Ecolab Stock Forecast - Simple Regression
| ECL Stock | MXN 3,873 7.18 0.19% |
The Simple Regression forecasted value of Ecolab Inc on the next trading day is expected to be 3,857 with a mean absolute deviation of 50.75 and the sum of the absolute errors of 3,096. Ecolab Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Ecolab stock prices and determine the direction of Ecolab Inc's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Ecolab's historical fundamentals, such as revenue growth or operating cash flow patterns.
Check out Historical Fundamental Analysis of Ecolab to cross-verify your projections. Ecolab |
Most investors in Ecolab cannot accurately predict what will happen the next trading day because, historically, stock markets tend to be unpredictable and even illogical. Modeling turbulent structures requires applying different statistical methods, techniques, and algorithms to find hidden data structures or patterns within the Ecolab's time series price data and predict how it will affect future prices. One of these methodologies is forecasting, which interprets Ecolab's price structures and extracts relationships that further increase the generated results' accuracy.
Simple Regression model is a single variable regression model that attempts to put a straight line through Ecolab price points. This line is defined by its gradient or slope, and the point at which it intercepts the x-axis. Mathematically, assuming the independent variable is X and the dependent variable is Y, then this line can be represented as: Y = intercept + slope * X. Ecolab Simple Regression Price Forecast For the 3rd of June
Given 90 days horizon, the Simple Regression forecasted value of Ecolab Inc on the next trading day is expected to be 3,857 with a mean absolute deviation of 50.75, mean absolute percentage error of 3,470, and the sum of the absolute errors of 3,096.Please note that although there have been many attempts to predict Ecolab 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 Ecolab's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Ecolab Stock Forecast Pattern
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Ecolab Forecasted Value
In the context of forecasting Ecolab'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. Ecolab's downside and upside margins for the forecasting period are 3,856 and 3,858, respectively. We have considered Ecolab'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 Simple Regression forecasting method's relative quality and the estimations of the prediction error of Ecolab stock data series using in forecasting. Note that when a statistical model is used to represent Ecolab 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 | 126.2623 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 50.7526 |
| MAPE | Mean absolute percentage error | 0.0134 |
| SAE | Sum of the absolute errors | 3095.9064 |
Predictive Modules for Ecolab
There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Ecolab Inc. 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 Ecolab'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 Ecolab
For every potential investor in Ecolab, whether a beginner or expert, Ecolab's price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. Ecolab Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in Ecolab. Basic forecasting techniques help filter out the noise by identifying Ecolab's price trends.Ecolab 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 Ecolab stock to make a market-neutral strategy. Peer analysis of Ecolab could also be used in its relative valuation, which is a method of valuing Ecolab by comparing valuation metrics with similar companies.
| Risk & Return | Correlation |
Ecolab Inc 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 Ecolab'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 Ecolab's current price.| Cycle Indicators | ||
| Math Operators | ||
| Math Transform | ||
| Momentum Indicators | ||
| Overlap Studies | ||
| Pattern Recognition | ||
| Price Transform | ||
| Statistic Functions | ||
| Volatility Indicators | ||
| Volume Indicators |
Ecolab Market Strength Events
Market strength indicators help investors to evaluate how Ecolab stock reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading Ecolab shares will generate the highest return on investment. By undertsting and applying Ecolab stock market strength indicators, traders can identify Ecolab Inc entry and exit signals to maximize returns.
| Daily Balance Of Power | (9,223,372,036,855) | |||
| Rate Of Daily Change | 1.0 | |||
| Day Median Price | 3873.0 | |||
| Day Typical Price | 3873.0 | |||
| Price Action Indicator | (3.59) | |||
| Period Momentum Indicator | (7.18) |
Ecolab Risk Indicators
The analysis of Ecolab'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 Ecolab's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting ecolab 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 | 0.343 | |||
| Semi Deviation | 0.2835 | |||
| Standard Deviation | 0.7751 | |||
| Variance | 0.6007 | |||
| Downside Variance | 1.33 | |||
| Semi Variance | 0.0804 | |||
| Expected Short fall | (1.50) |
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.
Also Currently Popular
Analyzing currently trending equities could be an opportunity to develop a better portfolio based on different market momentums that they can trigger. Utilizing the top trending stocks is also useful when creating a market-neutral strategy or pair trading technique involving a short or a long position in a currently trending equity.When determining whether Ecolab Inc is a strong investment it is important to analyze Ecolab's competitive position within its industry, examining market share, product or service uniqueness, and competitive advantages. Beyond financials and market position, potential investors should also consider broader economic conditions, industry trends, and any regulatory or geopolitical factors that may impact Ecolab's future performance. For an informed investment choice regarding Ecolab Stock, refer to the following important reports:Check out Historical Fundamental Analysis of Ecolab to cross-verify your projections. You can also try the Idea Analyzer module to analyze all characteristics, volatility and risk-adjusted return of Macroaxis ideas.
Complementary Tools for Ecolab Stock analysis
When running Ecolab's price analysis, check to measure Ecolab's market volatility, profitability, liquidity, solvency, efficiency, growth potential, financial leverage, and other vital indicators. We have many different tools that can be utilized to determine how healthy Ecolab is operating at the current time. Most of Ecolab's value examination focuses on studying past and present price action to predict the probability of Ecolab's future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move Ecolab's price. Additionally, you may evaluate how the addition of Ecolab to your portfolios can decrease your overall portfolio volatility.
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