Sunrun Stock Forecast - Polynomial Regression

3S9 Stock  EUR 10.94  0.07  0.64%   
The Polynomial Regression forecasted value of Sunrun Inc on the next trading day is expected to be 10.60 with a mean absolute deviation of 0.66 and the sum of the absolute errors of 40.47. Sunrun Stock Forecast is based on your current time horizon. We recommend always using this module together with an analysis of Sunrun's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
Sunrun polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Sunrun Inc as well as the accuracy indicators are determined from the period prices.

Sunrun Polynomial Regression Price Forecast For the 30th of November

Given 90 days horizon, the Polynomial Regression forecasted value of Sunrun Inc on the next trading day is expected to be 10.60 with a mean absolute deviation of 0.66, mean absolute percentage error of 0.93, and the sum of the absolute errors of 40.47.
Please note that although there have been many attempts to predict Sunrun 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 Sunrun's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Sunrun Stock Forecast Pattern

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Sunrun Forecasted Value

In the context of forecasting Sunrun'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. Sunrun's downside and upside margins for the forecasting period are 5.08 and 16.11, respectively. We have considered Sunrun'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
10.94
10.60
Expected Value
16.11
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 Sunrun stock data series using in forecasting. Note that when a statistical model is used to represent Sunrun 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 Criteria118.0381
BiasArithmetic mean of the errors None
MADMean absolute deviation0.6634
MAPEMean absolute percentage error0.0524
SAESum of the absolute errors40.4665
A single variable polynomial regression model attempts to put a curve through the Sunrun 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 Sunrun

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Sunrun Inc. 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
5.4210.9416.46
Details
Intrinsic
Valuation
LowRealHigh
4.8410.3615.88
Details
Bollinger
Band Projection (param)
LowMiddleHigh
7.4910.9914.48
Details

Other Forecasting Options for Sunrun

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

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

Sunrun Inc 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 Sunrun'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 Sunrun's current price.

Sunrun Market Strength Events

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

Sunrun Risk Indicators

The analysis of Sunrun'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 Sunrun's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting sunrun 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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Additional Information and Resources on Investing in Sunrun Stock

When determining whether Sunrun Inc offers a strong return on investment in its stock, a comprehensive analysis is essential. The process typically begins with a thorough review of Sunrun'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 Sunrun Inc Stock. Outlined below are crucial reports that will aid in making a well-informed decision on Sunrun Inc Stock:
Check out Historical Fundamental Analysis of Sunrun to cross-verify your projections.
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Please note, there is a significant difference between Sunrun's value and its price as these two are different measures arrived at by different means. Investors typically determine if Sunrun is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Sunrun'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.