Amplify CWP Etf Forecast - Polynomial Regression

DIVO Etf  USD 38.88  0.07  0.18%   
The Polynomial Regression forecasted value of Amplify CWP Enhanced on the next trading day is expected to be 38.83 with a mean absolute deviation of  0.15  and the sum of the absolute errors of 8.96. Amplify Etf Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Amplify CWP stock prices and determine the direction of Amplify CWP Enhanced's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Amplify CWP's historical fundamentals, such as revenue growth or operating cash flow patterns.
Check out Historical Fundamental Analysis of Amplify CWP to cross-verify your projections.
  

Open Interest Against 2024-04-19 Amplify Option Contracts

Although open interest is a measure utilized in the options markets, it could be used to forecast Amplify CWP's spot prices because the number of available contracts in the market changes daily, and new contracts can be created or liquidated at will. Since open interest in Amplify CWP's options reflects these daily shifts, investors could use the patterns of these changes to develop long and short-term trading strategies for Amplify CWP stock based on available contracts left at the end of a trading day.
Please note that to derive more accurate forecasting about market movement from the current Amplify CWP's open interest, investors have to compare it to Amplify CWP's spot prices. As Ford's stock price increases, high open interest indicates that money is entering the market, and the market is strongly bullish. Conversely, if the price of Amplify CWP is decreasing and there is high open interest, that is a sign that the bearish trend will continue, and investors may react by taking short positions in Amplify. So, decreasing or low open interest during a bull market indicates that investors are becoming uncertain of the depth of the bullish trend, and a reversal in sentiment will likely follow.
Most investors in Amplify CWP cannot accurately predict what will happen the next trading day because, historically, etf markets tend to be unpredictable and even illogical. Modeling turbulent structures requires applying different statistical methods, techniques, and algorithms to find hidden data structures or patterns within the Amplify CWP's time series price data and predict how it will affect future prices. One of these methodologies is forecasting, which interprets Amplify CWP's price structures and extracts relationships that further increase the generated results' accuracy.
Amplify CWP polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Amplify CWP Enhanced as well as the accuracy indicators are determined from the period prices.

Amplify CWP Polynomial Regression Price Forecast For the 29th of March

Given 90 days horizon, the Polynomial Regression forecasted value of Amplify CWP Enhanced on the next trading day is expected to be 38.83 with a mean absolute deviation of 0.15, mean absolute percentage error of 0.03, and the sum of the absolute errors of 8.96.
Please note that although there have been many attempts to predict Amplify 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 Amplify CWP's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Amplify CWP Etf Forecast Pattern

Backtest Amplify CWPAmplify CWP Price PredictionBuy or Sell Advice 

Amplify CWP Forecasted Value

In the context of forecasting Amplify CWP'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. Amplify CWP's downside and upside margins for the forecasting period are 38.38 and 39.29, respectively. We have considered Amplify CWP'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
38.88
38.83
Expected Value
39.29
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 Amplify CWP etf data series using in forecasting. Note that when a statistical model is used to represent Amplify CWP 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 Criteria114.7235
BiasArithmetic mean of the errors None
MADMean absolute deviation0.1469
MAPEMean absolute percentage error0.0039
SAESum of the absolute errors8.9608
A single variable polynomial regression model attempts to put a curve through the Amplify CWP 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 Amplify CWP

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Amplify CWP Enhanced. 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.
Sophisticated investors, who have witnessed many market ups and downs, anticipate that the market will even out over time. This tendency of Amplify CWP's price to converge to an average value over time is called mean reversion. However, historically, high market prices usually discourage investors that believe in mean reversion to invest, while low prices are viewed as an opportunity to buy.
Hype
Prediction
LowEstimatedHigh
38.3938.8439.29
Details
Intrinsic
Valuation
LowRealHigh
38.8239.2739.72
Details
Bollinger
Band Projection (param)
LowMiddleHigh
38.2438.6939.14
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as Amplify CWP. Your research has to be compared to or analyzed against Amplify CWP's peers to derive any actionable benefits. When done correctly, Amplify CWP'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 Amplify CWP Enhanced.

