Kesla Oyj Stock Forecast - Simple Regression

KELAS Stock  EUR 4.10  0.38  8.48%   
The Simple Regression forecasted value of Kesla Oyj A on the next trading day is expected to be 4.46 with a mean absolute deviation of 0.20 and the sum of the absolute errors of 12.47. Kesla Stock Forecast is based on your current time horizon. We recommend always using this module together with an analysis of Kesla Oyj'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 Kesla Oyj 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.

Kesla Oyj Simple Regression Price Forecast For the 7th of April

Given 90 days horizon, the Simple Regression forecasted value of Kesla Oyj A on the next trading day is expected to be 4.46 with a mean absolute deviation of 0.20, mean absolute percentage error of 0.06, and the sum of the absolute errors of 12.47.
Please note that although there have been many attempts to predict Kesla 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 Kesla Oyj's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Kesla Oyj Stock Forecast Pattern

JavaScript chart by amCharts 3.21.15Jan 21Jan 29Feb 6Feb 14Feb 24Mar 4Mar 12Mar 20Mar 28Apr 63.54.04.5
JavaScript chart by amCharts 3.21.15Kesla Oyj A Kesla Oyj A forecast
Backtest Kesla OyjKesla Oyj Price PredictionBuy or Sell Advice 

Kesla Oyj Forecasted Value

In the context of forecasting Kesla Oyj'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. Kesla Oyj's downside and upside margins for the forecasting period are 0.31 and 8.60, respectively. We have considered Kesla Oyj'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
4.10
4.46
Expected Value
8.60
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 Kesla Oyj stock data series using in forecasting. Note that when a statistical model is used to represent Kesla Oyj 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 Criteria115.3275
BiasArithmetic mean of the errors None
MADMean absolute deviation0.2044
MAPEMean absolute percentage error0.0517
SAESum of the absolute errors12.4661
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 Kesla Oyj A 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 Kesla Oyj

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Kesla Oyj A. 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.
Sophisticated investors, who have witnessed many market ups and downs, anticipate that the market will even out over time. This tendency of Kesla Oyj's price to converge to an average value over time is called mean reversion. However, historically, high market prices usually discourage investors that believe in mean reversion to invest, while low prices are viewed as an opportunity to buy.
Hype
Prediction
LowEstimatedHigh
0.214.108.25
Details
Intrinsic
Valuation
LowRealHigh
0.204.058.20
Details

Other Forecasting Options for Kesla Oyj

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

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

Kesla Oyj A 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 Kesla Oyj'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 Kesla Oyj's current price.

Kesla Oyj Market Strength Events

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

Kesla Oyj Risk Indicators

The analysis of Kesla Oyj'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 Kesla Oyj's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting kesla 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 Kesla Stock

Kesla Oyj financial ratios help investors to determine whether Kesla 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 Kesla with respect to the benefits of owning Kesla Oyj security.

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