BioGaia AB Stock Forecast - Simple Regression

BIOG-B Stock  SEK 105.80  1.10  1.05%   
The Simple Regression forecasted value of BioGaia AB on the next trading day is expected to be 101.43 with a mean absolute deviation of 2.44 and the sum of the absolute errors of 148.71. BioGaia Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast BioGaia AB stock prices and determine the direction of BioGaia AB's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of BioGaia AB'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 BioGaia AB 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.

BioGaia AB Simple Regression Price Forecast For the 24th of November

Given 90 days horizon, the Simple Regression forecasted value of BioGaia AB on the next trading day is expected to be 101.43 with a mean absolute deviation of 2.44, mean absolute percentage error of 10.82, and the sum of the absolute errors of 148.71.
Please note that although there have been many attempts to predict BioGaia 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 BioGaia AB's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

BioGaia AB Stock Forecast Pattern

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BioGaia AB Forecasted Value

In the context of forecasting BioGaia AB'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. BioGaia AB's downside and upside margins for the forecasting period are 99.80 and 103.06, respectively. We have considered BioGaia AB'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
105.80
101.43
Expected Value
103.06
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 BioGaia AB stock data series using in forecasting. Note that when a statistical model is used to represent BioGaia AB 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 Criteria120.4921
BiasArithmetic mean of the errors None
MADMean absolute deviation2.4379
MAPEMean absolute percentage error0.023
SAESum of the absolute errors148.7096
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 BioGaia AB 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 BioGaia AB

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as BioGaia AB. 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
104.17105.80107.43
Details
Intrinsic
Valuation
LowRealHigh
88.3689.99116.38
Details
Bollinger
Band Projection (param)
LowMiddleHigh
104.40105.43106.47
Details

Other Forecasting Options for BioGaia AB

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

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

BioGaia AB 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 BioGaia AB'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 BioGaia AB's current price.

BioGaia AB Market Strength Events

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

BioGaia AB Risk Indicators

The analysis of BioGaia AB'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 BioGaia AB's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting biogaia 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.

Thematic Opportunities

Explore Investment Opportunities

Build portfolios using Macroaxis predefined set of investing ideas. Many of Macroaxis investing ideas can easily outperform a given market. Ideas can also be optimized per your risk profile before portfolio origination is invoked. Macroaxis thematic optimization helps investors identify companies most likely to benefit from changes or shifts in various micro-economic or local macro-level trends. Originating optimal thematic portfolios involves aligning investors' personal views, ideas, and beliefs with their actual investments.
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Other Information on Investing in BioGaia Stock

BioGaia AB financial ratios help investors to determine whether BioGaia 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 BioGaia with respect to the benefits of owning BioGaia AB security.