Banco Santander Stock Forecast - Polynomial Regression

SAN Stock  EUR 4.37  0.16  3.53%   
The Polynomial Regression forecasted value of Banco Santander on the next trading day is expected to be 4.45 with a mean absolute deviation of 0.06 and the sum of the absolute errors of 3.83. Banco Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Banco Santander stock prices and determine the direction of Banco Santander's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Banco Santander's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
Banco Santander polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Banco Santander as well as the accuracy indicators are determined from the period prices.

Banco Santander Polynomial Regression Price Forecast For the 26th of November

Given 90 days horizon, the Polynomial Regression forecasted value of Banco Santander on the next trading day is expected to be 4.45 with a mean absolute deviation of 0.06, mean absolute percentage error of 0.01, and the sum of the absolute errors of 3.83.
Please note that although there have been many attempts to predict Banco 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 Banco Santander's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Banco Santander Stock Forecast Pattern

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Banco Santander Forecasted Value

In the context of forecasting Banco Santander'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. Banco Santander's downside and upside margins for the forecasting period are 2.79 and 6.12, respectively. We have considered Banco Santander'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
4.37
4.45
Expected Value
6.12
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 Banco Santander stock data series using in forecasting. Note that when a statistical model is used to represent Banco Santander 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 Criteria113.0034
BiasArithmetic mean of the errors None
MADMean absolute deviation0.0628
MAPEMean absolute percentage error0.0142
SAESum of the absolute errors3.8326
A single variable polynomial regression model attempts to put a curve through the Banco Santander 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 Banco Santander

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Banco Santander. 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
2.704.376.04
Details
Intrinsic
Valuation
LowRealHigh
2.013.685.35
Details

Other Forecasting Options for Banco Santander

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

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

Banco Santander 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 Banco Santander'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 Banco Santander's current price.

Banco Santander Market Strength Events

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

Banco Santander Risk Indicators

The analysis of Banco Santander'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 Banco Santander's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting banco 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.

Also Currently Popular

Analyzing currently trending equities could be an opportunity to develop a better portfolio based on different market momentums that they can trigger. Utilizing the top trending stocks is also useful when creating a market-neutral strategy or pair trading technique involving a short or a long position in a currently trending equity.

Other Information on Investing in Banco Stock

Banco Santander financial ratios help investors to determine whether Banco Stock is cheap or expensive when compared to a particular measure, such as profits or enterprise value. In other words, they help investors to determine the cost of investment in Banco with respect to the benefits of owning Banco Santander security.