Other Forecasting Options for Amplify CWP

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

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

Amplify CWP Enhanced 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 Amplify CWP'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 Amplify CWP's current price.

Amplify CWP Market Strength Events

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

Amplify CWP Risk Indicators

The analysis of Amplify CWP'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 Amplify CWP's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting amplify 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.
Some investors attempt to determine whether the market's mood is bullish or bearish by monitoring changes in market sentiment. Unlike more traditional methods such as technical analysis, investor sentiment usually refers to the aggregate attitude towards Amplify CWP in the overall investment community. So, suppose investors can accurately measure the market's sentiment. In that case, they can use it for their benefit. For example, some tools to gauge market sentiment could be utilized using contrarian indexes, Amplify CWP's short interest history, or implied volatility extrapolated from Amplify CWP options trading.

Pair Trading with Amplify CWP

One of the main advantages of trading using pair correlations is that every trade hedges away some risk. Because there are two separate transactions required, even if Amplify CWP position performs unexpectedly, the other equity can make up some of the losses. Pair trading also minimizes risk from directional movements in the market. For example, if an entire industry or sector drops because of unexpected headlines, the short position in Amplify CWP will appreciate offsetting losses from the drop in the long position's value.

Moving together with Amplify Etf

  0.98JEPI JPMorgan Equity PremiumPairCorr
  0.97XYLD Global X SPPairCorr
  0.78RYLD Global X RussellPairCorr
  0.96JEPQ JPMorgan Nasdaq Equity Sell-off TrendPairCorr
The ability to find closely correlated positions to Amplify CWP could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Amplify CWP when you sell it. If you don't do this, your portfolio allocation will be skewed against your target asset allocation. So, investors can't just sell and buy back Amplify CWP - that would be a violation of the tax code under the "wash sale" rule, and this is why you need to find a similar enough asset and use the proceeds from selling Amplify CWP Enhanced to buy it.
The correlation of Amplify CWP is a statistical measure of how it moves in relation to other instruments. This measure is expressed in what is known as the correlation coefficient, which ranges between -1 and +1. A perfect positive correlation (i.e., a correlation coefficient of +1) implies that as Amplify CWP moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Amplify CWP Enhanced moves in either direction, the perfectly negatively correlated security will move in the opposite direction. If the correlation is 0, the equities are not correlated; they are entirely random. A correlation greater than 0.8 is generally described as strong, whereas a correlation less than 0.5 is generally considered weak.
Correlation analysis and pair trading evaluation for Amplify CWP can also be used as hedging techniques within a particular sector or industry or even over random equities to generate a better risk-adjusted return on your portfolios.
Pair CorrelationCorrelation Matching
When determining whether Amplify CWP Enhanced offers a strong return on investment in its stock, a comprehensive analysis is essential. The process typically begins with a thorough review of Amplify CWP's financial statements, including income statements, balance sheets, and cash flow statements, to assess its financial health. Key financial ratios are used to gauge profitability, efficiency, and growth potential of Amplify Cwp Enhanced Etf. Outlined below are crucial reports that will aid in making a well-informed decision on Amplify Cwp Enhanced Etf:
Check out Historical Fundamental Analysis of Amplify CWP to cross-verify your projections.
You can also try the Global Markets Map module to get a quick overview of global market snapshot using zoomable world map. Drill down to check world indexes.

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The market value of Amplify CWP Enhanced is measured differently than its book value, which is the value of Amplify that is recorded on the company's balance sheet. Investors also form their own opinion of Amplify CWP's value that differs from its market value or its book value, called intrinsic value, which is Amplify CWP's true underlying value. Investors use various methods to calculate intrinsic value and buy a stock when its market value falls below its intrinsic value. Because Amplify CWP's market value can be influenced by many factors that don't directly affect Amplify CWP's underlying business (such as a pandemic or basic market pessimism), market value can vary widely from intrinsic value.
Please note, there is a significant difference between Amplify CWP's value and its price as these two are different measures arrived at by different means. Investors typically determine if Amplify CWP is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Amplify CWP's price is the amount at which it trades on the open market and represents the number that a seller and buyer find agreeable to each party.