Smartfren Telecom Stock Forecast - Simple Regression
| FREN Stock | IDR 23.00 1.00 4.17% |
The Simple Regression forecasted value of Smartfren Telecom Tbk on the next trading day is expected to be 24.74 with a mean absolute deviation of 0.77 and the sum of the absolute errors of 47.11. Smartfren Stock Forecast is based on your current time horizon.
Smartfren |
Smartfren Telecom Simple Regression Price Forecast For the 16th of December 2024
Given 90 days horizon, the Simple Regression forecasted value of Smartfren Telecom Tbk on the next trading day is expected to be 24.74 with a mean absolute deviation of 0.77, mean absolute percentage error of 0.94, and the sum of the absolute errors of 47.11.Please note that although there have been many attempts to predict Smartfren 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 Smartfren Telecom's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Smartfren Telecom Stock Forecast Pattern
| Backtest Smartfren Telecom | Smartfren Telecom Price Prediction | Buy or Sell Advice |
Smartfren Telecom Forecasted Value
In the context of forecasting Smartfren Telecom'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. Smartfren Telecom's downside and upside margins for the forecasting period are 21.13 and 28.34, respectively. We have considered Smartfren Telecom'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.
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 Smartfren Telecom stock data series using in forecasting. Note that when a statistical model is used to represent Smartfren Telecom 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.| AIC | Akaike Information Criteria | 118.0538 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 0.7723 |
| MAPE | Mean absolute percentage error | 0.0295 |
| SAE | Sum of the absolute errors | 47.1127 |
Predictive Modules for Smartfren Telecom
There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Smartfren Telecom 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.Other Forecasting Options for Smartfren Telecom
For every potential investor in Smartfren, whether a beginner or expert, Smartfren Telecom's price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. Smartfren Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in Smartfren. Basic forecasting techniques help filter out the noise by identifying Smartfren Telecom's price trends.Smartfren Telecom 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 Smartfren Telecom stock to make a market-neutral strategy. Peer analysis of Smartfren Telecom could also be used in its relative valuation, which is a method of valuing Smartfren Telecom by comparing valuation metrics with similar companies.
| Risk & Return | Correlation |
Smartfren Telecom 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 Smartfren Telecom'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 Smartfren Telecom's current price.| Cycle Indicators | ||
| Math Operators | ||
| Math Transform | ||
| Momentum Indicators | ||
| Overlap Studies | ||
| Pattern Recognition | ||
| Price Transform | ||
| Statistic Functions | ||
| Volatility Indicators | ||
| Volume Indicators |
Smartfren Telecom Market Strength Events
Market strength indicators help investors to evaluate how Smartfren Telecom stock reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading Smartfren Telecom shares will generate the highest return on investment. By undertsting and applying Smartfren Telecom stock market strength indicators, traders can identify Smartfren Telecom Tbk entry and exit signals to maximize returns.
Smartfren Telecom Risk Indicators
The analysis of Smartfren Telecom'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 Smartfren Telecom's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting smartfren 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.
| Mean Deviation | 2.74 | |||
| Standard Deviation | 3.7 | |||
| Variance | 13.71 |
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 ArchitectOther Information on Investing in Smartfren Stock
Smartfren Telecom financial ratios help investors to determine whether Smartfren 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 Smartfren with respect to the benefits of owning Smartfren Telecom security.