Escalade Incorporated Stock Forecast - Polynomial Regression

ESCA Stock  USD 13.73  0.34  2.42%   
The Polynomial Regression forecasted value of Escalade Incorporated on the next trading day is expected to be 14.16 with a mean absolute deviation of  0.30  and the sum of the absolute errors of 18.20. Escalade Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Escalade Incorporated stock prices and determine the direction of Escalade Incorporated's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Escalade Incorporated's historical fundamentals, such as revenue growth or operating cash flow patterns.
Check out Historical Fundamental Analysis of Escalade Incorporated to cross-verify your projections.
For information on how to trade Escalade Stock refer to our How to Trade Escalade Stock guide.
  
Most investors in Escalade Incorporated 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 Escalade Incorporated's time series price data and predict how it will affect future prices. One of these methodologies is forecasting, which interprets Escalade Incorporated's price structures and extracts relationships that further increase the generated results' accuracy.
Escalade Incorporated polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Escalade Incorporated as well as the accuracy indicators are determined from the period prices.

Escalade Incorporated Polynomial Regression Price Forecast For the 20th of April

Given 90 days horizon, the Polynomial Regression forecasted value of Escalade Incorporated on the next trading day is expected to be 14.16 with a mean absolute deviation of 0.30, mean absolute percentage error of 0.17, and the sum of the absolute errors of 18.20.
Please note that although there have been many attempts to predict Escalade 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 Escalade Incorporated's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Escalade Incorporated Stock Forecast Pattern

Backtest Escalade IncorporatedEscalade Incorporated Price PredictionBuy or Sell Advice 

Escalade Incorporated Forecasted Value

In the context of forecasting Escalade Incorporated'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. Escalade Incorporated's downside and upside margins for the forecasting period are 10.80 and 17.52, respectively. We have considered Escalade Incorporated'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
13.73
14.16
Expected Value
17.52
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 Escalade Incorporated stock data series using in forecasting. Note that when a statistical model is used to represent Escalade Incorporated 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 Criteria116.3125
BiasArithmetic mean of the errors None
MADMean absolute deviation0.2984
MAPEMean absolute percentage error0.0205
SAESum of the absolute errors18.2029
A single variable polynomial regression model attempts to put a curve through the Escalade Incorporated 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 Escalade Incorporated

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Escalade Incorporated. 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 Escalade Incorporated'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
10.3113.7017.09
Details
Intrinsic
Valuation
LowRealHigh
12.4515.8419.23
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as Escalade Incorporated. Your research has to be compared to or analyzed against Escalade Incorporated's peers to derive any actionable benefits. When done correctly, Escalade Incorporated'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 Escalade Incorporated.

Other Forecasting Options for Escalade Incorporated

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

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

Escalade Incorporated 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 Escalade Incorporated'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 Escalade Incorporated's current price.

Escalade Incorporated Market Strength Events

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

Escalade Incorporated Risk Indicators

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

Pair Trading with Escalade Incorporated

One of the main advantages of trading using pair correlations is that every trade hedges away some risk. Because there are two separate transactions required, even if Escalade Incorporated position performs unexpectedly, the other equity can make up some of the losses. Pair trading also minimizes risk from directional movements in the market. For example, if an entire industry or sector drops because of unexpected headlines, the short position in Escalade Incorporated will appreciate offsetting losses from the drop in the long position's value.

Moving against Escalade Stock

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The ability to find closely correlated positions to Escalade Incorporated could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Escalade Incorporated when you sell it. If you don't do this, your portfolio allocation will be skewed against your target asset allocation. So, investors can't just sell and buy back Escalade Incorporated - that would be a violation of the tax code under the "wash sale" rule, and this is why you need to find a similar enough asset and use the proceeds from selling Escalade Incorporated to buy it.
The correlation of Escalade Incorporated is a statistical measure of how it moves in relation to other instruments. This measure is expressed in what is known as the correlation coefficient, which ranges between -1 and +1. A perfect positive correlation (i.e., a correlation coefficient of +1) implies that as Escalade Incorporated moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Escalade Incorporated moves in either direction, the perfectly negatively correlated security will move in the opposite direction. If the correlation is 0, the equities are not correlated; they are entirely random. A correlation greater than 0.8 is generally described as strong, whereas a correlation less than 0.5 is generally considered weak.
Correlation analysis and pair trading evaluation for Escalade Incorporated can also be used as hedging techniques within a particular sector or industry or even over random equities to generate a better risk-adjusted return on your portfolios.
Pair CorrelationCorrelation Matching
When determining whether Escalade Incorporated offers a strong return on investment in its stock, a comprehensive analysis is essential. The process typically begins with a thorough review of Escalade Incorporated's 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 Escalade Incorporated Stock. Outlined below are crucial reports that will aid in making a well-informed decision on Escalade Incorporated Stock:
Check out Historical Fundamental Analysis of Escalade Incorporated to cross-verify your projections.
For information on how to trade Escalade Stock refer to our How to Trade Escalade Stock guide.
Note that the Escalade Incorporated information on this page should be used as a complementary analysis to other Escalade Incorporated'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 Portfolio Backtesting module to avoid under-diversification and over-optimization by backtesting your portfolios.

Complementary Tools for Escalade Stock analysis

When running Escalade Incorporated's price analysis, check to measure Escalade Incorporated'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 Escalade Incorporated is operating at the current time. Most of Escalade Incorporated's value examination focuses on studying past and present price action to predict the probability of Escalade Incorporated's future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move Escalade Incorporated's price. Additionally, you may evaluate how the addition of Escalade Incorporated to your portfolios can decrease your overall portfolio volatility.
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Is Escalade Incorporated's 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 Escalade Incorporated. If investors know Escalade 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 Escalade Incorporated listed above have to be considered, but the key to understanding future value is determining which factors weigh more heavily than others.
The market value of Escalade Incorporated is measured differently than its book value, which is the value of Escalade that is recorded on the company's balance sheet. Investors also form their own opinion of Escalade Incorporated's value that differs from its market value or its book value, called intrinsic value, which is Escalade Incorporated's 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 Escalade Incorporated's market value can be influenced by many factors that don't directly affect Escalade Incorporated's 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 Escalade Incorporated's value and its price as these two are different measures arrived at by different means. Investors typically determine if Escalade Incorporated is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Escalade Incorporated'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.