279158AE9 Forecast - Simple Moving Average
| 279158AE9 | 88.61 1.01 1.15% |
The Simple Moving Average forecasted value of ECOPETROL S A on the next trading day is expected to be 88.61 with a mean absolute deviation of 1.73 and the sum of the absolute errors of 103.92. 279158AE9 Bond Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast 279158AE9 stock prices and determine the direction of ECOPETROL S A's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of 279158AE9's historical fundamentals, such as revenue growth or operating cash flow patterns.
279158AE9 |
279158AE9 Simple Moving Average Price Forecast For the 1st of December
Given 90 days horizon, the Simple Moving Average forecasted value of ECOPETROL S A on the next trading day is expected to be 88.61 with a mean absolute deviation of 1.73, mean absolute percentage error of 8.49, and the sum of the absolute errors of 103.92.Please note that although there have been many attempts to predict 279158AE9 Bond 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 279158AE9's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
279158AE9 Bond Forecast Pattern
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279158AE9 Forecasted Value
In the context of forecasting 279158AE9's Bond 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. 279158AE9's downside and upside margins for the forecasting period are 87.18 and 90.04, respectively. We have considered 279158AE9'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 Moving Average forecasting method's relative quality and the estimations of the prediction error of 279158AE9 bond data series using in forecasting. Note that when a statistical model is used to represent 279158AE9 bond, 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 | 118.4113 |
| Bias | Arithmetic mean of the errors | 0.0956 |
| MAD | Mean absolute deviation | 1.7321 |
| MAPE | Mean absolute percentage error | 0.0201 |
| SAE | Sum of the absolute errors | 103.925 |
Predictive Modules for 279158AE9
There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as ECOPETROL S A. Regardless of method or technology, however, to accurately forecast the bond market is more a matter of luck rather than a particular technique. Nevertheless, trying to predict the bond 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 279158AE9
For every potential investor in 279158AE9, whether a beginner or expert, 279158AE9's price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. 279158AE9 Bond price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in 279158AE9. Basic forecasting techniques help filter out the noise by identifying 279158AE9's price trends.279158AE9 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 279158AE9 bond to make a market-neutral strategy. Peer analysis of 279158AE9 could also be used in its relative valuation, which is a method of valuing 279158AE9 by comparing valuation metrics with similar companies.
| Risk & Return | Correlation |
ECOPETROL S A Technical and Predictive Analytics
The bond market is financially volatile. Despite the volatility, there exist limitless possibilities of gaining profits and building passive income portfolios. With the complexity of 279158AE9'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 279158AE9's current price.| Cycle Indicators | ||
| Math Operators | ||
| Math Transform | ||
| Momentum Indicators | ||
| Overlap Studies | ||
| Pattern Recognition | ||
| Price Transform | ||
| Statistic Functions | ||
| Volatility Indicators | ||
| Volume Indicators |
279158AE9 Market Strength Events
Market strength indicators help investors to evaluate how 279158AE9 bond reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading 279158AE9 shares will generate the highest return on investment. By undertsting and applying 279158AE9 bond market strength indicators, traders can identify ECOPETROL S A entry and exit signals to maximize returns.
| Daily Balance Of Power | 9.2 T | |||
| Rate Of Daily Change | 1.01 | |||
| Day Median Price | 88.61 | |||
| Day Typical Price | 88.61 | |||
| Price Action Indicator | 0.51 | |||
| Period Momentum Indicator | 1.01 | |||
| Relative Strength Index | 49.93 |
279158AE9 Risk Indicators
The analysis of 279158AE9'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 279158AE9's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting 279158ae9 bond 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. One of the essential factors to consider when estimating the risk of default for a bond instrument is its duration, which is the bond's price sensitivity to changes in interest rates. The duration of ECOPETROL S A bond is primarily affected by its yield, coupon rate, and time to maturity. The duration of a bond will be higher the lower its coupon, lower its yield, and longer the time left to maturity.
| Mean Deviation | 2.07 | |||
| Semi Deviation | 3.4 | |||
| Standard Deviation | 4.07 | |||
| Variance | 16.57 | |||
| Downside Variance | 12.29 | |||
| Semi Variance | 11.55 | |||
| Expected Short fall | (2.33) |
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.Other Information on Investing in 279158AE9 Bond
279158AE9 financial ratios help investors to determine whether 279158AE9 Bond is cheap or expensive when compared to a particular measure, such as profits or enterprise value. In other words, they help investors to determine the cost of investment in 279158AE9 with respect to the benefits of owning 279158AE9 security.