Kalbe Farma Pink Sheet Forecast - Naive Prediction

Kalbe Farma Additional Predictive Modules

Most predictive techniques to examine Kalbe price help traders to determine how to time the market. We provide a combination of tools to recognize potential entry and exit points for Kalbe using various technical indicators. When you analyze Kalbe charts, please remember that the event formation may indicate an entry point for a short seller, and look at other indicators across different periods to confirm that a breakdown or reversion is likely to occur. A naive forecasting model for Kalbe Farma is a special case of the moving average forecasting where the number of periods used for smoothing is one. Therefore, the forecast of Kalbe Farma Tbk value for a given trading day is simply the observed value for the previous period. Due to the simplistic nature of the naive forecasting model, it can only be used to forecast up to one period.

Kalbe Farma Naive Prediction Price Forecast For the 14th of January 2026

Given 90 days horizon, the Naive Prediction forecasted value of Kalbe Farma Tbk on the next trading day is expected to be 14.59 with a mean absolute deviation of 0.64, mean absolute percentage error of 0.56, and the sum of the absolute errors of 38.81.

Kalbe Farma Pink Sheet Forecast Pattern

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Kalbe Farma Price Prediction

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Kalbe Farma Forecasted Value

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Naive Prediction forecasting method's relative quality and the estimations of the prediction error of Kalbe Farma pink sheet data series using in forecasting. Note that when a statistical model is used to represent Kalbe Farma 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. This model is not at all useful as a medium-long range forecasting tool of Kalbe Farma Tbk. This model is simplistic and is included partly for completeness and partly because of its simplicity. It is unlikely that you'll want to use this model directly to predict Kalbe Farma. Instead, consider using either the moving average model or the more general weighted moving average model with a higher (i.e., greater than 1) number of periods, and possibly a different set of weights.

Predictive Modules for Kalbe Farma

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Kalbe Farma 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 Low Estimated High 9.49 14.11 18.73 Details

Intrinsic Valuation Low Real High 7.26 11.88 16.50 Details

Please note, it is not enough to conduct a financial or market analysis of a single entity such as Kalbe Farma. Your research has to be compared to or analyzed against Kalbe Farma's peers to derive any actionable benefits. When done correctly, Kalbe Farma's competitive analysis will give you plenty of quantitative and qualitative data to validate your investment decisions or develop an entirely new strategy toward taking a position in Kalbe Farma Tbk.

Other Forecasting Options for Kalbe Farma

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

Kalbe Farma Related Equities

Risk & Return

Correlation

Kalbe Farma 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 Kalbe Farma'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 Kalbe Farma's current price.

Kalbe Farma Market Strength Events

Kalbe Farma Risk Indicators

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Analyzing currently trending equities could be an opportunity to develop a better portfolio based on different market momentums that they can trigger. Utilizing the top trending stocks is also useful when creating a market-neutral strategy or pair trading technique involving a short or a long position in a currently trending equity.

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