ZKB Palladium Etf Forecast - Polynomial Regression

ZPAL Etf  CHF 257.40  1.75  0.68%   
The Polynomial Regression forecasted value of ZKB Palladium ETF on the next trading day is expected to be 248.35 with a mean absolute deviation of 10.82 and the sum of the absolute errors of 660.18. ZKB Etf Forecast is based on your current time horizon.
  
ZKB Palladium polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for ZKB Palladium ETF as well as the accuracy indicators are determined from the period prices.

ZKB Palladium Polynomial Regression Price Forecast For the 30th of November

Given 90 days horizon, the Polynomial Regression forecasted value of ZKB Palladium ETF on the next trading day is expected to be 248.35 with a mean absolute deviation of 10.82, mean absolute percentage error of 190.79, and the sum of the absolute errors of 660.18.
Please note that although there have been many attempts to predict ZKB 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 ZKB Palladium's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

ZKB Palladium Etf Forecast Pattern

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ZKB Palladium Forecasted Value

In the context of forecasting ZKB Palladium'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. ZKB Palladium's downside and upside margins for the forecasting period are 245.56 and 251.15, respectively. We have considered ZKB Palladium'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
257.40
245.56
Downside
248.35
Expected Value
251.15
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 ZKB Palladium etf data series using in forecasting. Note that when a statistical model is used to represent ZKB Palladium 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 Criteria123.3616
BiasArithmetic mean of the errors None
MADMean absolute deviation10.8226
MAPEMean absolute percentage error0.0401
SAESum of the absolute errors660.1812
A single variable polynomial regression model attempts to put a curve through the ZKB Palladium 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 ZKB Palladium

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as ZKB Palladium 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.
Hype
Prediction
LowEstimatedHigh
254.60257.40260.20
Details
Intrinsic
Valuation
LowRealHigh
237.87240.67283.14
Details

Other Forecasting Options for ZKB Palladium

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

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

ZKB Palladium 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 ZKB Palladium'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 ZKB Palladium's current price.

ZKB Palladium Market Strength Events

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

ZKB Palladium Risk Indicators

The analysis of ZKB Palladium'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 ZKB Palladium's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting zkb 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.

Other Information on Investing in ZKB Etf

ZKB Palladium financial ratios help investors to determine whether ZKB 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 ZKB with respect to the benefits of owning ZKB Palladium security.