AURELIUS Equity Stock Forecast - 4 Period Moving Average

AR4 Stock  EUR 81.60  0.00  0.00%   
The 4 Period Moving Average forecasted value of AURELIUS Equity Opportunities on the next trading day is expected to be 81.60 with a mean absolute deviation of 2.98 and the sum of the absolute errors of 170.00. AURELIUS Stock Forecast is based on your current time horizon.
  
A four-period moving average forecast model for AURELIUS Equity Opportunities is based on an artificially constructed daily price series in which the value for a given day is replaced by the mean of that value and the values for four preceding and succeeding time periods. This model is best suited to forecast equities with high volatility.

AURELIUS Equity 4 Period Moving Average Price Forecast For the 5th of January

Given 90 days horizon, the 4 Period Moving Average forecasted value of AURELIUS Equity Opportunities on the next trading day is expected to be 81.60 with a mean absolute deviation of 2.98, mean absolute percentage error of 152.11, and the sum of the absolute errors of 170.00.
Please note that although there have been many attempts to predict AURELIUS 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 AURELIUS Equity's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

AURELIUS Equity Stock Forecast Pattern

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AURELIUS Equity Forecasted Value

In the context of forecasting AURELIUS Equity'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. AURELIUS Equity's downside and upside margins for the forecasting period are 17.05 and 146.15, respectively. We have considered AURELIUS Equity'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
81.60
81.60
Expected Value
146.15
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the 4 Period Moving Average forecasting method's relative quality and the estimations of the prediction error of AURELIUS Equity stock data series using in forecasting. Note that when a statistical model is used to represent AURELIUS Equity 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 Criteria115.7836
BiasArithmetic mean of the errors -2.9825
MADMean absolute deviation2.9825
MAPEMean absolute percentage error0.0365
SAESum of the absolute errors170.0
The four period moving average method has an advantage over other forecasting models in that it does smooth out peaks and troughs in a set of daily price observations of AURELIUS Equity. However, it also has several disadvantages. In particular this model does not produce an actual prediction equation for AURELIUS Equity Opportunities and therefore, it cannot be a useful forecasting tool for medium or long range price predictions

Predictive Modules for AURELIUS Equity

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as AURELIUS Equity Oppo. 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
4.0881.608,242
Details
Intrinsic
Valuation
LowRealHigh
2.6853.628,214
Details

Other Forecasting Options for AURELIUS Equity

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

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

AURELIUS Equity Oppo 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 AURELIUS Equity'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 AURELIUS Equity's current price.

AURELIUS Equity Market Strength Events

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

AURELIUS Equity Risk Indicators

The analysis of AURELIUS Equity'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 AURELIUS Equity's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting aurelius 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

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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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Additional Tools for AURELIUS Stock Analysis

When running AURELIUS Equity's price analysis, check to measure AURELIUS Equity'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 AURELIUS Equity is operating at the current time. Most of AURELIUS Equity's value examination focuses on studying past and present price action to predict the probability of AURELIUS Equity's future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move AURELIUS Equity's price. Additionally, you may evaluate how the addition of AURELIUS Equity to your portfolios can decrease your overall portfolio volatility.