CECO Environmental Stock Forecast - Naive Prediction
| CECO Stock | USD 30.20 0.23 0.77% |
The Naive Prediction forecasted value of CECO Environmental Corp on the next trading day is expected to be 32.21 with a mean absolute deviation of 0.73 and the sum of the absolute errors of 44.23. CECO Stock Forecast is based on your current time horizon. Although CECO Environmental's naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of CECO Environmental's systematic risk associated with finding meaningful patterns of CECO Environmental fundamentals over time.
CECO |
CECO Environmental Cash Forecast
Forecasting financial indicators like cash flow involves analysts applying various statistical methods, techniques, and algorithms. These tools reveal hidden trends within the CECO Environmental's financial statements to estimate their effects on upcoming price movements.
Cash | First Reported 1990-03-31 | Previous Quarter 36.9 M | Current Value 38.7 M | Quarterly Volatility 18.1 M |
CECO Environmental Naive Prediction Price Forecast For the 22nd of November
Given 90 days horizon, the Naive Prediction forecasted value of CECO Environmental Corp on the next trading day is expected to be 32.21 with a mean absolute deviation of 0.73, mean absolute percentage error of 0.79, and the sum of the absolute errors of 44.23.Please note that although there have been many attempts to predict CECO 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 CECO Environmental's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
CECO Environmental Stock Forecast Pattern
| Backtest CECO Environmental | CECO Environmental Price Prediction | Buy or Sell Advice |
CECO Environmental Forecasted Value
In the context of forecasting CECO Environmental'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. CECO Environmental's downside and upside margins for the forecasting period are 28.80 and 35.61, respectively. We have considered CECO Environmental'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 CECO Environmental stock data series using in forecasting. Note that when a statistical model is used to represent CECO Environmental 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 | 117.8729 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 0.7251 |
| MAPE | Mean absolute percentage error | 0.0276 |
| SAE | Sum of the absolute errors | 44.2321 |
Predictive Modules for CECO Environmental
There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as CECO Environmental 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.Sophisticated investors, who have witnessed many market ups and downs, anticipate that the market will even out over time. This tendency of CECO Environmental'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 CECO Environmental
For every potential investor in CECO, whether a beginner or expert, CECO Environmental's price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. CECO Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in CECO. Basic forecasting techniques help filter out the noise by identifying CECO Environmental's price trends.CECO Environmental 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 CECO Environmental stock to make a market-neutral strategy. Peer analysis of CECO Environmental could also be used in its relative valuation, which is a method of valuing CECO Environmental by comparing valuation metrics with similar companies.
| Risk & Return | Correlation |
CECO Environmental 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 CECO Environmental'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 CECO Environmental's current price.| Cycle Indicators | ||
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CECO Environmental Market Strength Events
Market strength indicators help investors to evaluate how CECO Environmental stock reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading CECO Environmental shares will generate the highest return on investment. By undertsting and applying CECO Environmental stock market strength indicators, traders can identify CECO Environmental Corp entry and exit signals to maximize returns.
CECO Environmental Risk Indicators
The analysis of CECO Environmental'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 CECO Environmental's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting ceco 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 | 2.42 | |||
| Semi Deviation | 3.17 | |||
| Standard Deviation | 3.39 | |||
| Variance | 11.5 | |||
| Downside Variance | 10.87 | |||
| Semi Variance | 10.04 | |||
| Expected Short fall | (2.77) |
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.
Pair Trading with CECO Environmental
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 CECO Environmental 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 CECO Environmental will appreciate offsetting losses from the drop in the long position's value.Moving together with CECO Stock
Moving against CECO Stock
| 0.49 | PCTTU | Purecycle Technologies | PairCorr |
| 0.46 | PCTTW | PureCycle Technologies | PairCorr |
| 0.45 | PFFVF | Pfeiffer Vacuum Tech | PairCorr |
| 0.45 | J | Jacobs Solutions | PairCorr |
| 0.39 | PCT | Purecycle Technologies | PairCorr |
The ability to find closely correlated positions to CECO Environmental could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace CECO Environmental 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 CECO Environmental - 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 CECO Environmental Corp to buy it.
The correlation of CECO Environmental 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 CECO Environmental moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if CECO Environmental 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 CECO Environmental 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.Check out Historical Fundamental Analysis of CECO Environmental to cross-verify your projections. You can also try the Insider Screener module to find insiders across different sectors to evaluate their impact on performance.
Is Industrial Machinery & Supplies & Components 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 CECO Environmental. If investors know CECO 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 CECO Environmental 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 (0.34) | Earnings Share 0.33 | Revenue Per Share 15.853 | Quarterly Revenue Growth (0.09) | Return On Assets 0.0424 |
The market value of CECO Environmental Corp is measured differently than its book value, which is the value of CECO that is recorded on the company's balance sheet. Investors also form their own opinion of CECO Environmental's value that differs from its market value or its book value, called intrinsic value, which is CECO Environmental'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 CECO Environmental's market value can be influenced by many factors that don't directly affect CECO Environmental'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 CECO Environmental's value and its price as these two are different measures arrived at by different means. Investors typically determine if CECO Environmental is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, CECO Environmental'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.