MediaZen Stock Forecast - Polynomial Regression

279600 Stock   11,300  0.00  0.00%   
The Polynomial Regression forecasted value of MediaZen on the next trading day is expected to be 10,638 with a mean absolute deviation of 372.78 and the sum of the absolute errors of 22,740. Investors can use prediction functions to forecast MediaZen's stock prices and determine the direction of MediaZen's future trends based on various well-known forecasting models. However, exclusively looking at the historical price movement is usually misleading. We recommend always using this module together with an analysis of MediaZen's historical fundamentals, such as revenue growth or operating cash flow patterns. Check out Trending Equities to better understand how to build diversified portfolios. Also, note that the market value of any company could be closely tied with the direction of predictive economic indicators such as signals in board of governors.
  
MediaZen polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for MediaZen as well as the accuracy indicators are determined from the period prices.

MediaZen Polynomial Regression Price Forecast For the 28th of November

Given 90 days horizon, the Polynomial Regression forecasted value of MediaZen on the next trading day is expected to be 10,638 with a mean absolute deviation of 372.78, mean absolute percentage error of 207,507, and the sum of the absolute errors of 22,740.
Please note that although there have been many attempts to predict MediaZen Stock 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 MediaZen's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

MediaZen Stock Forecast Pattern

MediaZen Forecasted Value

In the context of forecasting MediaZen's Stock 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. MediaZen's downside and upside margins for the forecasting period are 10,636 and 10,640, respectively. We have considered MediaZen'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
11,300
10,636
Downside
10,638
Expected Value
10,640
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 MediaZen stock data series using in forecasting. Note that when a statistical model is used to represent MediaZen 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 Criteria130.3534
BiasArithmetic mean of the errors None
MADMean absolute deviation372.7843
MAPEMean absolute percentage error0.0349
SAESum of the absolute errors22739.8419
A single variable polynomial regression model attempts to put a curve through the MediaZen 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 MediaZen

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as MediaZen. Regardless of method or technology, however, to accurately forecast the stock market is more a matter of luck rather than a particular technique. Nevertheless, trying to predict the stock 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.

Other Forecasting Options for MediaZen

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

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

MediaZen Technical and Predictive Analytics

The stock market is financially volatile. Despite the volatility, there exist limitless possibilities of gaining profits and building passive income portfolios. With the complexity of MediaZen'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 MediaZen's current price.

MediaZen Market Strength Events

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

MediaZen Risk Indicators

The analysis of MediaZen'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 MediaZen's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting mediazen stock 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.
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.

Pair Trading with MediaZen

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 MediaZen 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 MediaZen will appreciate offsetting losses from the drop in the long position's value.

Moving against MediaZen Stock

  0.36006400 Samsung SDIPairCorr
The ability to find closely correlated positions to MediaZen could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace MediaZen 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 MediaZen - 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 MediaZen to buy it.
The correlation of MediaZen 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 MediaZen moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if MediaZen 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 MediaZen 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.
Pair CorrelationCorrelation Matching