VanEck Defense Etf Forecast - Polynomial Regression

DFEN Etf   34.60  0.13  0.38%   
The Polynomial Regression forecasted value of VanEck Defense ETF on the next trading day is expected to be 33.93 with a mean absolute deviation of 0.51 and the sum of the absolute errors of 30.83. Investors can use prediction functions to forecast VanEck Defense's etf prices and determine the direction of VanEck Defense ETF's future trends based on various well-known forecasting models. However, exclusively looking at the historical price movement is usually misleading.
  
VanEck Defense polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for VanEck Defense ETF as well as the accuracy indicators are determined from the period prices.

VanEck Defense Polynomial Regression Price Forecast For the 23rd of December

Given 90 days horizon, the Polynomial Regression forecasted value of VanEck Defense ETF on the next trading day is expected to be 33.93 with a mean absolute deviation of 0.51, mean absolute percentage error of 0.58, and the sum of the absolute errors of 30.83.
Please note that although there have been many attempts to predict VanEck 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 VanEck Defense's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

VanEck Defense Etf Forecast Pattern

VanEck Defense Forecasted Value

In the context of forecasting VanEck Defense's 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. VanEck Defense's downside and upside margins for the forecasting period are 32.49 and 35.37, respectively. We have considered VanEck Defense'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
34.60
33.93
Expected Value
35.37
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Polynomial Regression forecasting method's relative quality and the estimations of the prediction error of VanEck Defense etf data series using in forecasting. Note that when a statistical model is used to represent VanEck Defense 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 Criteria117.5732
BiasArithmetic mean of the errors None
MADMean absolute deviation0.5054
MAPEMean absolute percentage error0.0143
SAESum of the absolute errors30.8281
A single variable polynomial regression model attempts to put a curve through the VanEck Defense historical price points. Mathematically, assuming the independent variable is X and the dependent variable is Y, this line can be indicated as: Y = a0 + a1*X + a2*X2 + a3*X3 + ... + am*Xm

Predictive Modules for VanEck Defense

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as VanEck Defense ETF. 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.

Other Forecasting Options for VanEck Defense

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

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

VanEck Defense ETF 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 VanEck Defense'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 VanEck Defense's current price.

VanEck Defense Market Strength Events

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

VanEck Defense Risk Indicators

The analysis of VanEck Defense'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 VanEck Defense's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting vaneck 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.

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.