Phapros Tbk Stock Forecast - Triple Exponential Smoothing

PEHA Stock  IDR 304.00  4.00  1.33%   
The Triple Exponential Smoothing forecasted value of Phapros Tbk PT on the next trading day is expected to be 303.76 with a mean absolute deviation of 5.23 and the sum of the absolute errors of 308.64. Phapros Stock Forecast is based on your current time horizon.
  
Triple exponential smoothing for Phapros Tbk - 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 Phapros Tbk 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 Phapros Tbk price movement. However, neither of these exponential smoothing models address any seasonality of Phapros Tbk PT.

Phapros Tbk Triple Exponential Smoothing Price Forecast For the 3rd of December

Given 90 days horizon, the Triple Exponential Smoothing forecasted value of Phapros Tbk PT on the next trading day is expected to be 303.76 with a mean absolute deviation of 5.23, mean absolute percentage error of 60.69, and the sum of the absolute errors of 308.64.
Please note that although there have been many attempts to predict Phapros 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 Phapros Tbk's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Phapros Tbk Stock Forecast Pattern

Backtest Phapros TbkPhapros Tbk Price PredictionBuy or Sell Advice 

Phapros Tbk Forecasted Value

In the context of forecasting Phapros Tbk'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. Phapros Tbk's downside and upside margins for the forecasting period are 301.64 and 305.89, respectively. We have considered Phapros Tbk'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
304.00
301.64
Downside
303.76
Expected Value
305.89
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 Phapros Tbk stock data series using in forecasting. Note that when a statistical model is used to represent Phapros Tbk 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 0.242
MADMean absolute deviation5.2312
MAPEMean absolute percentage error0.0152
SAESum of the absolute errors308.6412
As with simple exponential smoothing, in triple exponential smoothing models past Phapros Tbk 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 Phapros Tbk PT observations.

Predictive Modules for Phapros Tbk

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Phapros Tbk PT. 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
299.88302.00304.12
Details
Intrinsic
Valuation
LowRealHigh
268.78270.90332.20
Details
Bollinger
Band Projection (param)
LowMiddleHigh
261.59345.94430.30
Details

Other Forecasting Options for Phapros Tbk

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

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

Phapros Tbk PT 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 Phapros Tbk'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 Phapros Tbk's current price.

Phapros Tbk Market Strength Events

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

Phapros Tbk Risk Indicators

The analysis of Phapros Tbk'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 Phapros Tbk's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting phapros 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.

Building efficient market-beating portfolios requires time, education, and a lot of computing power!

The Portfolio Architect is an AI-driven system that provides multiple benefits to our users by leveraging cutting-edge machine learning algorithms, statistical analysis, and predictive modeling to automate the process of asset selection and portfolio construction, saving time and reducing human error for individual and institutional investors.

Try AI Portfolio Architect

Other Information on Investing in Phapros Stock

Phapros Tbk financial ratios help investors to determine whether Phapros 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 Phapros with respect to the benefits of owning Phapros Tbk security.