MICROSOFT Forecast - Polynomial Regression

594918CE2   69.07  1.45  2.14%   
The Polynomial Regression forecasted value of MICROSOFT PORATION on the next trading day is expected to be 77.05 with a mean absolute deviation of 1.65 and the sum of the absolute errors of 102.37. MICROSOFT Bond Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast MICROSOFT stock prices and determine the direction of MICROSOFT PORATION's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of MICROSOFT's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
MICROSOFT polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for MICROSOFT PORATION as well as the accuracy indicators are determined from the period prices.

MICROSOFT Polynomial Regression Price Forecast For the 22nd of November

Given 90 days horizon, the Polynomial Regression forecasted value of MICROSOFT PORATION on the next trading day is expected to be 77.05 with a mean absolute deviation of 1.65, mean absolute percentage error of 17.39, and the sum of the absolute errors of 102.37.
Please note that although there have been many attempts to predict MICROSOFT 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 MICROSOFT's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

MICROSOFT Bond Forecast Pattern

Backtest MICROSOFTMICROSOFT Price PredictionBuy or Sell Advice 

MICROSOFT Forecasted Value

In the context of forecasting MICROSOFT'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. MICROSOFT's downside and upside margins for the forecasting period are 76.12 and 77.99, respectively. We have considered MICROSOFT'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.
Market Value
69.07
77.05
Expected Value
77.99
Upside

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 MICROSOFT bond data series using in forecasting. Note that when a statistical model is used to represent MICROSOFT 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.
AICAkaike Information Criteria122.8044
BiasArithmetic mean of the errors None
MADMean absolute deviation1.6512
MAPEMean absolute percentage error0.0217
SAESum of the absolute errors102.3735
A single variable polynomial regression model attempts to put a curve through the MICROSOFT 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

Predictive Modules for MICROSOFT

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as MICROSOFT PORATION. 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.
Hype
Prediction
LowEstimatedHigh
68.1469.0770.00
Details
Intrinsic
Valuation
LowRealHigh
62.2163.1475.98
Details
Bollinger
Band Projection (param)
LowMiddleHigh
55.1172.6990.26
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as MICROSOFT. Your research has to be compared to or analyzed against MICROSOFT's peers to derive any actionable benefits. When done correctly, MICROSOFT's competitive analysis will give you plenty of quantitative and qualitative data to validate your investment decisions or develop an entirely new strategy toward taking a position in MICROSOFT PORATION.

Other Forecasting Options for MICROSOFT

For every potential investor in MICROSOFT, whether a beginner or expert, MICROSOFT's price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. MICROSOFT Bond price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in MICROSOFT. Basic forecasting techniques help filter out the noise by identifying MICROSOFT's price trends.

MICROSOFT 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 MICROSOFT bond to make a market-neutral strategy. Peer analysis of MICROSOFT could also be used in its relative valuation, which is a method of valuing MICROSOFT by comparing valuation metrics with similar companies.
 Risk & Return  Correlation

MICROSOFT PORATION 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 MICROSOFT'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 MICROSOFT's current price.

MICROSOFT Market Strength Events

Market strength indicators help investors to evaluate how MICROSOFT bond reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading MICROSOFT shares will generate the highest return on investment. By undertsting and applying MICROSOFT bond market strength indicators, traders can identify MICROSOFT PORATION entry and exit signals to maximize returns.

MICROSOFT Risk Indicators

The analysis of MICROSOFT'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 MICROSOFT's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting microsoft 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 MICROSOFT PORATION 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.
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 MICROSOFT Bond

MICROSOFT financial ratios help investors to determine whether MICROSOFT 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 MICROSOFT with respect to the benefits of owning MICROSOFT security.