Arwana Citramulia Stock Forecast - Simple Exponential Smoothing

ARNA Stock  IDR 735.00  10.00  1.34%   
The Simple Exponential Smoothing forecasted value of Arwana Citramulia Tbk on the next trading day is expected to be 735.00 with a mean absolute deviation of 6.23 and the sum of the absolute errors of 380.00. Arwana Stock Forecast is based on your current time horizon.
  
Arwana Citramulia simple exponential smoothing forecast is a very popular model used to produce a smoothed price series. Whereas in simple Moving Average models the past observations for Arwana Citramulia Tbk are weighted equally, Exponential Smoothing assigns exponentially decreasing weights as Arwana Citramulia Tbk prices get older.

Arwana Citramulia Simple Exponential Smoothing Price Forecast For the 24th of November

Given 90 days horizon, the Simple Exponential Smoothing forecasted value of Arwana Citramulia Tbk on the next trading day is expected to be 735.00 with a mean absolute deviation of 6.23, mean absolute percentage error of 98.36, and the sum of the absolute errors of 380.00.
Please note that although there have been many attempts to predict Arwana 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 Arwana Citramulia's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Arwana Citramulia Stock Forecast Pattern

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Arwana Citramulia Forecasted Value

In the context of forecasting Arwana Citramulia'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. Arwana Citramulia's downside and upside margins for the forecasting period are 733.62 and 736.38, respectively. We have considered Arwana Citramulia'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
735.00
733.62
Downside
735.00
Expected Value
736.38
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Simple Exponential Smoothing forecasting method's relative quality and the estimations of the prediction error of Arwana Citramulia stock data series using in forecasting. Note that when a statistical model is used to represent Arwana Citramulia 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 Criteria122.6991
BiasArithmetic mean of the errors -0.6557
MADMean absolute deviation6.2295
MAPEMean absolute percentage error0.0087
SAESum of the absolute errors380.0
This simple exponential smoothing model begins by setting Arwana Citramulia Tbk forecast for the second period equal to the observation of the first period. In other words, recent Arwana Citramulia observations are given relatively more weight in forecasting than the older observations.

Predictive Modules for Arwana Citramulia

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Arwana Citramulia 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
733.62735.00736.38
Details
Intrinsic
Valuation
LowRealHigh
726.12727.50808.50
Details
Bollinger
Band Projection (param)
LowMiddleHigh
732.24741.67751.09
Details

Other Forecasting Options for Arwana Citramulia

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

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

Arwana Citramulia 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 Arwana Citramulia'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 Arwana Citramulia's current price.

Arwana Citramulia Market Strength Events

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

Arwana Citramulia Risk Indicators

The analysis of Arwana Citramulia'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 Arwana Citramulia's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting arwana 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 Arwana Stock

Arwana Citramulia financial ratios help investors to determine whether Arwana 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 Arwana with respect to the benefits of owning Arwana Citramulia security.