Pembina Pipeline Stock Forecast - Naive Prediction

PPL Stock  CAD 57.68  0.03  0.05%   
The Naive Prediction forecasted value of Pembina Pipeline Corp on the next trading day is expected to be 57.76 with a mean absolute deviation of 0.53 and the sum of the absolute errors of 32.33. Pembina Stock Forecast is based on your current time horizon. Although Pembina Pipeline's naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of Pembina Pipeline's systematic risk associated with finding meaningful patterns of Pembina Pipeline fundamentals over time.
  
As of the 29th of November 2024, Inventory Turnover is likely to grow to 32.32, while Payables Turnover is likely to drop 6.34. . As of the 29th of November 2024, Net Income Applicable To Common Shares is likely to grow to about 3.4 B, while Common Stock Shares Outstanding is likely to drop about 291.3 M.
A naive forecasting model for Pembina Pipeline is a special case of the moving average forecasting where the number of periods used for smoothing is one. Therefore, the forecast of Pembina Pipeline Corp value for a given trading day is simply the observed value for the previous period. Due to the simplistic nature of the naive forecasting model, it can only be used to forecast up to one period.

Pembina Pipeline Naive Prediction Price Forecast For the 30th of November

Given 90 days horizon, the Naive Prediction forecasted value of Pembina Pipeline Corp on the next trading day is expected to be 57.76 with a mean absolute deviation of 0.53, mean absolute percentage error of 0.47, and the sum of the absolute errors of 32.33.
Please note that although there have been many attempts to predict Pembina 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 Pembina Pipeline's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Pembina Pipeline Stock Forecast Pattern

Backtest Pembina PipelinePembina Pipeline Price PredictionBuy or Sell Advice 

Pembina Pipeline Forecasted Value

In the context of forecasting Pembina Pipeline's 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. Pembina Pipeline's downside and upside margins for the forecasting period are 56.87 and 58.64, respectively. We have considered Pembina Pipeline'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
57.68
57.76
Expected Value
58.64
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Naive Prediction forecasting method's relative quality and the estimations of the prediction error of Pembina Pipeline stock data series using in forecasting. Note that when a statistical model is used to represent Pembina Pipeline 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 Criteria117.3519
BiasArithmetic mean of the errors None
MADMean absolute deviation0.53
MAPEMean absolute percentage error0.0092
SAESum of the absolute errors32.333
This model is not at all useful as a medium-long range forecasting tool of Pembina Pipeline Corp. This model is simplistic and is included partly for completeness and partly because of its simplicity. It is unlikely that you'll want to use this model directly to predict Pembina Pipeline. Instead, consider using either the moving average model or the more general weighted moving average model with a higher (i.e., greater than 1) number of periods, and possibly a different set of weights.

Predictive Modules for Pembina Pipeline

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Pembina Pipeline Corp. Regardless of method or technology, however, to accurately forecast the stock market is more a matter of luck rather than a particular technique. Nevertheless, trying to predict the 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.
Hype
Prediction
LowEstimatedHigh
56.8357.7258.61
Details
Intrinsic
Valuation
LowRealHigh
51.9467.7868.67
Details
Earnings
Estimates (0)
LowProjected EPSHigh
0.720.750.85
Details

Other Forecasting Options for Pembina Pipeline

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

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

Pembina Pipeline Corp Technical and Predictive Analytics

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

Pembina Pipeline Market Strength Events

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

Pembina Pipeline Risk Indicators

The analysis of Pembina Pipeline'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 Pembina Pipeline's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting pembina 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 Pembina Pipeline

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 Pembina Pipeline 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 Pembina Pipeline will appreciate offsetting losses from the drop in the long position's value.

Moving together with Pembina Stock

  0.9ENB-PFV Enbridge Pref 5PairCorr
  0.79ENB-PFU Enbridge Pref LPairCorr
  0.84ENS E Split CorpPairCorr
  0.71ENS-PA E Split CorpPairCorr

Moving against Pembina Stock

  0.52SAGE Sage Potash CorpPairCorr
The ability to find closely correlated positions to Pembina Pipeline could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Pembina Pipeline 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 Pembina Pipeline - 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 Pembina Pipeline Corp to buy it.
The correlation of Pembina Pipeline 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 Pembina Pipeline moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Pembina Pipeline Corp 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 Pembina Pipeline 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 Pembina Pipeline Corp offers a strong return on investment in its stock, a comprehensive analysis is essential. The process typically begins with a thorough review of Pembina Pipeline'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 Pembina Pipeline Corp Stock. Outlined below are crucial reports that will aid in making a well-informed decision on Pembina Pipeline Corp Stock:
Check out Historical Fundamental Analysis of Pembina Pipeline to cross-verify your projections.
You can also try the Portfolio Comparator module to compare the composition, asset allocations and performance of any two portfolios in your account.
Please note, there is a significant difference between Pembina Pipeline's value and its price as these two are different measures arrived at by different means. Investors typically determine if Pembina Pipeline is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Pembina Pipeline'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.