Wahana Inti Stock Forecast - Triple Exponential Smoothing

NASI Stock   88.00  1.00  1.12%   
The Triple Exponential Smoothing forecasted value of Wahana Inti MakmurTbk on the next trading day is expected to be 88.17 with a mean absolute deviation of 2.32 and the sum of the absolute errors of 139.31. Wahana Stock Forecast is based on your current time horizon.
  
Triple exponential smoothing for Wahana Inti - also known as the Winters method - is a refinement of the popular double exponential smoothing model with the addition of periodicity (seasonality) component. Simple exponential smoothing technique works best with data where there are no trend or seasonality components to the data. When Wahana Inti prices exhibit either an increasing or decreasing trend over time, simple exponential smoothing forecasts tend to lag behind observations. Double exponential smoothing is designed to address this type of data series by taking into account any trend in Wahana Inti price movement. However, neither of these exponential smoothing models address any seasonality of Wahana Inti MakmurTbk.

Wahana Inti Triple Exponential Smoothing Price Forecast For the 14th of December 2024

Given 90 days horizon, the Triple Exponential Smoothing forecasted value of Wahana Inti MakmurTbk on the next trading day is expected to be 88.17 with a mean absolute deviation of 2.32, mean absolute percentage error of 12.61, and the sum of the absolute errors of 139.31.
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 Inti's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Wahana Inti Stock Forecast Pattern

Backtest Wahana IntiWahana Inti Price PredictionBuy or Sell Advice 

Wahana Inti Forecasted Value

In the context of forecasting Wahana Inti'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 Inti's downside and upside margins for the forecasting period are 84.03 and 92.31, respectively. We have considered Wahana Inti'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
88.00
88.17
Expected Value
92.31
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Triple Exponential Smoothing forecasting method's relative quality and the estimations of the prediction error of Wahana Inti stock data series using in forecasting. Note that when a statistical model is used to represent Wahana Inti 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 CriteriaHuge
BiasArithmetic mean of the errors 0.3456
MADMean absolute deviation2.3218
MAPEMean absolute percentage error0.0263
SAESum of the absolute errors139.3073
As with simple exponential smoothing, in triple exponential smoothing models past Wahana Inti observations are given exponentially smaller weights as the observations get older. In other words, recent observations are given relatively more weight in forecasting than the older Wahana Inti MakmurTbk observations.

Predictive Modules for Wahana Inti

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 Inti MakmurTbk. 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
83.8688.0092.14
Details
Intrinsic
Valuation
LowRealHigh
71.0475.1896.80
Details
Bollinger
Band Projection (param)
LowMiddleHigh
77.9087.0596.19
Details

Other Forecasting Options for Wahana Inti

For every potential investor in Wahana, whether a beginner or expert, Wahana Inti'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 Inti's price trends.

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

Wahana Inti MakmurTbk 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 Inti'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 Inti's current price.

Wahana Inti Market Strength Events

Market strength indicators help investors to evaluate how Wahana Inti 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 Inti shares will generate the highest return on investment. By undertsting and applying Wahana Inti stock market strength indicators, traders can identify Wahana Inti MakmurTbk entry and exit signals to maximize returns.

Wahana Inti Risk Indicators

The analysis of Wahana Inti'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 Inti'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 Inti 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 Inti security.