SOUP RESTAURANT Stock Forecast - Polynomial Regression

SR6 Stock  EUR 0.06  0.00  0.00%   
The Polynomial Regression forecasted value of SOUP RESTAURANT GRP on the next trading day is expected to be 0.05 with a mean absolute deviation of  0  and the sum of the absolute errors of 0.07. SOUP Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast SOUP RESTAURANT stock prices and determine the direction of SOUP RESTAURANT GRP's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of SOUP RESTAURANT's historical fundamentals, such as revenue growth or operating cash flow patterns.
Check out Historical Fundamental Analysis of SOUP RESTAURANT to cross-verify your projections.
  
Most investors in SOUP RESTAURANT 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 SOUP RESTAURANT's time series price data and predict how it will affect future prices. One of these methodologies is forecasting, which interprets SOUP RESTAURANT's price structures and extracts relationships that further increase the generated results' accuracy.
SOUP RESTAURANT polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for SOUP RESTAURANT GRP as well as the accuracy indicators are determined from the period prices.

SOUP RESTAURANT Polynomial Regression Price Forecast For the 20th of April

Given 90 days horizon, the Polynomial Regression forecasted value of SOUP RESTAURANT GRP on the next trading day is expected to be 0.05 with a mean absolute deviation of 0, mean absolute percentage error of 0.00000197, and the sum of the absolute errors of 0.07.
Please note that although there have been many attempts to predict SOUP 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 SOUP RESTAURANT's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

SOUP RESTAURANT Stock Forecast Pattern

Backtest SOUP RESTAURANTSOUP RESTAURANT Price PredictionBuy or Sell Advice 

SOUP RESTAURANT Forecasted Value

In the context of forecasting SOUP RESTAURANT'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. SOUP RESTAURANT's downside and upside margins for the forecasting period are 0.0006 and 2.09, respectively. We have considered SOUP RESTAURANT'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.
Market Value
0.06
0.0006
Downside
0.05
Expected Value
2.09
Upside

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 SOUP RESTAURANT stock data series using in forecasting. Note that when a statistical model is used to represent SOUP RESTAURANT 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 Criteria104.9734
BiasArithmetic mean of the errors None
MADMean absolute deviation0.0011
MAPEMean absolute percentage error0.0212
SAESum of the absolute errors0.0685
A single variable polynomial regression model attempts to put a curve through the SOUP RESTAURANT historical price points. Mathematically, assuming the independent variable is X and the dependent variable is Y, this line can be indicated as: Y = a0 + a1*X + a2*X2 + a3*X3 + ... + am*Xm

Predictive Modules for SOUP RESTAURANT

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as SOUP RESTAURANT GRP. 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.
Sophisticated investors, who have witnessed many market ups and downs, anticipate that the market will even out over time. This tendency of SOUP RESTAURANT's 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.
Hype
Prediction
LowEstimatedHigh
0.000.062.13
Details
Intrinsic
Valuation
LowRealHigh
0.000.052.12
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as SOUP RESTAURANT. Your research has to be compared to or analyzed against SOUP RESTAURANT's peers to derive any actionable benefits. When done correctly, SOUP RESTAURANT's competitive analysis will give you plenty of quantitative and qualitative data to validate your investment decisions or develop an entirely new strategy toward taking a position in SOUP RESTAURANT GRP.

Other Forecasting Options for SOUP RESTAURANT

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

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

SOUP RESTAURANT GRP 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 SOUP RESTAURANT'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 SOUP RESTAURANT's current price.

SOUP RESTAURANT Market Strength Events

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

SOUP RESTAURANT Risk Indicators

The analysis of SOUP RESTAURANT'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 SOUP RESTAURANT's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting soup 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.
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 SOUP RESTAURANT 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, SOUP RESTAURANT's short interest history, or implied volatility extrapolated from SOUP RESTAURANT options trading.

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Check out Historical Fundamental Analysis of SOUP RESTAURANT to cross-verify your projections.
Note that the SOUP RESTAURANT GRP information on this page should be used as a complementary analysis to other SOUP RESTAURANT's 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 Watchlist Optimization module to optimize watchlists to build efficient portfolios or rebalance existing positions based on the mean-variance optimization algorithm.

Complementary Tools for SOUP Stock analysis

When running SOUP RESTAURANT's price analysis, check to measure SOUP RESTAURANT's 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 SOUP RESTAURANT is operating at the current time. Most of SOUP RESTAURANT's value examination focuses on studying past and present price action to predict the probability of SOUP RESTAURANT's future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move SOUP RESTAURANT's price. Additionally, you may evaluate how the addition of SOUP RESTAURANT to your portfolios can decrease your overall portfolio volatility.
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Please note, there is a significant difference between SOUP RESTAURANT's value and its price as these two are different measures arrived at by different means. Investors typically determine if SOUP RESTAURANT is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, SOUP RESTAURANT's 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.