ECN Capital Stock Forward View - Polynomial Regression
| ECN Stock | CAD 3.08 -0.01 -0.32% |
ECN Capital Corp's Polynomial Regression reference page summarizes the forecasted price and model accuracy metrics derived from daily trading data. This reference information is provided for analytical context.
The Polynomial Regression forecasted value of ECN Capital Corp on the next trading day is expected to be 3.08 with a mean absolute deviation of 0.01 and the sum of the absolute errors of 0.49.A single variable polynomial regression model attempts to put a curve through the ECN Capital historical price points. Mathematically, assuming the independent variable is X and the dependent variable is Y, this line can be indicated as: Y = a0 + a1*X + a2*X2 + a3*X3 + ... + am*Xm This Polynomial Regression forecast data for ECN Capital Corp is sourced from the most recent available trading data and is intended solely as reference information. Polynomial Regression Price Forecast For the 20th of March
Given 90 days horizon, the Polynomial Regression forecasted value of ECN Capital Corp on the next trading day is expected to be 3.08 with a mean absolute deviation of 0.01 , mean absolute percentage error of 0.0001 , and the sum of the absolute errors of 0.49 .Please note that although there have been many attempts to predict ECN Stock prices using its time series forecasting, we generally do not suggest using it to place bets in the real market. The most commonly used models for forecasting predictions are the autoregressive models, which specify that ECN Capital's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Stock Forecast Pattern
| Backtest ECN Capital | ECN Capital Price Prediction | Research Analysis |
Forecasted Value
This next-day forecast for ECN Capital Corp uses model performance to estimate practical downside and upside boundaries rather than a single point target alone. Used properly, these levels provide context around forecast dispersion rather than certainty about the next closing print.
Model Predictive Factors
The below table displays some essential indicators generated by the model showing the Polynomial Regression forecasting method's relative quality and the estimations of the prediction error of ECN Capital stock data series using in forecasting. Note that when a statistical model is used to represent ECN Capital 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 | 108.8969 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 0.0081 |
| MAPE | Mean absolute percentage error | 0.0026 |
| SAE | Sum of the absolute errors | 0.4918 |
Other Forecasting Options for ECN Capital
The movement of ECN price is the central consideration for investors deciding whether to enter or hold a position. Noise in ECN Stock price charts can make it difficult to distinguish meaningful trends from random fluctuations.ECN Capital Related Equities
The following equities are related to ECN Capital within the Financials space and can be used for peer comparison, relative valuation, or portfolio diversification. Comparing ECN Capital against peers on metrics such as P/E, margins, and return on equity helps contextualize its positioning and identify relative strengths or weaknesses.
| Risk & Return | Correlation |
ECN Capital Market Strength Events
Investors use market strength indicators for ECN Capital to evaluate how the stock performs relative to broader market trends. These indicators support more precise timing of ECN Capital Corp positions, helping investors maximize return and minimize poorly-timed trades.
ECN Capital Risk Indicators
A careful analysis of ECN Capital's basic risk indicators helps investors understand the risk environment surrounding ecn stock. This understanding is an essential input for forecasting ECN Capital's future price and for deciding how to manage the associated investment risk.
| Mean Deviation | 0.3139 | |||
| Semi Deviation | 0.2843 | |||
| Standard Deviation | 0.3983 | |||
| Variance | 0.1586 | |||
| Downside Variance | 0.1816 | |||
| Semi Variance | 0.0808 | |||
| Expected Short fall | -0.45 |
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.
Story Coverage note for ECN Capital
A coverage review of ECN Capital Corp helps investors see when the security is attracting above-average attention from contributors and market observers. The stronger process compares story flow with performance, theme classification, and the level of short-term market interest.
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ECN Capital Short Properties
A short-interest review of ECN Capital Corp helps investors understand whether skepticism in the market is becoming more influential. Used correctly, these measures can help investors decide when hedging or timing discipline may matter more than conviction alone.
| Common Stock Shares Outstanding | 284.6 M | |
| Cash And Short Term Investments | 22.4 M |
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Other Information on Investing in ECN Stock
Financial ratios for ECN Capital provide valuation context across profits, cash flow, and enterprise value. They help compare ECN across valuation measures in a consistent way.