Byrna Technologies Stock Forecast - Triple Exponential Smoothing

BYRN Stock  USD 19.05  0.97  4.85%   
The Triple Exponential Smoothing forecasted value of Byrna Technologies on the next trading day is expected to be 19.11 with a mean absolute deviation of 0.80 and the sum of the absolute errors of 47.01. Byrna Stock Forecast is based on your current time horizon. Although Byrna Technologies' naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of Byrna Technologies' systematic risk associated with finding meaningful patterns of Byrna Technologies fundamentals over time.
  
At this time, Byrna Technologies' Inventory Turnover is very stable compared to the past year. As of the 29th of November 2024, Payables Turnover is likely to grow to 6.86, while Receivables Turnover is likely to drop 7.19. . As of the 29th of November 2024, Common Stock Shares Outstanding is likely to grow to about 26.5 M, while Net Loss is likely to drop (7.5 M).
Triple exponential smoothing for Byrna Technologies - 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 Byrna Technologies 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 Byrna Technologies price movement. However, neither of these exponential smoothing models address any seasonality of Byrna Technologies.

Byrna Technologies Triple Exponential Smoothing Price Forecast For the 30th of November

Given 90 days horizon, the Triple Exponential Smoothing forecasted value of Byrna Technologies on the next trading day is expected to be 19.11 with a mean absolute deviation of 0.80, mean absolute percentage error of 1.04, and the sum of the absolute errors of 47.01.
Please note that although there have been many attempts to predict Byrna 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 Byrna Technologies' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Byrna Technologies Stock Forecast Pattern

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Byrna Technologies Forecasted Value

In the context of forecasting Byrna Technologies' 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. Byrna Technologies' downside and upside margins for the forecasting period are 11.81 and 26.42, respectively. We have considered Byrna Technologies' 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.
Market Value
19.05
19.11
Expected Value
26.42
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 Byrna Technologies stock data series using in forecasting. Note that when a statistical model is used to represent Byrna Technologies 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 -0.1214
MADMean absolute deviation0.7968
MAPEMean absolute percentage error0.0475
SAESum of the absolute errors47.0101
As with simple exponential smoothing, in triple exponential smoothing models past Byrna Technologies 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 Byrna Technologies observations.

Predictive Modules for Byrna Technologies

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Byrna Technologies. 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.
Hype
Prediction
LowEstimatedHigh
11.6118.9226.23
Details
Intrinsic
Valuation
LowRealHigh
6.2913.6020.91
Details
Bollinger
Band Projection (param)
LowMiddleHigh
13.5817.8322.07
Details
4 Analysts
Consensus
LowTargetHigh
8.088.889.86
Details

Other Forecasting Options for Byrna Technologies

For every potential investor in Byrna, whether a beginner or expert, Byrna Technologies' price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. Byrna Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in Byrna. Basic forecasting techniques help filter out the noise by identifying Byrna Technologies' price trends.

Byrna Technologies 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 Byrna Technologies stock to make a market-neutral strategy. Peer analysis of Byrna Technologies could also be used in its relative valuation, which is a method of valuing Byrna Technologies by comparing valuation metrics with similar companies.
 Risk & Return  Correlation

Byrna Technologies 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 Byrna Technologies' 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 Byrna Technologies' current price.

Byrna Technologies Market Strength Events

Market strength indicators help investors to evaluate how Byrna Technologies stock reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading Byrna Technologies shares will generate the highest return on investment. By undertsting and applying Byrna Technologies stock market strength indicators, traders can identify Byrna Technologies entry and exit signals to maximize returns.

Byrna Technologies Risk Indicators

The analysis of Byrna Technologies' 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 Byrna Technologies' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting byrna 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.
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.
When determining whether Byrna Technologies offers a strong return on investment in its stock, a comprehensive analysis is essential. The process typically begins with a thorough review of Byrna Technologies' financial statements, including income statements, balance sheets, and cash flow statements, to assess its financial health. Key financial ratios are used to gauge profitability, efficiency, and growth potential of Byrna Technologies Stock. Outlined below are crucial reports that will aid in making a well-informed decision on Byrna Technologies Stock:
Check out Historical Fundamental Analysis of Byrna Technologies to cross-verify your projections.
To learn how to invest in Byrna Stock, please use our How to Invest in Byrna Technologies guide.
You can also try the Commodity Directory module to find actively traded commodities issued by global exchanges.
Is Industrial Machinery & Supplies & Components space expected to grow? Or is there an opportunity to expand the business' product line in the future? Factors like these will boost the valuation of Byrna Technologies. If investors know Byrna will grow in the future, the company's valuation will be higher. The financial industry is built on trying to define current growth potential and future valuation accurately. All the valuation information about Byrna Technologies listed above have to be considered, but the key to understanding future value is determining which factors weigh more heavily than others.
Earnings Share
0.11
Revenue Per Share
3.281
Quarterly Revenue Growth
1.943
Return On Assets
0.0197
Return On Equity
0.0528
The market value of Byrna Technologies is measured differently than its book value, which is the value of Byrna that is recorded on the company's balance sheet. Investors also form their own opinion of Byrna Technologies' value that differs from its market value or its book value, called intrinsic value, which is Byrna Technologies' true underlying value. Investors use various methods to calculate intrinsic value and buy a stock when its market value falls below its intrinsic value. Because Byrna Technologies' market value can be influenced by many factors that don't directly affect Byrna Technologies' underlying business (such as a pandemic or basic market pessimism), market value can vary widely from intrinsic value.
Please note, there is a significant difference between Byrna Technologies' value and its price as these two are different measures arrived at by different means. Investors typically determine if Byrna Technologies is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Byrna Technologies' price is the amount at which it trades on the open market and represents the number that a seller and buyer find agreeable to each party.