Ballard Power Stock Forecast - 4 Period Moving Average
| PO0 Stock | EUR 1.25 0.03 2.46% |
The 4 Period Moving Average forecasted value of Ballard Power Systems on the next trading day is expected to be 1.23 with a mean absolute deviation of 0.05 and the sum of the absolute errors of 3.01. Ballard Stock Forecast is based on your current time horizon. We recommend always using this module together with an analysis of Ballard Power's historical fundamentals, such as revenue growth or operating cash flow patterns.
Ballard |
Ballard Power 4 Period Moving Average Price Forecast For the 24th of November
Given 90 days horizon, the 4 Period Moving Average forecasted value of Ballard Power Systems on the next trading day is expected to be 1.23 with a mean absolute deviation of 0.05, mean absolute percentage error of 0.01, and the sum of the absolute errors of 3.01.Please note that although there have been many attempts to predict Ballard 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 Ballard Power's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Ballard Power Stock Forecast Pattern
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Ballard Power Forecasted Value
In the context of forecasting Ballard Power'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. Ballard Power's downside and upside margins for the forecasting period are 0.01 and 5.77, respectively. We have considered Ballard Power'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.
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 Ballard Power stock data series using in forecasting. Note that when a statistical model is used to represent Ballard Power 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.| AIC | Akaike Information Criteria | 105.599 |
| Bias | Arithmetic mean of the errors | 0.0139 |
| MAD | Mean absolute deviation | 0.0528 |
| MAPE | Mean absolute percentage error | 0.0372 |
| SAE | Sum of the absolute errors | 3.01 |
Predictive Modules for Ballard Power
There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Ballard Power Systems. 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.Other Forecasting Options for Ballard Power
For every potential investor in Ballard, whether a beginner or expert, Ballard Power's price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. Ballard Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in Ballard. Basic forecasting techniques help filter out the noise by identifying Ballard Power's price trends.Ballard Power 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 Ballard Power stock to make a market-neutral strategy. Peer analysis of Ballard Power could also be used in its relative valuation, which is a method of valuing Ballard Power by comparing valuation metrics with similar companies.
| Risk & Return | Correlation |
Ballard Power Systems 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 Ballard Power'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 Ballard Power's current price.| Cycle Indicators | ||
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| Volume Indicators |
Ballard Power Market Strength Events
Market strength indicators help investors to evaluate how Ballard Power stock reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading Ballard Power shares will generate the highest return on investment. By undertsting and applying Ballard Power stock market strength indicators, traders can identify Ballard Power Systems entry and exit signals to maximize returns.
Ballard Power Risk Indicators
The analysis of Ballard Power'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 Ballard Power's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting ballard 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.
| Mean Deviation | 3.48 | |||
| Standard Deviation | 4.59 | |||
| Variance | 21.06 |
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.
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Additional Information and Resources on Investing in Ballard Stock
When determining whether Ballard Power Systems is a good investment, qualitative aspects like company management, corporate governance, and ethical practices play a significant role. A comparison with peer companies also provides context and helps to understand if Ballard Stock is undervalued or overvalued. This multi-faceted approach, blending both quantitative and qualitative analysis, forms a solid foundation for making an informed investment decision about Ballard Power Systems Stock. Highlighted below are key reports to facilitate an investment decision about Ballard Power Systems Stock:Check out Historical Fundamental Analysis of Ballard Power to cross-verify your projections. You can also try the Theme Ratings module to determine theme ratings based on digital equity recommendations. Macroaxis theme ratings are based on combination of fundamental analysis and risk-adjusted market performance.