. Wahana Stock Forecast is based on your current time horizon.
  
A two period moving average forecast for Wahana Pronatural is based on an daily price series in which the stock price on a given day is replaced by the mean of that price and the preceding price. This model is best suited to price patterns experiencing average volatility.

Wahana Pronatural Simple Moving Average Price Forecast For the 15th of December 2024

Given 90 days horizon, the Simple Moving Average forecasted value of Wahana Pronatural on the next trading day is expected to be 94.00 with a mean absolute deviation of 1.39, mean absolute percentage error of 4.70, and the sum of the absolute errors of 83.50.
Please note that although there have been many attempts to predict Wahana 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 Wahana Pronatural's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Wahana Pronatural Stock Forecast Pattern

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Wahana Pronatural Forecasted Value

In the context of forecasting Wahana Pronatural'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. Wahana Pronatural's downside and upside margins for the forecasting period are 91.81 and 96.19, respectively. We have considered Wahana Pronatural'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
94.00
94.00
Expected Value
96.19
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Simple Moving Average forecasting method's relative quality and the estimations of the prediction error of Wahana Pronatural stock data series using in forecasting. Note that when a statistical model is used to represent Wahana Pronatural 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 Criteria117.8193
BiasArithmetic mean of the errors 0.1917
MADMean absolute deviation1.3917
MAPEMean absolute percentage error0.0144
SAESum of the absolute errors83.5
The simple moving average model is conceptually a linear regression of the current value of Wahana Pronatural price series against current and previous (unobserved) value of Wahana Pronatural. In time series analysis, the simple moving-average model is a very common approach for modeling univariate price series models including forecasting prices into the future

Predictive Modules for Wahana Pronatural

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Wahana Pronatural. 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
91.7994.0096.21
Details
Intrinsic
Valuation
LowRealHigh
77.8080.01103.40
Details
Bollinger
Band Projection (param)
LowMiddleHigh
91.1993.2195.24
Details

Other Forecasting Options for Wahana Pronatural

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

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

Wahana Pronatural 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 Wahana Pronatural'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 Wahana Pronatural's current price.

Wahana Pronatural Market Strength Events

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

Wahana Pronatural Risk Indicators

The analysis of Wahana Pronatural'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 Wahana Pronatural's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting wahana 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 Wahana Stock

Wahana Pronatural financial ratios help investors to determine whether Wahana 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 Wahana with respect to the benefits of owning Wahana Pronatural security.