INDO TAMBANGRAYA Stock Forward View
| 3IB Stock | EUR 1.49 0.10 7.19% |
INDO TAMBANGRAYA's Naive Prediction reference data reflects the model's output when applied to available daily price observations. This page summarizes the model output and key accuracy metrics for reference. The projected value and error metrics are calculated from available daily price observations.
The Naive Prediction forecasted value of INDO TAMBANGRAYA MG on the next trading day is expected to be 1.42 with a mean absolute deviation of 0.03 and the sum of the absolute errors of 1.67.This model is not at all useful as a medium-long range forecasting tool of INDO TAMBANGRAYA MG. 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 INDO TAMBANGRAYA. 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. The Naive Prediction reference values for INDO TAMBANGRAYA are derived from publicly available price data and should be used for informational purposes only. Naive Prediction Price Forecast For the 27th of March
Given 90 days horizon, the Naive Prediction forecasted value of INDO TAMBANGRAYA MG on the next trading day is expected to be 1.42 with a mean absolute deviation of 0.03 , mean absolute percentage error of 0.0013 , and the sum of the absolute errors of 1.67 .Please note that although there have been many attempts to predict INDO Stock prices using its time series forecasting, we generally do not suggest using it to place bets in the real market. The most commonly used models for forecasting predictions are the autoregressive models, which specify that INDO TAMBANGRAYA's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Stock Forecast Pattern
| Backtest INDO TAMBANGRAYA | INDO TAMBANGRAYA Price Prediction | Research Analysis |
Forecasted Value
Forecasting INDO TAMBANGRAYA MG for the next session involves measuring the model's historical ability to define credible downside and upside scenarios. The current forecast range spans downside near 0.01 and upside near 3.26.
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 INDO TAMBANGRAYA stock data series using in forecasting. Note that when a statistical model is used to represent INDO TAMBANGRAYA 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 | 113.3065 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 0.0269 |
| MAPE | Mean absolute percentage error | 0.0218 |
| SAE | Sum of the absolute errors | 1.6705 |
Other Forecasting Options for INDO TAMBANGRAYA
Relative Strength Index values for INDO measure the speed and magnitude of recent price changes. Recognizing these clusters in INDO TAMBANGRAYA's returns helps calibrate position size and stop-loss levels. Candlestick pattern analysis of INDO Stock daily data can reveal short-term reversal or continuation signals.INDO TAMBANGRAYA Related Equities
These related stocks within the Materials space give benchmarks for judging INDO TAMBANGRAYA's results, margins, and growth trend. Key comparison metrics include price-to-earnings, profit margin, and revenue growth across INDO TAMBANGRAYA's peer group. Persistent outperformance or underperformance by specific peers relative to INDO TAMBANGRAYA often signals structural advantages or weaknesses.
| Risk & Return | Correlation |
INDO TAMBANGRAYA Market Strength Events
Market strength indicators provide a structured view of how INDO TAMBANGRAYA stock is positioned relative to trends. These indicators are valuable tools for identifying when to enter or exit positions in INDO TAMBANGRAYA MG. These signals help validate or refine position timing for INDO TAMBANGRAYA.
| Rate Of Daily Change | 1.07 | |||
| Day Median Price | 1.49 | |||
| Day Typical Price | 1.49 | |||
| Price Action Indicator | 0.05 | |||
| Period Momentum Indicator | 0.1 | |||
| Relative Strength Index | 87.53 |
INDO TAMBANGRAYA Risk Indicators
The analysis of INDO TAMBANGRAYA's risk metrics is one of the most important steps in projecting its future price. This process quantifies the risk associated with INDO TAMBANGRAYA's and helps determine how to manage it. A structured analysis of INDO TAMBANGRAYA's risk indicators is one of the most reliable ways to improve forecast accuracy.
| Mean Deviation | 1.01 | |||
| Standard Deviation | 1.78 | |||
| Variance | 3.16 |
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.
Story Coverage note for INDO TAMBANGRAYA
The amount of media and story coverage tied to INDO TAMBANGRAYA MG can signal where market attention is concentrating at the moment. The stronger process compares story flow with performance, theme classification, and the level of short-term market interest.
Other Macroaxis Stories
Macroaxis story coverage is designed for a broad investing audience that ranges from self-directed traders to advisers, researchers, and institutional market participants. The content is intended to support people who want a more structured path from headline information to portfolio action.
Story Categories
Currently Trending Categories
INDO TAMBANGRAYA Short Properties
Short-interest signals around INDO TAMBANGRAYA MG can help investors judge whether skeptical positioning is starting to pressure price predictability and market tone. Used correctly, these measures can help investors decide when hedging or timing discipline may matter more than conviction alone.
| Common Stock Shares Outstanding | 1.1 B | |
| Dividends Paid | -203.2 M |
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