Pulmatrix Stock Forecast - Naive Prediction
| PULM Stock | USD 6.64 0.70 9.54% |
The Naive Prediction forecasted value of Pulmatrix on the next trading day is expected to be 6.92 with a mean absolute deviation of 0.34 and the sum of the absolute errors of 20.83. Pulmatrix Stock Forecast is based on your current time horizon. Although Pulmatrix's naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of Pulmatrix's systematic risk associated with finding meaningful patterns of Pulmatrix fundamentals over time.
Pulmatrix |
Pulmatrix Cash Forecast
Forecasting financial indicators like cash flow involves analysts applying various statistical methods, techniques, and algorithms. These tools reveal hidden trends within the Pulmatrix's financial statements to estimate their effects on upcoming price movements.
Cash | First Reported 2013-03-31 | Previous Quarter 13.8 M | Current Value 10.8 M | Quarterly Volatility 16.7 M |
Pulmatrix Naive Prediction Price Forecast For the 1st of December
Given 90 days horizon, the Naive Prediction forecasted value of Pulmatrix on the next trading day is expected to be 6.92 with a mean absolute deviation of 0.34, mean absolute percentage error of 0.27, and the sum of the absolute errors of 20.83.Please note that although there have been many attempts to predict Pulmatrix 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 Pulmatrix's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Pulmatrix Stock Forecast Pattern
| Backtest Pulmatrix | Pulmatrix Price Prediction | Buy or Sell Advice |
Pulmatrix Forecasted Value
In the context of forecasting Pulmatrix'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. Pulmatrix's downside and upside margins for the forecasting period are 0.07 and 18.99, respectively. We have considered Pulmatrix'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 Naive Prediction forecasting method's relative quality and the estimations of the prediction error of Pulmatrix stock data series using in forecasting. Note that when a statistical model is used to represent Pulmatrix 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 | 118.6354 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 0.336 |
| MAPE | Mean absolute percentage error | 0.126 |
| SAE | Sum of the absolute errors | 20.8301 |
Predictive Modules for Pulmatrix
There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Pulmatrix. 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 Pulmatrix
For every potential investor in Pulmatrix, whether a beginner or expert, Pulmatrix's price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. Pulmatrix Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in Pulmatrix. Basic forecasting techniques help filter out the noise by identifying Pulmatrix's price trends.View Pulmatrix Related Equities
| Risk & Return | Correlation |
Pulmatrix 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 Pulmatrix'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 Pulmatrix's current price.| Cycle Indicators | ||
| Math Operators | ||
| Math Transform | ||
| Momentum Indicators | ||
| Overlap Studies | ||
| Pattern Recognition | ||
| Price Transform | ||
| Statistic Functions | ||
| Volatility Indicators | ||
| Volume Indicators |
Pulmatrix Market Strength Events
Market strength indicators help investors to evaluate how Pulmatrix stock reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading Pulmatrix shares will generate the highest return on investment. By undertsting and applying Pulmatrix stock market strength indicators, traders can identify Pulmatrix entry and exit signals to maximize returns.
Pulmatrix Risk Indicators
The analysis of Pulmatrix'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 Pulmatrix's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting pulmatrix 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 | 5.69 | |||
| Semi Deviation | 3.56 | |||
| Standard Deviation | 11.8 | |||
| Variance | 139.18 | |||
| Downside Variance | 22.87 | |||
| Semi Variance | 12.67 | |||
| Expected Short fall | (7.65) |
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.
Building efficient market-beating portfolios requires time, education, and a lot of computing power!
The Portfolio Architect is an AI-driven system that provides multiple benefits to our users by leveraging cutting-edge machine learning algorithms, statistical analysis, and predictive modeling to automate the process of asset selection and portfolio construction, saving time and reducing human error for individual and institutional investors.
Try AI Portfolio ArchitectCheck out Historical Fundamental Analysis of Pulmatrix to cross-verify your projections. To learn how to invest in Pulmatrix Stock, please use our How to Invest in Pulmatrix guide.You can also try the Portfolio Dashboard module to portfolio dashboard that provides centralized access to all your investments.
Is Pharmaceuticals 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 Pulmatrix. If investors know Pulmatrix 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 Pulmatrix listed above have to be considered, but the key to understanding future value is determining which factors weigh more heavily than others.
Earnings Share (2.64) | Revenue Per Share 3.119 | Quarterly Revenue Growth (0.16) | Return On Assets (0.30) | Return On Equity (0.59) |
The market value of Pulmatrix is measured differently than its book value, which is the value of Pulmatrix that is recorded on the company's balance sheet. Investors also form their own opinion of Pulmatrix's value that differs from its market value or its book value, called intrinsic value, which is Pulmatrix'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 Pulmatrix's market value can be influenced by many factors that don't directly affect Pulmatrix'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 Pulmatrix's value and its price as these two are different measures arrived at by different means. Investors typically determine if Pulmatrix is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Pulmatrix'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.