INNELEC MULTIMMINHEO153 Stock Forecast - Simple Regression

1W2 Stock  EUR 3.00  0.07  2.28%   
The Simple Regression forecasted value of INNELEC MULTIMMINHEO153 on the next trading day is expected to be 2.72 with a mean absolute deviation of 0.16 and the sum of the absolute errors of 9.74. INNELEC Stock Forecast is based on your current time horizon. We recommend always using this module together with an analysis of INNELEC MULTIMMINHEO153's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
Simple Regression model is a single variable regression model that attempts to put a straight line through INNELEC MULTIMMINHEO153 price points. This line is defined by its gradient or slope, and the point at which it intercepts the x-axis. Mathematically, assuming the independent variable is X and the dependent variable is Y, then this line can be represented as: Y = intercept + slope * X.

INNELEC MULTIMMINHEO153 Simple Regression Price Forecast For the 24th of November

Given 90 days horizon, the Simple Regression forecasted value of INNELEC MULTIMMINHEO153 on the next trading day is expected to be 2.72 with a mean absolute deviation of 0.16, mean absolute percentage error of 0.05, and the sum of the absolute errors of 9.74.
Please note that although there have been many attempts to predict INNELEC 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 INNELEC MULTIMMINHEO153's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

INNELEC MULTIMMINHEO153 Stock Forecast Pattern

Backtest INNELEC MULTIMMINHEO153INNELEC MULTIMMINHEO153 Price PredictionBuy or Sell Advice 

INNELEC MULTIMMINHEO153 Forecasted Value

In the context of forecasting INNELEC MULTIMMINHEO153'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. INNELEC MULTIMMINHEO153's downside and upside margins for the forecasting period are 0.06 and 5.39, respectively. We have considered INNELEC MULTIMMINHEO153'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
3.00
2.72
Expected Value
5.39
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Simple Regression forecasting method's relative quality and the estimations of the prediction error of INNELEC MULTIMMINHEO153 stock data series using in forecasting. Note that when a statistical model is used to represent INNELEC MULTIMMINHEO153 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 Criteria116.8663
BiasArithmetic mean of the errors None
MADMean absolute deviation0.1571
MAPEMean absolute percentage error0.0499
SAESum of the absolute errors9.7394
In general, regression methods applied to historical equity returns or prices series is an area of active research. In recent decades, new methods have been developed for robust regression of price series such as INNELEC MULTIMMINHEO153 historical returns. These new methods are regression involving correlated responses such as growth curves and different regression methods accommodating various types of missing data.

Predictive Modules for INNELEC MULTIMMINHEO153

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as INNELEC MULTIMMINHEO153. 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
0.343.005.66
Details
Intrinsic
Valuation
LowRealHigh
0.022.685.34
Details

Other Forecasting Options for INNELEC MULTIMMINHEO153

For every potential investor in INNELEC, whether a beginner or expert, INNELEC MULTIMMINHEO153's price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. INNELEC Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in INNELEC. Basic forecasting techniques help filter out the noise by identifying INNELEC MULTIMMINHEO153's price trends.

INNELEC MULTIMMINHEO153 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 INNELEC MULTIMMINHEO153 stock to make a market-neutral strategy. Peer analysis of INNELEC MULTIMMINHEO153 could also be used in its relative valuation, which is a method of valuing INNELEC MULTIMMINHEO153 by comparing valuation metrics with similar companies.
 Risk & Return  Correlation

INNELEC MULTIMMINHEO153 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 INNELEC MULTIMMINHEO153'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 INNELEC MULTIMMINHEO153's current price.

INNELEC MULTIMMINHEO153 Market Strength Events

Market strength indicators help investors to evaluate how INNELEC MULTIMMINHEO153 stock reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading INNELEC MULTIMMINHEO153 shares will generate the highest return on investment. By undertsting and applying INNELEC MULTIMMINHEO153 stock market strength indicators, traders can identify INNELEC MULTIMMINHEO153 entry and exit signals to maximize returns.

INNELEC MULTIMMINHEO153 Risk Indicators

The analysis of INNELEC MULTIMMINHEO153'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 INNELEC MULTIMMINHEO153's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting innelec 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

Other Information on Investing in INNELEC Stock

INNELEC MULTIMMINHEO153 financial ratios help investors to determine whether INNELEC 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 INNELEC with respect to the benefits of owning INNELEC MULTIMMINHEO153 security.