Canadian Imperial Preferred Stock Forecast - 4 Period Moving Average

CM-PS Preferred Stock  CAD 25.50  0.03  0.12%   
The 4 Period Moving Average forecasted value of Canadian Imperial Bank on the next trading day is expected to be 25.49 with a mean absolute deviation of 0.05 and the sum of the absolute errors of 2.74. Canadian Preferred Stock Forecast is based on your current time horizon.
  
A four-period moving average forecast model for Canadian Imperial Bank 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.

Canadian Imperial 4 Period Moving Average Price Forecast For the 25th of December

Given 90 days horizon, the 4 Period Moving Average forecasted value of Canadian Imperial Bank on the next trading day is expected to be 25.49 with a mean absolute deviation of 0.05, mean absolute percentage error of 0, and the sum of the absolute errors of 2.74.
Please note that although there have been many attempts to predict Canadian 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 Canadian Imperial's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Canadian Imperial Preferred Stock Forecast Pattern

Backtest Canadian ImperialCanadian Imperial Price PredictionBuy or Sell Advice 

Canadian Imperial Forecasted Value

In the context of forecasting Canadian Imperial'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. Canadian Imperial's downside and upside margins for the forecasting period are 25.21 and 25.76, respectively. We have considered Canadian Imperial'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
25.50
25.49
Expected Value
25.76
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 Canadian Imperial preferred stock data series using in forecasting. Note that when a statistical model is used to represent Canadian Imperial 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 Criteria105.2062
BiasArithmetic mean of the errors -0.0272
MADMean absolute deviation0.0481
MAPEMean absolute percentage error0.0019
SAESum of the absolute errors2.74
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 Canadian Imperial. However, it also has several disadvantages. In particular this model does not produce an actual prediction equation for Canadian Imperial Bank and therefore, it cannot be a useful forecasting tool for medium or long range price predictions

Predictive Modules for Canadian Imperial

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Canadian Imperial Bank. 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 Canadian Imperial'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
25.1725.4525.73
Details
Intrinsic
Valuation
LowRealHigh
20.9621.2428.02
Details

Other Forecasting Options for Canadian Imperial

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

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

Canadian Imperial Bank 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 Canadian Imperial'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 Canadian Imperial's current price.

Canadian Imperial Market Strength Events

Market strength indicators help investors to evaluate how Canadian Imperial 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 Canadian Imperial shares will generate the highest return on investment. By undertsting and applying Canadian Imperial preferred stock market strength indicators, traders can identify Canadian Imperial Bank entry and exit signals to maximize returns.

Canadian Imperial Risk Indicators

The analysis of Canadian Imperial'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 Canadian Imperial's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting canadian 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 Canadian Imperial

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 Canadian Imperial 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 Canadian Imperial will appreciate offsetting losses from the drop in the long position's value.

Moving together with Canadian Preferred Stock

  0.85ENB-PFV Enbridge Pref 5PairCorr
  0.76ENB-PFC Enbridge Pref 11PairCorr
  0.77ENS E Split CorpPairCorr
  0.84ENS-PA E Split CorpPairCorr

Moving against Canadian Preferred Stock

  0.56TKU Tarku ResourcesPairCorr
The ability to find closely correlated positions to Canadian Imperial could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Canadian Imperial 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 Canadian Imperial - 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 Canadian Imperial Bank to buy it.
The correlation of Canadian Imperial 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 Canadian Imperial moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Canadian Imperial Bank 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 Canadian Imperial 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 Canadian Preferred Stock Analysis

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