Penumbra Stock Forecast - Polynomial Regression
| PEN Stock | USD 239.85 0.00 0.00% |
The Polynomial Regression forecasted value of Penumbra on the next trading day is expected to be 234.02 with a mean absolute deviation of 3.91 and the sum of the absolute errors of 238.41. Penumbra Stock Forecast is based on your current time horizon. Although Penumbra's naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of Penumbra's systematic risk associated with finding meaningful patterns of Penumbra fundamentals over time.
Penumbra |
Penumbra Polynomial Regression Price Forecast For the 31st of December
Given 90 days horizon, the Polynomial Regression forecasted value of Penumbra on the next trading day is expected to be 234.02 with a mean absolute deviation of 3.91, mean absolute percentage error of 24.30, and the sum of the absolute errors of 238.41.Please note that although there have been many attempts to predict Penumbra 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 Penumbra's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Penumbra Stock Forecast Pattern
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Penumbra Forecasted Value
In the context of forecasting Penumbra'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. Penumbra's downside and upside margins for the forecasting period are 232.00 and 236.04, respectively. We have considered Penumbra'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 Polynomial Regression forecasting method's relative quality and the estimations of the prediction error of Penumbra stock data series using in forecasting. Note that when a statistical model is used to represent Penumbra 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 | 121.3009 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 3.9083 |
| MAPE | Mean absolute percentage error | 0.0174 |
| SAE | Sum of the absolute errors | 238.4093 |
Predictive Modules for Penumbra
There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Penumbra. 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.Sophisticated investors, who have witnessed many market ups and downs, anticipate that the market will even out over time. This tendency of Penumbra'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.
Other Forecasting Options for Penumbra
For every potential investor in Penumbra, whether a beginner or expert, Penumbra's price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. Penumbra Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in Penumbra. Basic forecasting techniques help filter out the noise by identifying Penumbra's price trends.Penumbra 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 Penumbra stock to make a market-neutral strategy. Peer analysis of Penumbra could also be used in its relative valuation, which is a method of valuing Penumbra by comparing valuation metrics with similar companies.
| Risk & Return | Correlation |
Penumbra 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 Penumbra'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 Penumbra's current price.| Cycle Indicators | ||
| Math Operators | ||
| Math Transform | ||
| Momentum Indicators | ||
| Overlap Studies | ||
| Pattern Recognition | ||
| Price Transform | ||
| Statistic Functions | ||
| Volatility Indicators | ||
| Volume Indicators |
Penumbra Market Strength Events
Market strength indicators help investors to evaluate how Penumbra stock reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading Penumbra shares will generate the highest return on investment. By undertsting and applying Penumbra stock market strength indicators, traders can identify Penumbra entry and exit signals to maximize returns.
| Accumulation Distribution | 0.0205 | |||
| Rate Of Daily Change | 1.0 | |||
| Day Median Price | 239.41 | |||
| Day Typical Price | 239.56 | |||
| Market Facilitation Index | 4.96 | |||
| Price Action Indicator | 0.44 |
Penumbra Risk Indicators
The analysis of Penumbra'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 Penumbra's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting penumbra 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 | 1.49 | |||
| Semi Deviation | 1.29 | |||
| Standard Deviation | 2.02 | |||
| Variance | 4.09 | |||
| Downside Variance | 2.43 | |||
| Semi Variance | 1.67 | |||
| Expected Short fall | (1.77) |
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.
When determining whether Penumbra offers a strong return on investment in its stock, a comprehensive analysis is essential. The process typically begins with a thorough review of Penumbra'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 Penumbra Stock. Outlined below are crucial reports that will aid in making a well-informed decision on Penumbra Stock: Check out Historical Fundamental Analysis of Penumbra to cross-verify your projections. To learn how to invest in Penumbra Stock, please use our How to Invest in Penumbra guide.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.
Is Health Care Equipment & Supplies space expected to grow? Or is there an opportunity to expand the business' product line in the future? Factors like these will boost the valuation of Penumbra. If investors know Penumbra will grow in the future, the company's valuation will be higher. The financial industry is built on trying to define current growth potential and future valuation accurately. All the valuation information about Penumbra listed above have to be considered, but the key to understanding future value is determining which factors weigh more heavily than others.
Quarterly Earnings Growth 2.261 | Earnings Share 0.86 | Revenue Per Share 30.081 | Quarterly Revenue Growth 0.111 | Return On Assets 0.0333 |
The market value of Penumbra is measured differently than its book value, which is the value of Penumbra that is recorded on the company's balance sheet. Investors also form their own opinion of Penumbra's value that differs from its market value or its book value, called intrinsic value, which is Penumbra'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 Penumbra's market value can be influenced by many factors that don't directly affect Penumbra'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 Penumbra's value and its price as these two are different measures arrived at by different means. Investors typically determine if Penumbra is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Penumbra'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.