Lifeway Foods Stock Forecast - Polynomial Regression
| LWAY Stock | USD 12.35 0.52 4.40% |
Lifeway Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Lifeway Foods stock prices and determine the direction of Lifeway Foods's future trends based on various well-known forecasting models. However, solely looking at the historical price movement is usually misleading. Macroaxis recommends to always use this module together with analysis of Lifeway Foods historical fundamentals such as revenue growth or operating cash flow patterns. Although Lifeway Foods naive historical forecasting may sometimes provide an important future outlook for the firm we recommend to always cross-verify it against solid analysis of Lifeway Foods systematic risk associated with finding meaningful patterns of Lifeway Foods fundamentals over time.
Check out Historical Fundamental Analysis of Lifeway Foods to cross-verify your projections. For more information on how to buy Lifeway Stock please use our How to Invest in Lifeway Foods guide.Lifeway |
Most investors in Lifeway Foods cannot accurately predict what will happen the next trading day because, historically, stock markets tend to be unpredictable and even illogical. Modeling turbulent structures requires applying different statistical methods, techniques, and algorithms to find hidden data structures or patterns within the Lifeway Foods' time series price data and predict how it will affect future prices. One of these methodologies is forecasting, which interprets Lifeway Foods' price structures and extracts relationships that further increase the generated results' accuracy.
Lifeway Foods polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Lifeway Foods as well as the accuracy indicators are determined from the period prices. Lifeway Foods Polynomial Regression Price Forecast For the 22nd of September
Given 90 days horizon, the Polynomial Regression forecasted value of Lifeway Foods on the next trading day is expected to be 12.48 with a mean absolute deviation of 0.42, mean absolute percentage error of 0.30, and the sum of the absolute errors of 25.40.Please note that although there have been many attempts to predict Lifeway 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 Lifeway Foods' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Lifeway Foods Stock Forecast Pattern
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Lifeway Foods Forecasted Value
In the context of forecasting Lifeway Foods' 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. Lifeway Foods' downside and upside margins for the forecasting period are 7.99 and 16.98, respectively. We have considered Lifeway Foods' 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 Polynomial Regression forecasting method's relative quality and the estimations of the prediction error of Lifeway Foods stock data series using in forecasting. Note that when a statistical model is used to represent Lifeway Foods 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 | 116.896 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 0.4164 |
| MAPE | Mean absolute percentage error | 0.053 |
| SAE | Sum of the absolute errors | 25.3995 |
Predictive Modules for Lifeway Foods
There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Lifeway Foods. Regardless of method or technology, however, to accurately forecast the stock or bond 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.Sophisticated investors, who have witnessed many market ups and downs, frequently view the market will even out over time. This tendency of Lifeway Foods' price to converge to an average value over time is called mean reversion. However, historically, high market prices usually discourage investors that believe in mean reversion to invest, while low prices are viewed as an opportunity to buy. Please use the tools below to analyze the current value of Lifeway Foods in the context of predictive analytics.
Other Forecasting Options for Lifeway Foods
For every potential investor in Lifeway, whether a beginner or expert, Lifeway Foods' price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. Lifeway Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in Lifeway. Basic forecasting techniques help filter out the noise by identifying Lifeway Foods' price trends.Lifeway Foods 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 Lifeway Foods stock to make a market-neutral strategy. Peer analysis of Lifeway Foods could also be used in its relative valuation, which is a method of valuing Lifeway Foods by comparing valuation metrics with similar companies.
| Risk & Return | Correlation |
Lifeway Foods 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 Lifeway Foods' 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 Lifeway Foods' current price.| Cycle Indicators | ||
| Math Operators | ||
| Math Transform | ||
| Momentum Indicators | ||
| Overlap Studies | ||
| Pattern Recognition | ||
| Price Transform | ||
| Statistic Functions | ||
| Volatility Indicators | ||
| Volume Indicators |
Lifeway Foods Risk Indicators
The analysis of Lifeway Foods' basic risk indicators is one of the essential steps in helping accuretelly forecast its future price. The process involves identifying the amount of risk involved in Lifeway Foods' investment and either accepting that risk or mitigating it. Along with some funamental techniques of forecasting Lifeway Foods stock price, 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 | 3.25 | |||
| Semi Deviation | 2.36 | |||
| Standard Deviation | 4.5 | |||
| Variance | 20.27 | |||
| Downside Variance | 7.99 | |||
| Semi Variance | 5.57 | |||
| Expected Short fall | (4.23) |
Please note, the risk measures we provide can be used independently or collectively to perform a risk assessment. When comparing two potential stock investments, we recommend comparing similar equities with homogenous growth potential and valuation from related markets to determine which investment holds the most risk.
Some investors attempt to determine whether the market's mood is bullish or bearish by monitoring changes in market sentiment. Unlike more traditional methods such as technical analysis, investor sentiment usually refers to the aggregate attitude towards Lifeway Foods in the overall investment community. So, suppose investors can accurately measure the market's sentiment. In that case, they can use it for their benefit. For example, some tools to gauge market sentiment could be utilized using contrarian indexes, Lifeway Foods' short interest history, or implied volatility extrapolated from Lifeway Foods options trading.
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Check out Historical Fundamental Analysis of Lifeway Foods to cross-verify your projections. For more information on how to buy Lifeway Stock please use our How to Invest in Lifeway Foods guide. Note that the Lifeway Foods information on this page should be used as a complementary analysis to other Lifeway Foods' statistical models used to find the right mix of equity instruments to add to your existing portfolios or create a brand new portfolio. You can also try the Portfolio Backtesting module to avoid under-diversification and over-optimization by backtesting your portfolios.
Complementary Tools for Lifeway Stock analysis
When running Lifeway Foods' price analysis, check to measure Lifeway Foods' market volatility, profitability, liquidity, solvency, efficiency, growth potential, financial leverage, and other vital indicators. We have many different tools that can be utilized to determine how healthy Lifeway Foods is operating at the current time. Most of Lifeway Foods' value examination focuses on studying past and present price action to predict the probability of Lifeway Foods' future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move Lifeway Foods' price. Additionally, you may evaluate how the addition of Lifeway Foods to your portfolios can decrease your overall portfolio volatility.
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Is Lifeway Foods' industry 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 Lifeway Foods. If investors know Lifeway 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 Lifeway Foods listed above have to be considered, but the key to understanding future value is determining which factors weigh more heavily than others.
Quarterly Earnings Growth 26.069 | Earnings Share 0.36 | Revenue Per Share 10.077 | Quarterly Revenue Growth 0.171 | Return On Assets 0.0828 |
The market value of Lifeway Foods is measured differently than its book value, which is the value of Lifeway that is recorded on the company's balance sheet. Investors also form their own opinion of Lifeway Foods' value that differs from its market value or its book value, called intrinsic value, which is Lifeway Foods' 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 Lifeway Foods' market value can be influenced by many factors that don't directly affect Lifeway Foods' 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 Lifeway Foods' value and its price as these two are different measures arrived at by different means. Investors typically determine if Lifeway Foods is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Lifeway Foods' 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.
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