ESGL Holdings Etf Forecast - 4 Period Moving Average

ESGL Etf  USD 1.15  0.05  4.17%   
The 4 Period Moving Average forecasted value of ESGL Holdings Limited on the next trading day is expected to be 1.18 with a mean absolute deviation of 0.07 and the sum of the absolute errors of 3.99. ESGL Etf Forecast is based on your current time horizon.
  
A four-period moving average forecast model for ESGL Holdings Limited 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.

ESGL Holdings 4 Period Moving Average Price Forecast For the 22nd of December

Given 90 days horizon, the 4 Period Moving Average forecasted value of ESGL Holdings Limited on the next trading day is expected to be 1.18 with a mean absolute deviation of 0.07, mean absolute percentage error of 0.01, and the sum of the absolute errors of 3.99.
Please note that although there have been many attempts to predict ESGL Etf 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 ESGL Holdings' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

ESGL Holdings Etf Forecast Pattern

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ESGL Holdings Forecasted Value

In the context of forecasting ESGL Holdings' Etf 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. ESGL Holdings' downside and upside margins for the forecasting period are 0.01 and 5.74, respectively. We have considered ESGL Holdings' 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
1.15
1.18
Expected Value
5.74
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 ESGL Holdings etf data series using in forecasting. Note that when a statistical model is used to represent ESGL Holdings etf, 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 Criteria107.9426
BiasArithmetic mean of the errors 0.0445
MADMean absolute deviation0.0688
MAPEMean absolute percentage error0.0434
SAESum of the absolute errors3.99
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 ESGL Holdings. However, it also has several disadvantages. In particular this model does not produce an actual prediction equation for ESGL Holdings Limited and therefore, it cannot be a useful forecasting tool for medium or long range price predictions

Predictive Modules for ESGL Holdings

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as ESGL Holdings Limited. Regardless of method or technology, however, to accurately forecast the etf market is more a matter of luck rather than a particular technique. Nevertheless, trying to predict the etf 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
0.061.255.82
Details
Intrinsic
Valuation
LowRealHigh
0.061.135.70
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as ESGL Holdings. Your research has to be compared to or analyzed against ESGL Holdings' peers to derive any actionable benefits. When done correctly, ESGL Holdings' 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 ESGL Holdings Limited.

Other Forecasting Options for ESGL Holdings

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

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

ESGL Holdings Limited Technical and Predictive Analytics

The etf market is financially volatile. Despite the volatility, there exist limitless possibilities of gaining profits and building passive income portfolios. With the complexity of ESGL Holdings' 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 ESGL Holdings' current price.

ESGL Holdings Market Strength Events

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

ESGL Holdings Risk Indicators

The analysis of ESGL Holdings' 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 ESGL Holdings' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting esgl etf 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 ESGL Etf

ESGL Holdings financial ratios help investors to determine whether ESGL Etf 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 ESGL with respect to the benefits of owning ESGL Holdings security.