PAM Mineral Stock Forecast - Double Exponential Smoothing
NICL Stock | 296.00 10.00 3.27% |
The Double Exponential Smoothing forecasted value of PAM Mineral Tbk on the next trading day is expected to be 296.73 with a mean absolute deviation of 4.95 and the sum of the absolute errors of 297.16. PAM Stock Forecast is based on your current time horizon.
PAM |
PAM Mineral Double Exponential Smoothing Price Forecast For the 1st of December
Given 90 days horizon, the Double Exponential Smoothing forecasted value of PAM Mineral Tbk on the next trading day is expected to be 296.73 with a mean absolute deviation of 4.95, mean absolute percentage error of 53.24, and the sum of the absolute errors of 297.16.Please note that although there have been many attempts to predict PAM 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 PAM Mineral's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
PAM Mineral Stock Forecast Pattern
Backtest PAM Mineral | PAM Mineral Price Prediction | Buy or Sell Advice |
PAM Mineral Forecasted Value
In the context of forecasting PAM Mineral'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. PAM Mineral's downside and upside margins for the forecasting period are 294.33 and 299.14, respectively. We have considered PAM Mineral'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 Double Exponential Smoothing forecasting method's relative quality and the estimations of the prediction error of PAM Mineral stock data series using in forecasting. Note that when a statistical model is used to represent PAM Mineral 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 | Huge |
Bias | Arithmetic mean of the errors | -1.2631 |
MAD | Mean absolute deviation | 4.9527 |
MAPE | Mean absolute percentage error | 0.0174 |
SAE | Sum of the absolute errors | 297.1635 |
Predictive Modules for PAM Mineral
There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as PAM Mineral 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 PAM Mineral
For every potential investor in PAM, whether a beginner or expert, PAM Mineral's price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. PAM Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in PAM. Basic forecasting techniques help filter out the noise by identifying PAM Mineral's price trends.PAM Mineral 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 PAM Mineral stock to make a market-neutral strategy. Peer analysis of PAM Mineral could also be used in its relative valuation, which is a method of valuing PAM Mineral by comparing valuation metrics with similar companies.
Risk & Return | Correlation |
PAM Mineral 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 PAM Mineral'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 PAM Mineral's current price.Cycle Indicators | ||
Math Operators | ||
Math Transform | ||
Momentum Indicators | ||
Overlap Studies | ||
Pattern Recognition | ||
Price Transform | ||
Statistic Functions | ||
Volatility Indicators | ||
Volume Indicators |
PAM Mineral Market Strength Events
Market strength indicators help investors to evaluate how PAM Mineral stock reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading PAM Mineral shares will generate the highest return on investment. By undertsting and applying PAM Mineral stock market strength indicators, traders can identify PAM Mineral Tbk entry and exit signals to maximize returns.
PAM Mineral Risk Indicators
The analysis of PAM Mineral'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 PAM Mineral's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting pam 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 | 1.85 | |||
Semi Deviation | 1.74 | |||
Standard Deviation | 2.55 | |||
Variance | 6.51 | |||
Downside Variance | 4.43 | |||
Semi Variance | 3.04 | |||
Expected Short fall | (2.92) |
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 PAM Stock
PAM Mineral financial ratios help investors to determine whether PAM 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 PAM with respect to the benefits of owning PAM Mineral security.