Roche Holding Stock Forecast - 4 Period Moving Average

RHO6 Stock  EUR 33.41  0.08  0.24%   
The 4 Period Moving Average forecasted value of Roche Holding Ltd on the next trading day is expected to be 33.34 with a mean absolute deviation of 0.62 and the sum of the absolute errors of 35.49. Roche Stock Forecast is based on your current time horizon. We recommend always using this module together with an analysis of Roche Holding's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
A four-period moving average forecast model for Roche Holding Ltd is based on an artificially constructed daily price series in which the value for a given day is replaced by the mean of that value and the values for four preceding and succeeding time periods. This model is best suited to forecast equities with high volatility.

Roche Holding 4 Period Moving Average Price Forecast For the 24th of November

Given 90 days horizon, the 4 Period Moving Average forecasted value of Roche Holding Ltd on the next trading day is expected to be 33.34 with a mean absolute deviation of 0.62, mean absolute percentage error of 0.57, and the sum of the absolute errors of 35.49.
Please note that although there have been many attempts to predict Roche 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 Roche Holding's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Roche Holding Stock Forecast Pattern

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Roche Holding Forecasted Value

In the context of forecasting Roche Holding'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. Roche Holding's downside and upside margins for the forecasting period are 31.61 and 35.06, respectively. We have considered Roche Holding'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
33.41
33.34
Expected Value
35.06
Upside

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 Roche Holding stock data series using in forecasting. Note that when a statistical model is used to represent Roche Holding 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 Criteria110.1933
BiasArithmetic mean of the errors 0.1564
MADMean absolute deviation0.6227
MAPEMean absolute percentage error0.0177
SAESum of the absolute errors35.4925
The four period moving average method has an advantage over other forecasting models in that it does smooth out peaks and troughs in a set of daily price observations of Roche Holding. However, it also has several disadvantages. In particular this model does not produce an actual prediction equation for Roche Holding Ltd and therefore, it cannot be a useful forecasting tool for medium or long range price predictions

Predictive Modules for Roche Holding

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Roche Holding. 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.
Hype
Prediction
LowEstimatedHigh
31.6733.4135.15
Details
Intrinsic
Valuation
LowRealHigh
32.7934.5336.27
Details
Bollinger
Band Projection (param)
LowMiddleHigh
33.1333.3433.54
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as Roche Holding. Your research has to be compared to or analyzed against Roche Holding's peers to derive any actionable benefits. When done correctly, Roche Holding'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 Roche Holding.

Other Forecasting Options for Roche Holding

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

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

Roche Holding 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 Roche Holding'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 Roche Holding's current price.

Roche Holding Market Strength Events

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

Roche Holding Risk Indicators

The analysis of Roche Holding'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 Roche Holding's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting roche 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.

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Other Information on Investing in Roche Stock

Roche Holding financial ratios help investors to determine whether Roche Stock 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 Roche with respect to the benefits of owning Roche Holding security.