UBM Development Stock Forecast - 20 Period Moving Average

UBS Stock  EUR 17.65  0.55  3.02%   
The 20 Period Moving Average forecasted value of UBM Development AG on the next trading day is expected to be 18.59 with a mean absolute deviation of 0.62 and the sum of the absolute errors of 25.32. UBM Stock Forecast is based on your current time horizon. We recommend always using this module together with an analysis of UBM Development's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
A commonly used 20-period moving average forecast model for UBM Development AG is based on a synthetically constructed UBM Developmentdaily price series in which the value for a trading day is replaced by the mean of that value and the values for 20 of preceding and succeeding time periods. This model is best suited for price series data that changes over time.

UBM Development 20 Period Moving Average Price Forecast For the 23rd of November

Given 90 days horizon, the 20 Period Moving Average forecasted value of UBM Development AG on the next trading day is expected to be 18.59 with a mean absolute deviation of 0.62, mean absolute percentage error of 0.48, and the sum of the absolute errors of 25.32.
Please note that although there have been many attempts to predict UBM 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 UBM Development's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

UBM Development Stock Forecast Pattern

Backtest UBM DevelopmentUBM Development Price PredictionBuy or Sell Advice 

UBM Development Forecasted Value

In the context of forecasting UBM Development'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. UBM Development's downside and upside margins for the forecasting period are 17.12 and 20.06, respectively. We have considered UBM Development'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
17.65
18.59
Expected Value
20.06
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the 20 Period Moving Average forecasting method's relative quality and the estimations of the prediction error of UBM Development stock data series using in forecasting. Note that when a statistical model is used to represent UBM Development 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 Criteria80.6233
BiasArithmetic mean of the errors 0.612
MADMean absolute deviation0.6176
MAPEMean absolute percentage error0.0326
SAESum of the absolute errors25.3225
The eieght-period moving average method has an advantage over other forecasting models in that it does smooth out peaks and valleys in a set of daily observations. UBM Development AG 20-period moving average forecast can only be used reliably to predict one or two periods into the future.

Predictive Modules for UBM Development

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as UBM Development AG. 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
16.1817.6519.12
Details
Intrinsic
Valuation
LowRealHigh
15.5617.0318.50
Details
Bollinger
Band Projection (param)
LowMiddleHigh
17.6818.6619.64
Details

Other Forecasting Options for UBM Development

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

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

UBM Development AG 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 UBM Development'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 UBM Development's current price.

UBM Development Market Strength Events

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

UBM Development Risk Indicators

The analysis of UBM Development'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 UBM Development's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting ubm 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 UBM Stock

UBM Development financial ratios help investors to determine whether UBM 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 UBM with respect to the benefits of owning UBM Development security.