Microchip Technology Stock Forward View - Simple Regression

MCHP Stock  USD 62.97  -0.32  -0.51%   
The Simple Regression reference data for Microchip Technology is derived from the equity's published trading history. The resulting forecast and deviation statistics are presented as reference data for informational context. Forecast values and accuracy statistics are presented for informational purposes.
The Simple Regression forecasted value of Microchip Technology on the next trading day is expected to be 69.98 with a mean absolute deviation of 4.86 and the sum of the absolute errors of 296.27.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 Microchip 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. The forecast reference data presented here for Microchip Technology reflects Simple Regression model output and is intended as reference material for analytical use.
Simple Regression model is a single variable regression model that attempts to put a straight line through Microchip Technology 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.

Simple Regression Price Forecast For the 23rd of March

Given 90 days horizon, the Simple Regression forecasted value of Microchip Technology on the next trading day is expected to be 69.98 with a mean absolute deviation of 4.86 , mean absolute percentage error of 30.72 , and the sum of the absolute errors of 296.27 .
Please note that although there have been many attempts to predict Microchip 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 Microchip Technology's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Stock Forecast Pattern

Backtest Microchip Technology  Microchip Technology Price Prediction  Research Analysis  

Forecasted Value

Forecasting Microchip Technology for the next session involves measuring the model's historical ability to define credible downside and upside scenarios. The projected forecast band currently runs from roughly 67.34 on the downside to about 72.62 on the upside.
Market Value
62.97
69.98
Expected Value
72.62
Upside

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 Microchip Technology stock data series using in forecasting. Note that when a statistical model is used to represent Microchip 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.
AICAkaike Information Criteria121.5353
BiasArithmetic mean of the errors None
MADMean absolute deviation4.8569
MAPEMean absolute percentage error0.0694
SAESum of the absolute errors296.2682
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 Microchip 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.

Other Forecasting Options for Microchip Technology

Fibonacci retracement levels applied to Microchip Stock price swings identify potential support and resistance zones. Extreme price moves in Microchip occur more frequently than standard risk models assume. Support and resistance levels derived from Microchip Technology's historical data identify zones where buying or selling pressure has stalled moves.

Microchip Technology Related Equities

These related stocks within the Information Technology space give benchmarks for judging Microchip Technology's results, margins, and growth trend. Checking cash flow across this peer set helps gauge Microchip Technology's relative financial strength. Investors should look for peers that steadily beat or lag Microchip Technology across many periods. Use these checks as a starting point for deeper study of Microchip Technology's strengths and weak spots.
 Risk & Return  Correlation

Microchip Technology Market Strength Events

Tracking market strength indicators for Microchip Technology provides context for understanding stock momentum dynamics. Tracking these indicators helps identify periods where trading Microchip Technology is likely to be most rewarding. These tools are essential for timing trades in Microchip Technology with a quantitative framework.

Microchip Technology Risk Indicators

Properly assessing Microchip Technology's risk indicators is a prerequisite for building reliable price forecasts. This analysis provides context for determining the appropriate level of risk to accept when holding Microchip Technology's. Analyzing Microchip Technology's risk indicators provides a critical input for investment risk management.
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 Microchip Technology

The amount of media and story coverage tied to Microchip Technology can signal where market attention is concentrating at the moment. This is most useful when investors want to understand why a security is suddenly drawing more public discussion.

Microchip Technology Short Properties

Short-interest signals around Microchip Technology can help investors judge whether skeptical positioning is starting to pressure price predictability and market tone. The stronger read compares short sentiment with trend behavior, volume, and the broader market narrative.
Common Stock Shares Outstanding537.3 M
Cash And Short Term Investments771.7 M

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