Ammo Preferred Preferred Stock Forecast - 8 Period Moving Average

POWWP Preferred Stock  USD 21.60  0.30  1.41%   
The 8 Period Moving Average forecasted value of Ammo Preferred on the next trading day is expected to be 21.35 with a mean absolute deviation of 1.02 and the sum of the absolute errors of 54.06. Ammo Preferred Stock Forecast is based on your current time horizon.
  
An 8-period moving average forecast model for Ammo Preferred is based on an artificially constructed time series of Ammo Preferred daily prices in which the value for a trading day is replaced by the mean of that value and the values for 8 of preceding and succeeding time periods. This model is best suited for price series data that changes over time.

Ammo Preferred 8 Period Moving Average Price Forecast For the 5th of December

Given 90 days horizon, the 8 Period Moving Average forecasted value of Ammo Preferred on the next trading day is expected to be 21.35 with a mean absolute deviation of 1.02, mean absolute percentage error of 2.17, and the sum of the absolute errors of 54.06.
Please note that although there have been many attempts to predict Ammo Preferred Stock 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 Ammo Preferred's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Ammo Preferred Preferred Stock Forecast Pattern

Backtest Ammo PreferredAmmo Preferred Price PredictionBuy or Sell Advice 

Ammo Preferred Forecasted Value

In the context of forecasting Ammo Preferred's Preferred Stock 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. Ammo Preferred's downside and upside margins for the forecasting period are 17.24 and 25.46, respectively. We have considered Ammo Preferred'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
21.60
21.35
Expected Value
25.46
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the 8 Period Moving Average forecasting method's relative quality and the estimations of the prediction error of Ammo Preferred preferred stock data series using in forecasting. Note that when a statistical model is used to represent Ammo Preferred preferred stock, 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 Criteria104.1822
BiasArithmetic mean of the errors 0.3442
MADMean absolute deviation1.02
MAPEMean absolute percentage error0.0494
SAESum of the absolute errors54.0575
The eieght-period moving average method has an advantage over other forecasting models in that it does smooth out peaks and valleys in a set of daily observations. Ammo Preferred 8-period moving average forecast can only be used reliably to predict one or two periods into the future.

Predictive Modules for Ammo Preferred

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Ammo Preferred. Regardless of method or technology, however, to accurately forecast the preferred stock market is more a matter of luck rather than a particular technique. Nevertheless, trying to predict the preferred stock 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 Ammo Preferred'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
17.4621.6025.74
Details
Intrinsic
Valuation
LowRealHigh
14.0918.2322.37
Details
Bollinger
Band Projection (param)
LowMiddleHigh
20.7221.2021.67
Details

Other Forecasting Options for Ammo Preferred

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

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

Ammo Preferred Technical and Predictive Analytics

The preferred stock market is financially volatile. Despite the volatility, there exist limitless possibilities of gaining profits and building passive income portfolios. With the complexity of Ammo Preferred'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 Ammo Preferred's current price.

Ammo Preferred Market Strength Events

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

Ammo Preferred Risk Indicators

The analysis of Ammo Preferred'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 Ammo Preferred's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting ammo preferred stock 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.

Pair Trading with Ammo Preferred

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 Ammo Preferred 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 Ammo Preferred will appreciate offsetting losses from the drop in the long position's value.

Moving against Ammo Preferred Stock

  0.76CW Curtiss WrightPairCorr
  0.76EH Ehang HoldingsPairCorr
  0.67ESLT Elbit SystemsPairCorr
  0.56HWM Howmet AerospacePairCorr
  0.55DRS Leonardo DRS, CommonPairCorr
The ability to find closely correlated positions to Ammo Preferred could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Ammo Preferred 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 Ammo Preferred - 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 Ammo Preferred to buy it.
The correlation of Ammo Preferred 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 Ammo Preferred moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Ammo Preferred 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 Ammo Preferred 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

Additional Tools for Ammo Preferred Stock Analysis

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