Telkom Indonesia Pink Sheet Forecast - 4 Period Moving Average

TLKMF Stock  USD 0.16  0.03  15.79%   
The 4 Period Moving Average forecasted value of Telkom Indonesia Tbk on the next trading day is expected to be 0.16 with a mean absolute deviation of 0 and the sum of the absolute errors of 0.19. Telkom Pink Sheet Forecast is based on your current time horizon. We recommend always using this module together with an analysis of Telkom Indonesia's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
A four-period moving average forecast model for Telkom Indonesia Tbk is based on an artificially constructed daily price series in which the value for a given day is replaced by the mean of that value and the values for four preceding and succeeding time periods. This model is best suited to forecast equities with high volatility.

Telkom Indonesia 4 Period Moving Average Price Forecast For the 23rd of November

Given 90 days horizon, the 4 Period Moving Average forecasted value of Telkom Indonesia Tbk on the next trading day is expected to be 0.16 with a mean absolute deviation of 0, mean absolute percentage error of 0.000057, and the sum of the absolute errors of 0.19.
Please note that although there have been many attempts to predict Telkom Pink Sheet 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 Telkom Indonesia's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Telkom Indonesia Pink Sheet Forecast Pattern

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Telkom Indonesia Forecasted Value

In the context of forecasting Telkom Indonesia's Pink Sheet 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. Telkom Indonesia's downside and upside margins for the forecasting period are 0 and 3.26, respectively. We have considered Telkom Indonesia'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
0.16
0.16
Expected Value
3.26
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the 4 Period Moving Average forecasting method's relative quality and the estimations of the prediction error of Telkom Indonesia pink sheet data series using in forecasting. Note that when a statistical model is used to represent Telkom Indonesia pink sheet, 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 Criteria100.9791
BiasArithmetic mean of the errors 9.0E-4
MADMean absolute deviation0.0034
MAPEMean absolute percentage error0.0204
SAESum of the absolute errors0.195
The four period moving average method has an advantage over other forecasting models in that it does smooth out peaks and troughs in a set of daily price observations of Telkom Indonesia. However, it also has several disadvantages. In particular this model does not produce an actual prediction equation for Telkom Indonesia Tbk and therefore, it cannot be a useful forecasting tool for medium or long range price predictions

Predictive Modules for Telkom Indonesia

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Telkom Indonesia Tbk. Regardless of method or technology, however, to accurately forecast the pink sheet market is more a matter of luck rather than a particular technique. Nevertheless, trying to predict the pink sheet 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
0.010.163.26
Details
Intrinsic
Valuation
LowRealHigh
0.010.143.24
Details

Other Forecasting Options for Telkom Indonesia

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

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

Telkom Indonesia Tbk Technical and Predictive Analytics

The pink sheet market is financially volatile. Despite the volatility, there exist limitless possibilities of gaining profits and building passive income portfolios. With the complexity of Telkom Indonesia'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 Telkom Indonesia's current price.

Telkom Indonesia Market Strength Events

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

Telkom Indonesia Risk Indicators

The analysis of Telkom Indonesia'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 Telkom Indonesia's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting telkom pink sheet 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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Additional Information and Resources on Investing in Telkom Pink Sheet

When determining whether Telkom Indonesia Tbk is a good investment, qualitative aspects like company management, corporate governance, and ethical practices play a significant role. A comparison with peer companies also provides context and helps to understand if Telkom Pink Sheet is undervalued or overvalued. This multi-faceted approach, blending both quantitative and qualitative analysis, forms a solid foundation for making an informed investment decision about Telkom Indonesia Tbk Stock. Highlighted below are key reports to facilitate an investment decision about Telkom Indonesia Tbk Stock:
Check out Historical Fundamental Analysis of Telkom Indonesia to cross-verify your projections.
You can also try the USA ETFs module to find actively traded Exchange Traded Funds (ETF) in USA.
Please note, there is a significant difference between Telkom Indonesia's value and its price as these two are different measures arrived at by different means. Investors typically determine if Telkom Indonesia is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Telkom Indonesia's price is the amount at which it trades on the open market and represents the number that a seller and buyer find agreeable to each party.