Mind Technology Stock Forward View - Simple Regression
| MIND Stock | USD 8.95 0.04 0.45% |
Mind Technology's Simple 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 Simple Regression forecasted value of Mind Technology on the next trading day is expected to be 8.06 with a mean absolute deviation of 0.59 and the sum of the absolute errors of 36.23.In general, regression methods applied to historical equity returns or prices series is an area of active research. In recent decades, new methods have been developed for robust regression of price series such as Mind Technology historical returns. These new methods are regression involving correlated responses such as growth curves and different regression methods accommodating various types of missing data. This Simple Regression forecast data for Mind Technology is sourced from the most recent available trading data and is intended solely as reference information. Simple Regression Price Forecast For the 19th of March
Given 90 days horizon, the Simple Regression forecasted value of Mind Technology on the next trading day is expected to be 8.06 with a mean absolute deviation of 0.59 , mean absolute percentage error of 0.64 , and the sum of the absolute errors of 36.23 .Please note that although there have been many attempts to predict Mind 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 Mind Technology's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Stock Forecast Pattern
| Backtest Mind Technology | Mind Technology Price Prediction | Research Analysis |
Forecasted Value
For the next trading day, Macroaxis evaluates Mind Technology's predictive range by looking for statistically meaningful downside and upside boundaries. 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 Simple Regression forecasting method's relative quality and the estimations of the prediction error of Mind Technology stock data series using in forecasting. Note that when a statistical model is used to represent Mind Technology 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 | 117.6668 |
| Bias | Arithmetic mean of the errors | None |
| MAD | Mean absolute deviation | 0.5939 |
| MAPE | Mean absolute percentage error | 0.0658 |
| SAE | Sum of the absolute errors | 36.2281 |
Other Forecasting Options for Mind Technology
The movement of Mind price is the central consideration for investors deciding whether to enter or hold a position. Noise in Mind Stock price charts can make it difficult to distinguish meaningful trends from random fluctuations.Mind Technology Related Equities
The following equities are related to Mind Technology within the Energy space and can be used for peer comparison, relative valuation, or portfolio diversification. Comparing Mind Technology 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 |
Mind Technology Market Strength Events
Investors use market strength indicators for Mind Technology to evaluate how the stock performs relative to broader market trends. These indicators support more precise timing of Mind Technology positions, helping investors maximize return and minimize poorly-timed trades.
Mind Technology Risk Indicators
A careful analysis of Mind Technology's basic risk indicators helps investors understand the risk environment surrounding mind stock. This understanding is an essential input for forecasting Mind Technology's future price and for deciding how to manage the associated investment risk.
| Mean Deviation | 3.77 | |||
| Semi Deviation | 4.28 | |||
| Standard Deviation | 4.81 | |||
| Variance | 23.18 | |||
| Downside Variance | 19.71 | |||
| Semi Variance | 18.29 | |||
| Expected Short fall | -4.28 |
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 Mind Technology
A coverage review of Mind Technology helps investors see when the security is attracting above-average attention from contributors and market observers. A disciplined read of coverage helps investors separate durable relevance from temporary noise.
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Latest Perspective From Macroaxis
Mind Technology Short Properties
A short-interest review of Mind Technology helps investors understand whether skepticism in the market is becoming more influential. The practical goal is to identify when the balance between long and short participation may be changing the quality of the setup.
| Common Stock Shares Outstanding | 8 M | |
| Cash And Short Term Investments | 5.3 M |