Darma Henwa Stock Forecast - 20 Period Moving Average

DEWA Stock  IDR 106.00  8.00  7.02%   
The 20 Period Moving Average forecasted value of Darma Henwa Tbk on the next trading day is expected to be 110.90 with a mean absolute deviation of 11.97 and the sum of the absolute errors of 490.60. Darma Stock Forecast is based on your current time horizon.
  
A commonly used 20-period moving average forecast model for Darma Henwa Tbk is based on a synthetically constructed Darma Henwadaily price series in which the value for a trading day is replaced by the mean of that value and the values for 20 of preceding and succeeding time periods. This model is best suited for price series data that changes over time.

Darma Henwa 20 Period Moving Average Price Forecast For the 3rd of December

Given 90 days horizon, the 20 Period Moving Average forecasted value of Darma Henwa Tbk on the next trading day is expected to be 110.90 with a mean absolute deviation of 11.97, mean absolute percentage error of 228.47, and the sum of the absolute errors of 490.60.
Please note that although there have been many attempts to predict Darma 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 Darma Henwa's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Darma Henwa Stock Forecast Pattern

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Darma Henwa Forecasted Value

In the context of forecasting Darma Henwa'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. Darma Henwa's downside and upside margins for the forecasting period are 105.42 and 116.38, respectively. We have considered Darma Henwa'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
106.00
105.42
Downside
110.90
Expected Value
116.38
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the 20 Period Moving Average forecasting method's relative quality and the estimations of the prediction error of Darma Henwa stock data series using in forecasting. Note that when a statistical model is used to represent Darma Henwa 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 Criteria86.7844
BiasArithmetic mean of the errors -11.2829
MADMean absolute deviation11.9659
MAPEMean absolute percentage error0.1154
SAESum of the absolute errors490.6
The eieght-period moving average method has an advantage over other forecasting models in that it does smooth out peaks and valleys in a set of daily observations. Darma Henwa Tbk 20-period moving average forecast can only be used reliably to predict one or two periods into the future.

Predictive Modules for Darma Henwa

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Darma Henwa 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
100.52106.00111.48
Details
Intrinsic
Valuation
LowRealHigh
81.0486.52116.60
Details
Bollinger
Band Projection (param)
LowMiddleHigh
83.39107.92132.44
Details

Other Forecasting Options for Darma Henwa

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

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

Darma Henwa 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 Darma Henwa'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 Darma Henwa's current price.

Darma Henwa Market Strength Events

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

Darma Henwa Risk Indicators

The analysis of Darma Henwa'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 Darma Henwa's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting darma 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 Darma Stock

Darma Henwa financial ratios help investors to determine whether Darma 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 Darma with respect to the benefits of owning Darma Henwa security.