Shoals Technologies Stock Forecast - Polynomial Regression

SHLS Stock  USD 4.38  0.03  0.68%   
The Polynomial Regression forecasted value of Shoals Technologies Group on the next trading day is expected to be 4.14 with a mean absolute deviation of 0.26 and the sum of the absolute errors of 15.81. Shoals Stock Forecast is based on your current time horizon.
  
At this time, Shoals Technologies' Inventory Turnover is comparatively stable compared to the past year. Payables Turnover is likely to gain to 23.39 in 2024, whereas Fixed Asset Turnover is likely to drop 11.69 in 2024. . Net Income Applicable To Common Shares is likely to gain to about 154.1 M in 2024, whereas Common Stock Shares Outstanding is likely to drop slightly above 125 M in 2024.
Shoals Technologies polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Shoals Technologies Group as well as the accuracy indicators are determined from the period prices.

Shoals Technologies Polynomial Regression Price Forecast For the 14th of December 2024

Given 90 days horizon, the Polynomial Regression forecasted value of Shoals Technologies Group on the next trading day is expected to be 4.14 with a mean absolute deviation of 0.26, mean absolute percentage error of 0.13, and the sum of the absolute errors of 15.81.
Please note that although there have been many attempts to predict Shoals 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 Shoals Technologies' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Shoals Technologies Stock Forecast Pattern

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Shoals Technologies Forecasted Value

In the context of forecasting Shoals 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. Shoals Technologies' downside and upside margins for the forecasting period are 0.04 and 8.59, respectively. We have considered Shoals 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
4.38
4.14
Expected Value
8.59
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 Shoals Technologies stock data series using in forecasting. Note that when a statistical model is used to represent Shoals 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 Criteria116.0788
BiasArithmetic mean of the errors None
MADMean absolute deviation0.2592
MAPEMean absolute percentage error0.0509
SAESum of the absolute errors15.8109
A single variable polynomial regression model attempts to put a curve through the Shoals Technologies 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 Shoals 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 Shoals 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
0.224.418.87
Details
Intrinsic
Valuation
LowRealHigh
3.9710.5615.02
Details
22 Analysts
Consensus
LowTargetHigh
26.5629.1932.40
Details
Earnings
Estimates (0)
LowProjected EPSHigh
0.090.090.1
Details

Other Forecasting Options for Shoals Technologies

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

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

Shoals 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 Shoals 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 Shoals Technologies' current price.

Shoals Technologies Market Strength Events

Market strength indicators help investors to evaluate how Shoals 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 Shoals Technologies shares will generate the highest return on investment. By undertsting and applying Shoals Technologies stock market strength indicators, traders can identify Shoals Technologies Group entry and exit signals to maximize returns.

Shoals Technologies Risk Indicators

The analysis of Shoals 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 Shoals Technologies' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting shoals 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.

Thematic Opportunities

Explore Investment Opportunities

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Additional Tools for Shoals Stock Analysis

When running Shoals Technologies' price analysis, check to measure Shoals Technologies' 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 Shoals Technologies is operating at the current time. Most of Shoals Technologies' value examination focuses on studying past and present price action to predict the probability of Shoals Technologies' future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move Shoals Technologies' price. Additionally, you may evaluate how the addition of Shoals Technologies to your portfolios can decrease your overall portfolio volatility.