HAPAG LLOYD Stock Forecast - 4 Period Moving Average

HLAA Stock  EUR 74.50  3.50  4.49%   
The 4 Period Moving Average forecasted value of HAPAG LLOYD UNSPADR 12 on the next trading day is expected to be 77.25 with a mean absolute deviation of 2.81 and the sum of the absolute errors of 160.00. HAPAG Stock Forecast is based on your current time horizon. We recommend always using this module together with an analysis of HAPAG LLOYD's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
A four-period moving average forecast model for HAPAG LLOYD UNSPADR 12 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.

HAPAG LLOYD 4 Period Moving Average Price Forecast For the 28th of November

Given 90 days horizon, the 4 Period Moving Average forecasted value of HAPAG LLOYD UNSPADR 12 on the next trading day is expected to be 77.25 with a mean absolute deviation of 2.81, mean absolute percentage error of 12.42, and the sum of the absolute errors of 160.00.
Please note that although there have been many attempts to predict HAPAG 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 HAPAG LLOYD's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

HAPAG LLOYD Stock Forecast Pattern

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HAPAG LLOYD Forecasted Value

In the context of forecasting HAPAG LLOYD'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. HAPAG LLOYD's downside and upside margins for the forecasting period are 73.66 and 80.84, respectively. We have considered HAPAG LLOYD'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
74.50
77.25
Expected Value
80.84
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 HAPAG LLOYD stock data series using in forecasting. Note that when a statistical model is used to represent HAPAG LLOYD 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 Criteria113.2783
BiasArithmetic mean of the errors -0.3553
MADMean absolute deviation2.807
MAPEMean absolute percentage error0.037
SAESum of the absolute errors160.0
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 HAPAG LLOYD. However, it also has several disadvantages. In particular this model does not produce an actual prediction equation for HAPAG LLOYD UNSPADR 12 and therefore, it cannot be a useful forecasting tool for medium or long range price predictions

Predictive Modules for HAPAG LLOYD

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as HAPAG LLOYD UNSPADR. 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
70.9174.5078.09
Details
Intrinsic
Valuation
LowRealHigh
59.9463.5281.95
Details
Bollinger
Band Projection (param)
LowMiddleHigh
73.1979.5285.85
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as HAPAG LLOYD. Your research has to be compared to or analyzed against HAPAG LLOYD's peers to derive any actionable benefits. When done correctly, HAPAG LLOYD's competitive analysis will give you plenty of quantitative and qualitative data to validate your investment decisions or develop an entirely new strategy toward taking a position in HAPAG LLOYD UNSPADR.

Other Forecasting Options for HAPAG LLOYD

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

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

HAPAG LLOYD UNSPADR 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 HAPAG LLOYD'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 HAPAG LLOYD's current price.

HAPAG LLOYD Market Strength Events

Market strength indicators help investors to evaluate how HAPAG LLOYD stock reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading HAPAG LLOYD shares will generate the highest return on investment. By undertsting and applying HAPAG LLOYD stock market strength indicators, traders can identify HAPAG LLOYD UNSPADR 12 entry and exit signals to maximize returns.

HAPAG LLOYD Risk Indicators

The analysis of HAPAG LLOYD'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 HAPAG LLOYD's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting hapag 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 HAPAG Stock

HAPAG LLOYD financial ratios help investors to determine whether HAPAG 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 HAPAG with respect to the benefits of owning HAPAG LLOYD security.