Hapag Lloyd Pink Sheet Forecast - 4 Period Moving Average

HPGLY Stock  USD 81.50  0.76  0.94%   
The 4 Period Moving Average forecasted value of Hapag Lloyd Aktiengesellschaft on the next trading day is expected to be 82.22 with a mean absolute deviation of 2.64 and the sum of the absolute errors of 150.27. Hapag Pink Sheet Forecast is based on your current time horizon.
  
A four-period moving average forecast model for Hapag Lloyd Aktiengesellschaft 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 3rd of December

Given 90 days horizon, the 4 Period Moving Average forecasted value of Hapag Lloyd Aktiengesellschaft on the next trading day is expected to be 82.22 with a mean absolute deviation of 2.64, mean absolute percentage error of 13.95, and the sum of the absolute errors of 150.27.
Please note that although there have been many attempts to predict Hapag 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 Hapag Lloyd's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Hapag Lloyd Pink Sheet Forecast Pattern

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Hapag Lloyd Forecasted Value

In the context of forecasting Hapag Lloyd'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. Hapag Lloyd's downside and upside margins for the forecasting period are 78.81 and 85.63, 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
81.50
82.22
Expected Value
85.63
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 pink sheet data series using in forecasting. Note that when a statistical model is used to represent Hapag Lloyd 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 Criteria113.3942
BiasArithmetic mean of the errors -0.2815
MADMean absolute deviation2.6363
MAPEMean absolute percentage error0.0315
SAESum of the absolute errors150.2675
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 Aktiengesellschaft 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 Aktienge. 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.
Hype
Prediction
LowEstimatedHigh
78.0981.5084.91
Details
Intrinsic
Valuation
LowRealHigh
65.7969.2089.65
Details
Bollinger
Band Projection (param)
LowMiddleHigh
77.0685.0192.96
Details

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 Pink Sheet 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 pink sheet 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 Aktienge 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 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 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 Hapag Lloyd shares will generate the highest return on investment. By undertsting and applying Hapag Lloyd pink sheet market strength indicators, traders can identify Hapag Lloyd Aktiengesellschaft 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 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 Hapag Pink Sheet Analysis

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