AGRANA Beteiligungs Stock Forecast - Naive Prediction

AGR Stock  EUR 11.00  0.25  2.33%   
The Naive Prediction forecasted value of AGRANA Beteiligungs Aktiengesellschaft on the next trading day is expected to be 11.08 with a mean absolute deviation of 0.13 and the sum of the absolute errors of 7.73. AGRANA Stock Forecast is based on your current time horizon. We recommend always using this module together with an analysis of AGRANA Beteiligungs' historical fundamentals, such as revenue growth or operating cash flow patterns.
  
A naive forecasting model for AGRANA Beteiligungs is a special case of the moving average forecasting where the number of periods used for smoothing is one. Therefore, the forecast of AGRANA Beteiligungs Aktiengesellschaft value for a given trading day is simply the observed value for the previous period. Due to the simplistic nature of the naive forecasting model, it can only be used to forecast up to one period.

AGRANA Beteiligungs Naive Prediction Price Forecast For the 16th of December 2024

Given 90 days horizon, the Naive Prediction forecasted value of AGRANA Beteiligungs Aktiengesellschaft on the next trading day is expected to be 11.08 with a mean absolute deviation of 0.13, mean absolute percentage error of 0.03, and the sum of the absolute errors of 7.73.
Please note that although there have been many attempts to predict AGRANA 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 AGRANA Beteiligungs' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

AGRANA Beteiligungs Stock Forecast Pattern

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AGRANA Beteiligungs Forecasted Value

In the context of forecasting AGRANA Beteiligungs' 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. AGRANA Beteiligungs' downside and upside margins for the forecasting period are 9.54 and 12.62, respectively. We have considered AGRANA Beteiligungs' 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
11.00
11.08
Expected Value
12.62
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Naive Prediction forecasting method's relative quality and the estimations of the prediction error of AGRANA Beteiligungs stock data series using in forecasting. Note that when a statistical model is used to represent AGRANA Beteiligungs 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 Criteria114.6179
BiasArithmetic mean of the errors None
MADMean absolute deviation0.1267
MAPEMean absolute percentage error0.0117
SAESum of the absolute errors7.7294
This model is not at all useful as a medium-long range forecasting tool of AGRANA Beteiligungs Aktiengesellschaft. This model is simplistic and is included partly for completeness and partly because of its simplicity. It is unlikely that you'll want to use this model directly to predict AGRANA Beteiligungs. Instead, consider using either the moving average model or the more general weighted moving average model with a higher (i.e., greater than 1) number of periods, and possibly a different set of weights.

Predictive Modules for AGRANA Beteiligungs

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as AGRANA Beteiligungs. 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
9.4611.0012.54
Details
Intrinsic
Valuation
LowRealHigh
7.649.1812.10
Details
Bollinger
Band Projection (param)
LowMiddleHigh
10.5510.9211.29
Details

Other Forecasting Options for AGRANA Beteiligungs

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

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

AGRANA Beteiligungs 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 AGRANA Beteiligungs' 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 AGRANA Beteiligungs' current price.

AGRANA Beteiligungs Market Strength Events

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

AGRANA Beteiligungs Risk Indicators

The analysis of AGRANA Beteiligungs' 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 AGRANA Beteiligungs' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting agrana 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.

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Other Information on Investing in AGRANA Stock

AGRANA Beteiligungs financial ratios help investors to determine whether AGRANA 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 AGRANA with respect to the benefits of owning AGRANA Beteiligungs security.