Purple Innovation Stock Forecast - Polynomial Regression

PRPL Stock  USD 0.95  0.07  7.95%   
The Polynomial Regression forecasted value of Purple Innovation on the next trading day is expected to be 0.87 with a mean absolute deviation of 0.03 and the sum of the absolute errors of 1.82. Purple Stock Forecast is based on your current time horizon. Although Purple Innovation's naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of Purple Innovation's systematic risk associated with finding meaningful patterns of Purple Innovation fundamentals over time.
  
At this time, Purple Innovation's Inventory Turnover is quite stable compared to the past year. Receivables Turnover is expected to rise to 24.85 this year, although the value of Payables Turnover will most likely fall to 6.46. . Common Stock Shares Outstanding is expected to rise to about 109.1 M this year, although the value of Net Loss is projected to rise to (76.7 M).
Purple Innovation polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Purple Innovation as well as the accuracy indicators are determined from the period prices.

Purple Innovation Polynomial Regression Price Forecast For the 26th of November

Given 90 days horizon, the Polynomial Regression forecasted value of Purple Innovation on the next trading day is expected to be 0.87 with a mean absolute deviation of 0.03, mean absolute percentage error of 0, and the sum of the absolute errors of 1.82.
Please note that although there have been many attempts to predict Purple 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 Purple Innovation's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Purple Innovation Stock Forecast Pattern

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Purple Innovation Forecasted Value

In the context of forecasting Purple Innovation'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. Purple Innovation's downside and upside margins for the forecasting period are 0.01 and 4.22, respectively. We have considered Purple Innovation'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
0.95
0.87
Expected Value
4.22
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 Purple Innovation stock data series using in forecasting. Note that when a statistical model is used to represent Purple Innovation 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 Criteria111.4979
BiasArithmetic mean of the errors None
MADMean absolute deviation0.0298
MAPEMean absolute percentage error0.0312
SAESum of the absolute errors1.8194
A single variable polynomial regression model attempts to put a curve through the Purple Innovation 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 Purple Innovation

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Purple Innovation. 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
0.050.904.25
Details
Intrinsic
Valuation
LowRealHigh
0.091.755.10
Details
8 Analysts
Consensus
LowTargetHigh
4.064.464.95
Details

Other Forecasting Options for Purple Innovation

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

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

Purple Innovation 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 Purple Innovation'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 Purple Innovation's current price.

Purple Innovation Market Strength Events

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

Purple Innovation Risk Indicators

The analysis of Purple Innovation'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 Purple Innovation's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting purple 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.

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When determining whether Purple Innovation is a strong investment it is important to analyze Purple Innovation's competitive position within its industry, examining market share, product or service uniqueness, and competitive advantages. Beyond financials and market position, potential investors should also consider broader economic conditions, industry trends, and any regulatory or geopolitical factors that may impact Purple Innovation's future performance. For an informed investment choice regarding Purple Stock, refer to the following important reports:
Check out Historical Fundamental Analysis of Purple Innovation to cross-verify your projections.
For more information on how to buy Purple Stock please use our How to buy in Purple Stock guide.
You can also try the Portfolio Backtesting module to avoid under-diversification and over-optimization by backtesting your portfolios.
Is Household Appliances 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 Purple Innovation. If investors know Purple 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 Purple Innovation 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
(0.60)
Earnings Share
(1.02)
Revenue Per Share
4.734
Quarterly Revenue Growth
(0.15)
Return On Assets
(0.12)
The market value of Purple Innovation is measured differently than its book value, which is the value of Purple that is recorded on the company's balance sheet. Investors also form their own opinion of Purple Innovation's value that differs from its market value or its book value, called intrinsic value, which is Purple Innovation'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 Purple Innovation's market value can be influenced by many factors that don't directly affect Purple Innovation'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 Purple Innovation's value and its price as these two are different measures arrived at by different means. Investors typically determine if Purple Innovation is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Purple Innovation'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.