Universal Music Pink Sheet Forecast - 4 Period Moving Average
| UMGNF Stock | USD 23.95 0.05 0.21% |
The 4 Period Moving Average forecasted value of Universal Music Group on the next trading day is expected to be 23.75 with a mean absolute deviation of 0.40 and the sum of the absolute errors of 22.98. Universal Pink Sheet Forecast is based on your current time horizon. We recommend always using this module together with an analysis of Universal Music's historical fundamentals, such as revenue growth or operating cash flow patterns.
Universal |
Universal Music 4 Period Moving Average Price Forecast For the 27th of November
Given 90 days horizon, the 4 Period Moving Average forecasted value of Universal Music Group on the next trading day is expected to be 23.75 with a mean absolute deviation of 0.40, mean absolute percentage error of 0.23, and the sum of the absolute errors of 22.98.Please note that although there have been many attempts to predict Universal Pink Sheet 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 Universal Music's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).
Universal Music Pink Sheet Forecast Pattern
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Universal Music Forecasted Value
In the context of forecasting Universal Music's Pink Sheet 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. Universal Music's downside and upside margins for the forecasting period are 21.69 and 25.81, respectively. We have considered Universal Music'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.
Model Predictive Factors
The below table displays some essential indicators generated by the model showing the 4 Period Moving Average forecasting method's relative quality and the estimations of the prediction error of Universal Music pink sheet data series using in forecasting. Note that when a statistical model is used to represent Universal Music pink sheet, 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 | 109.2895 |
| Bias | Arithmetic mean of the errors | 0.075 |
| MAD | Mean absolute deviation | 0.4032 |
| MAPE | Mean absolute percentage error | 0.0159 |
| SAE | Sum of the absolute errors | 22.98 |
Predictive Modules for Universal Music
There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Universal Music Group. Regardless of method or technology, however, to accurately forecast the pink sheet market is more a matter of luck rather than a particular technique. Nevertheless, trying to predict the pink sheet 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 Universal Music
For every potential investor in Universal, whether a beginner or expert, Universal Music's price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. Universal Pink Sheet price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in Universal. Basic forecasting techniques help filter out the noise by identifying Universal Music's price trends.View Universal Music Related Equities
| Risk & Return | Correlation |
Universal Music Group Technical and Predictive Analytics
The pink sheet market is financially volatile. Despite the volatility, there exist limitless possibilities of gaining profits and building passive income portfolios. With the complexity of Universal Music'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 Universal Music's current price.| Cycle Indicators | ||
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Universal Music Market Strength Events
Market strength indicators help investors to evaluate how Universal Music pink sheet reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading Universal Music shares will generate the highest return on investment. By undertsting and applying Universal Music pink sheet market strength indicators, traders can identify Universal Music Group entry and exit signals to maximize returns.
Universal Music Risk Indicators
The analysis of Universal Music'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 Universal Music's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting universal pink sheet 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.
| Mean Deviation | 1.62 | |||
| Standard Deviation | 2.02 | |||
| Variance | 4.1 |
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.
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Other Information on Investing in Universal Pink Sheet
Universal Music financial ratios help investors to determine whether Universal Pink Sheet 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 Universal with respect to the benefits of owning Universal Music security.