LPS Brasil Stock Forward View - Double Exponential Smoothing
| LPSB3 Stock | BRL 1.79 -0.03 -1.65% |
This page provides reference data for LPS Brasil using Double Exponential Smoothing forecasting. The projected value and error metrics are calculated from available daily price observations.
The Double Exponential Smoothing forecasted value of LPS Brasil on the next trading day is expected to be 1.77 with a mean absolute deviation of 0.06 and the sum of the absolute errors of 3.44.When LPS Brasil prices exhibit either an increasing or decreasing trend over time, simple exponential smoothing forecasts tend to lag behind observations. Double exponential smoothing is designed to address this type of data series by taking into account any LPS Brasil trend in the prices. So in double exponential smoothing past observations are given exponentially smaller weights as the observations get older. In other words, recent LPS Brasil observations are given relatively more weight in forecasting than the older observations. This Double Exponential Smoothing reference page for LPS Brasil presents model-generated projections from historical price data for informational purposes. Double Exponential Smoothing Price Forecast For the 19th of March
Given 90 days horizon, the Double Exponential Smoothing forecasted value of LPS Brasil on the next trading day is expected to be 1.77 with a mean absolute deviation of 0.06 , mean absolute percentage error of 0.01 , and the sum of the absolute errors of 3.44 .Please note that although there have been many attempts to predict LPS 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 LPS Brasil's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Stock Forecast Pattern
| Backtest LPS Brasil | LPS Brasil Price Prediction | Research Analysis |
Forecasted Value
The next-day forecast for LPS Brasil focuses on identifying predictive downside and upside bands that can frame a realistic trading range. At the moment, the model places downside around 0.02 and upside around 5.52 for the forecasting period.
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 LPS Brasil stock data series using in forecasting. Note that when a statistical model is used to represent LPS Brasil 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 | -0.0101 |
| MAD | Mean absolute deviation | 0.0582 |
| MAPE | Mean absolute percentage error | 0.0328 |
| SAE | Sum of the absolute errors | 3.4358 |
Other Forecasting Options for LPS Brasil
For investors considering LPS, LPS Brasil's price movement is the most direct driver of investment returns. Noise in LPS Stock price charts can make identifying meaningful trends difficult without dedicated analytical tools.LPS Brasil Related Equities
The following equities are related to LPS Brasil within the Real Estate space and can be used for peer comparison, relative valuation, or portfolio diversification. Comparing LPS Brasil against peers on metrics such as P/E, margins, and return on equity helps contextualize its positioning and identify relative strengths or weaknesses.
| Risk & Return | Correlation |
LPS Brasil Market Strength Events
Market strength indicators for LPS Brasil provide investors with a view of how the stock performs across different market environments. By analyzing these indicators, traders can determine the best moments to enter or exit positions in LPS Brasil .
LPS Brasil Risk Indicators
A structured analysis of LPS Brasil's risk indicators is one of the most reliable ways to improve the accuracy of price forecasts. Understanding the risk embedded in LPS Brasil's allows investors to decide whether to accept, reduce, or hedge their exposure.
| Mean Deviation | 2.93 | |||
| Standard Deviation | 3.7 | |||
| Variance | 13.68 |
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 LPS Brasil
The amount of media and story coverage tied to LPS Brasil can signal where market attention is concentrating at the moment. Used properly, this context can help investors judge whether visibility is reinforcing the thesis or attracting more speculative pressure.
Other Macroaxis Stories
Macroaxis publishes story content for a diverse readership that includes finance students, independent investors, money managers, and market-focused operating teams. What connects that audience is a focus on building stronger portfolios through better research, risk awareness, and comparative analysis.
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LPS Brasil Short Properties
Short-interest signals around LPS Brasil can help investors judge whether skeptical positioning is starting to pressure price predictability and market tone. A disciplined short-interest review can make timing decisions more informed under rising skepticism.
| Common Stock Shares Outstanding | 141 M | |
| Cash And Short Term Investments | 111.9 M |
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