Telkom Indonesia Pink Sheet Forecast - Simple Regression

TLKMFDelisted Stock  USD 0.16  0.00  0.00%   
The Simple Regression forecasted value of Telkom Indonesia Tbk on the next trading day is expected to be 0.15 with a mean absolute deviation of 0.01 and the sum of the absolute errors of 0.45. 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.
  
Simple Regression model is a single variable regression model that attempts to put a straight line through Telkom Indonesia price points. This line is defined by its gradient or slope, and the point at which it intercepts the x-axis. Mathematically, assuming the independent variable is X and the dependent variable is Y, then this line can be represented as: Y = intercept + slope * X.

Telkom Indonesia Simple Regression Price Forecast For the 22nd of March

Given 90 days horizon, the Simple Regression forecasted value of Telkom Indonesia Tbk on the next trading day is expected to be 0.15 with a mean absolute deviation of 0.01, mean absolute percentage error of 0.000088, and the sum of the absolute errors of 0.45.
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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Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Simple Regression 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 Criteria108.7743
BiasArithmetic mean of the errors None
MADMean absolute deviation0.0074
MAPEMean absolute percentage error0.0427
SAESum of the absolute errors0.4493
In general, regression methods applied to historical equity returns or prices series is an area of active research. In recent decades, new methods have been developed for robust regression of price series such as Telkom Indonesia Tbk historical returns. These new methods are regression involving correlated responses such as growth curves and different regression methods accommodating various types of missing data.

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
0.010.161.44
Details
Intrinsic
Valuation
LowRealHigh
0.010.141.42
Details

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 Risk & Return  Correlation

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.

Currently Active Assets on Macroaxis

Check out World Market Map to better understand how to build diversified portfolios. Also, note that the market value of any company could be closely tied with the direction of predictive economic indicators such as signals in population.
You can also try the Correlation Analysis module to reduce portfolio risk simply by holding instruments which are not perfectly correlated.

Other Consideration for investing in Telkom Pink Sheet

If you are still planning to invest in Telkom Indonesia Tbk check if it may still be traded through OTC markets such as Pink Sheets or OTC Bulletin Board. You may also purchase it directly from the company, but this is not always possible and may require contacting the company directly. Please note that delisted stocks are often considered to be more risky investments, as they are no longer subject to the same regulatory and reporting requirements as listed stocks. Therefore, it is essential to carefully research the Telkom Indonesia's history and understand the potential risks before investing.
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