Columbia Sustainable Etf Forecast - Naive Prediction
| ESGNDelisted Etf | USD 29.46 0.62 2.15% |
The Naive Prediction forecasted value of Columbia Sustainable International on the next trading day is expected to be 28.79 with a mean absolute deviation of 0.21 and the sum of the absolute errors of 12.61. Columbia Etf Forecast is based on your current time horizon.
Columbia |
Columbia Sustainable Naive Prediction Price Forecast For the 26th of January
Given 90 days horizon, the Naive Prediction forecasted value of Columbia Sustainable International on the next trading day is expected to be 28.79 with a mean absolute deviation of 0.21, mean absolute percentage error of 0.07, and the sum of the absolute errors of 12.61.Please note that although there have been many attempts to predict Columbia Etf 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 Columbia Sustainable's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Columbia Sustainable Etf Forecast Pattern
| Backtest Columbia Sustainable | Columbia Sustainable Price Prediction | Buy or Sell Advice |
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 Columbia Sustainable etf data series using in forecasting. Note that when a statistical model is used to represent Columbia Sustainable etf, 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 | 115.3859 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 0.2068 |
| MAPE | Mean absolute percentage error | 0.0067 |
| SAE | Sum of the absolute errors | 12.6134 |
Predictive Modules for Columbia Sustainable
There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Columbia Sustainable. Regardless of method or technology, however, to accurately forecast the etf market is more a matter of luck rather than a particular technique. Nevertheless, trying to predict the etf 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.Columbia Sustainable 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 Columbia Sustainable etf to make a market-neutral strategy. Peer analysis of Columbia Sustainable could also be used in its relative valuation, which is a method of valuing Columbia Sustainable by comparing valuation metrics with similar companies.
| Risk & Return | Correlation |
Columbia Sustainable Market Strength Events
Market strength indicators help investors to evaluate how Columbia Sustainable etf reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading Columbia Sustainable shares will generate the highest return on investment. By undertsting and applying Columbia Sustainable etf market strength indicators, traders can identify Columbia Sustainable International entry and exit signals to maximize returns.
Pair Trading with Columbia Sustainable
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 Columbia Sustainable 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 Columbia Sustainable will appreciate offsetting losses from the drop in the long position's value.The ability to find closely correlated positions to Columbia Sustainable could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Columbia Sustainable 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 Columbia Sustainable - 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 Columbia Sustainable International to buy it.
The correlation of Columbia Sustainable 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 Columbia Sustainable moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Columbia Sustainable 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 Columbia Sustainable 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 Investing Opportunities to better understand how to build diversified portfolios. Also, note that the market value of any etf could be closely tied with the direction of predictive economic indicators such as signals in price. You can also try the Volatility Analysis module to get historical volatility and risk analysis based on latest market data.
Other Consideration for investing in Columbia Etf
If you are still planning to invest in Columbia Sustainable check if it may still be traded through OTC markets such as Pink Sheets or OTC Bulletin Board. You may also purchase it directly from the company, but this is not always possible and may require contacting the company directly. Please note that delisted stocks are often considered to be more risky investments, as they are no longer subject to the same regulatory and reporting requirements as listed stocks. Therefore, it is essential to carefully research the Columbia Sustainable's history and understand the potential risks before investing.
| Investing Opportunities Build portfolios using our predefined set of ideas and optimize them against your investing preferences | |
| Economic Indicators Top statistical indicators that provide insights into how an economy is performing | |
| Equity Analysis Research over 250,000 global equities including funds, stocks and ETFs to find investment opportunities | |
| ETFs Find actively traded Exchange Traded Funds (ETF) from around the world | |
| CEOs Directory Screen CEOs from public companies around the world |