Simon Property Stock Forecast - Polynomial Regression

SQI Stock  EUR 172.10  2.35  1.35%   
The Polynomial Regression forecasted value of Simon Property Group on the next trading day is expected to be 174.47 with a mean absolute deviation of 1.66 and the sum of the absolute errors of 101.25. Simon Stock Forecast is based on your current time horizon. We recommend always using this module together with an analysis of Simon Property's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
Simon Property polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Simon Property Group as well as the accuracy indicators are determined from the period prices.

Simon Property Polynomial Regression Price Forecast For the 27th of November

Given 90 days horizon, the Polynomial Regression forecasted value of Simon Property Group on the next trading day is expected to be 174.47 with a mean absolute deviation of 1.66, mean absolute percentage error of 5.57, and the sum of the absolute errors of 101.25.
Please note that although there have been many attempts to predict Simon 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 Simon Property's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Simon Property Stock Forecast Pattern

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Simon Property Forecasted Value

In the context of forecasting Simon Property'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. Simon Property's downside and upside margins for the forecasting period are 173.30 and 175.64, respectively. We have considered Simon Property'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
172.10
173.30
Downside
174.47
Expected Value
175.64
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 Simon Property stock data series using in forecasting. Note that when a statistical model is used to represent Simon Property 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 Criteria119.8286
BiasArithmetic mean of the errors None
MADMean absolute deviation1.6598
MAPEMean absolute percentage error0.0105
SAESum of the absolute errors101.2455
A single variable polynomial regression model attempts to put a curve through the Simon Property 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 Simon Property

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Simon Property Group. 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
170.93172.10173.27
Details
Intrinsic
Valuation
LowRealHigh
154.89195.90197.07
Details

Other Forecasting Options for Simon Property

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

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

Simon Property Group 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 Simon Property'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 Simon Property's current price.

Simon Property Market Strength Events

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

Simon Property Risk Indicators

The analysis of Simon Property'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 Simon Property's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting simon 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.

Currently Active Assets on Macroaxis

Additional Information and Resources on Investing in Simon Stock

When determining whether Simon Property Group is a strong investment it is important to analyze Simon Property'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 Simon Property's future performance. For an informed investment choice regarding Simon Stock, refer to the following important reports:
Check out Historical Fundamental Analysis of Simon Property to cross-verify your projections.
You can also try the Equity Search module to search for actively traded equities including funds and ETFs from over 30 global markets.
Please note, there is a significant difference between Simon Property's value and its price as these two are different measures arrived at by different means. Investors typically determine if Simon Property is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Simon Property'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.