Verbund AG Pink Sheet Forecast - Simple Regression

OEZVY Stock  USD 15.00  0.03  0.20%   
The Simple Regression forecasted value of Verbund AG ADR on the next trading day is expected to be 15.33 with a mean absolute deviation of 0.53 and the sum of the absolute errors of 33.07. Verbund Pink Sheet Forecast is based on your current time horizon.
  
Simple Regression model is a single variable regression model that attempts to put a straight line through Verbund AG 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.

Verbund AG Simple Regression Price Forecast For the 12th of December 2024

Given 90 days horizon, the Simple Regression forecasted value of Verbund AG ADR on the next trading day is expected to be 15.33 with a mean absolute deviation of 0.53, mean absolute percentage error of 0.40, and the sum of the absolute errors of 33.07.
Please note that although there have been many attempts to predict Verbund Pink Sheet 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 Verbund AG's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Verbund AG Pink Sheet Forecast Pattern

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Verbund AG Forecasted Value

In the context of forecasting Verbund AG's Pink Sheet 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. Verbund AG's downside and upside margins for the forecasting period are 11.99 and 18.68, respectively. We have considered Verbund AG'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
15.00
15.33
Expected Value
18.68
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 Verbund AG pink sheet data series using in forecasting. Note that when a statistical model is used to represent Verbund AG pink sheet, 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 Criteria119.034
BiasArithmetic mean of the errors None
MADMean absolute deviation0.5334
MAPEMean absolute percentage error0.0325
SAESum of the absolute errors33.0689
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 Verbund AG ADR 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 Verbund AG

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Verbund AG ADR. Regardless of method or technology, however, to accurately forecast the pink sheet market is more a matter of luck rather than a particular technique. Nevertheless, trying to predict the pink sheet 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 Verbund AG'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
11.6515.0018.35
Details
Intrinsic
Valuation
LowRealHigh
10.0113.3616.71
Details
Bollinger
Band Projection (param)
LowMiddleHigh
14.7416.5818.41
Details

Other Forecasting Options for Verbund AG

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

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

Verbund AG ADR Technical and Predictive Analytics

The pink sheet market is financially volatile. Despite the volatility, there exist limitless possibilities of gaining profits and building passive income portfolios. With the complexity of Verbund AG'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 Verbund AG's current price.

Verbund AG Market Strength Events

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

Verbund AG Risk Indicators

The analysis of Verbund AG'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 Verbund AG's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting verbund pink sheet 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.

Additional Tools for Verbund Pink Sheet Analysis

When running Verbund AG's price analysis, check to measure Verbund AG's market volatility, profitability, liquidity, solvency, efficiency, growth potential, financial leverage, and other vital indicators. We have many different tools that can be utilized to determine how healthy Verbund AG is operating at the current time. Most of Verbund AG's value examination focuses on studying past and present price action to predict the probability of Verbund AG's future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move Verbund AG's price. Additionally, you may evaluate how the addition of Verbund AG to your portfolios can decrease your overall portfolio volatility.