LB Pharmaceuticals Stock Forward View - Triple Exponential Smoothing

LBRX Stock   23.92  -0.07  -0.29%   
The reference data on this page reflects Triple Exponential Smoothing output applied to LB Pharmaceuticals Common's historical daily closing prices. Forecast values and accuracy statistics are presented for informational purposes.
The Triple Exponential Smoothing forecasted value of LB Pharmaceuticals Common on the next trading day is expected to be 23.92 with a mean absolute deviation of 0.68 and the sum of the absolute errors of 40.16.As with simple exponential smoothing, in triple exponential smoothing models past LB Pharmaceuticals observations are given exponentially smaller weights as the observations get older. In other words, recent observations are given relatively more weight in forecasting than the older LB Pharmaceuticals Common observations. The forecast reference data presented here for LB Pharmaceuticals Common reflects Triple Exponential Smoothing model output and is intended as reference material for analytical use.
Triple exponential smoothing for LB Pharmaceuticals - also known as the Winters method - is a refinement of the popular double exponential smoothing model with the addition of periodicity (seasonality) component. Simple exponential smoothing technique works best with data where there are no trend or seasonality components to the data. When LB Pharmaceuticals 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 trend in LB Pharmaceuticals price movement. However, neither of these exponential smoothing models address any seasonality of LB Pharmaceuticals Common.

Triple Exponential Smoothing Price Forecast For the 21st of March

Given 90 days horizon, the Triple Exponential Smoothing forecasted value of LB Pharmaceuticals Common on the next trading day is expected to be 23.92 with a mean absolute deviation of 0.68 , mean absolute percentage error of 0.82 , and the sum of the absolute errors of 40.16 .
Please note that although there have been many attempts to predict LBRX 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 LB Pharmaceuticals' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Stock Forecast Pattern

Backtest LB Pharmaceuticals  LB Pharmaceuticals Price Prediction  Research Analysis  

Forecasted Value

Forecasting LB Pharmaceuticals Common for the next session involves measuring the model's historical ability to define credible downside and upside scenarios. Used properly, these levels provide context around forecast dispersion rather than certainty about the next closing print.
Market Value
23.92
23.92
Expected Value
28.02
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Triple Exponential Smoothing forecasting method's relative quality and the estimations of the prediction error of LB Pharmaceuticals stock data series using in forecasting. Note that when a statistical model is used to represent LB Pharmaceuticals 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.
AICAkaike Information CriteriaHuge
BiasArithmetic mean of the errors -0.1109
MADMean absolute deviation0.6807
MAPEMean absolute percentage error0.0301
SAESum of the absolute errors40.1607
As with simple exponential smoothing, in triple exponential smoothing models past LB Pharmaceuticals observations are given exponentially smaller weights as the observations get older. In other words, recent observations are given relatively more weight in forecasting than the older LB Pharmaceuticals Common observations.

Other Forecasting Options for LB Pharmaceuticals

Understanding LB Pharmaceuticals' price movement is a prerequisite for any investor considering LBRX as a position. LBRX Stock price charts are frequently cluttered with noise that can interfere with accurate interpretation.

LB Pharmaceuticals Related Equities

The following equities are related to LB Pharmaceuticals within the Health Care space and can be used for peer comparison, relative valuation, or portfolio diversification. Comparing LB Pharmaceuticals 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

LB Pharmaceuticals Market Strength Events

For traders and investors in LB Pharmaceuticals Common, market strength indicators offer a quantitative framework for evaluating the stock's responsiveness to market conditions. These tools help identify when trading LB Pharmaceuticals shares is most likely to generate favorable returns.

LB Pharmaceuticals Risk Indicators

Analyzing LB Pharmaceuticals' risk indicators provides a critical input for price forecasting and investment risk management. By quantifying the risk in LB Pharmaceuticals' investment, investors can make more informed decisions about their exposure and hedging strategies.
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 LB Pharmaceuticals

Story coverage around LB Pharmaceuticals Common often expands when market conditions, narrative momentum, or risk-adjusted performance make the security more visible to investors. The practical risk is that faster visibility can increase both interest and skepticism at the same time.

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.

LB Pharmaceuticals Short Properties

Short-interest signals around LB Pharmaceuticals Common 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 Outstanding3.5 M
Cash And Short Term Investments28 M

More Resources for LBRX Stock Analysis

A broader look at LB Pharmaceuticals Common comes from its financial reports and historical data. These measures show how earnings and operations are structured. The dataset reflects LB Pharmaceuticals' reporting across available periods. Highlighted below are reports that provide context for LB Pharmaceuticals Common Stock: