Royal Unibrew Stock Forecast - Triple Exponential Smoothing

RBREW Stock  DKK 525.00  3.50  0.67%   
The Triple Exponential Smoothing forecasted value of Royal Unibrew AS on the next trading day is expected to be 524.34 with a mean absolute deviation of 6.42 and the sum of the absolute errors of 384.97. Royal Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Royal Unibrew stock prices and determine the direction of Royal Unibrew AS's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Royal Unibrew's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
Triple exponential smoothing for Royal Unibrew - also known as the Winters method - is a refinement of the popular double exponential smoothing model with the addition of periodicity (seasonality) component. Simple exponential smoothing technique works best with data where there are no trend or seasonality components to the data. When Royal Unibrew prices exhibit either an increasing or decreasing trend over time, simple exponential smoothing forecasts tend to lag behind observations. Double exponential smoothing is designed to address this type of data series by taking into account any trend in Royal Unibrew price movement. However, neither of these exponential smoothing models address any seasonality of Royal Unibrew AS.

Royal Unibrew Triple Exponential Smoothing Price Forecast For the 15th of December 2024

Given 90 days horizon, the Triple Exponential Smoothing forecasted value of Royal Unibrew AS on the next trading day is expected to be 524.34 with a mean absolute deviation of 6.42, mean absolute percentage error of 66.27, and the sum of the absolute errors of 384.97.
Please note that although there have been many attempts to predict Royal 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 Royal Unibrew's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Royal Unibrew Stock Forecast Pattern

Backtest Royal UnibrewRoyal Unibrew Price PredictionBuy or Sell Advice 

Royal Unibrew Forecasted Value

In the context of forecasting Royal Unibrew'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. Royal Unibrew's downside and upside margins for the forecasting period are 522.90 and 525.78, respectively. We have considered Royal Unibrew'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
525.00
522.90
Downside
524.34
Expected Value
525.78
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Triple Exponential Smoothing forecasting method's relative quality and the estimations of the prediction error of Royal Unibrew stock data series using in forecasting. Note that when a statistical model is used to represent Royal Unibrew 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 CriteriaHuge
BiasArithmetic mean of the errors -1.3416
MADMean absolute deviation6.4161
MAPEMean absolute percentage error0.012
SAESum of the absolute errors384.9686
As with simple exponential smoothing, in triple exponential smoothing models past Royal Unibrew observations are given exponentially smaller weights as the observations get older. In other words, recent observations are given relatively more weight in forecasting than the older Royal Unibrew AS observations.

Predictive Modules for Royal Unibrew

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Royal Unibrew AS. 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.
Sophisticated investors, who have witnessed many market ups and downs, anticipate that the market will even out over time. This tendency of Royal Unibrew's price to converge to an average value over time is called mean reversion. However, historically, high market prices usually discourage investors that believe in mean reversion to invest, while low prices are viewed as an opportunity to buy.
Hype
Prediction
LowEstimatedHigh
523.56525.00526.44
Details
Intrinsic
Valuation
LowRealHigh
504.55505.99577.50
Details

Other Forecasting Options for Royal Unibrew

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

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

Royal Unibrew AS 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 Royal Unibrew'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 Royal Unibrew's current price.

Royal Unibrew Market Strength Events

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

Royal Unibrew Risk Indicators

The analysis of Royal Unibrew'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 Royal Unibrew's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting royal 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 Royal Unibrew

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

Moving together with Royal Stock

  0.8JYSK Jyske Bank ASPairCorr
  0.77ORSTED Orsted ASPairCorr
  0.72NOVO-B Novo Nordisk ASPairCorr

Moving against Royal Stock

  0.55SYDB Sydbank ASPairCorr
  0.45DANSKE Danske Bank ASPairCorr
  0.39NDA-DK Nordea Bank AbpPairCorr
  0.38DSV DSV Panalpina ASPairCorr
  0.33SPNO Spar Nord BankPairCorr
The ability to find closely correlated positions to Royal Unibrew could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Royal Unibrew 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 Royal Unibrew - 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 Royal Unibrew AS to buy it.
The correlation of Royal Unibrew 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 Royal Unibrew moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Royal Unibrew AS 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 Royal Unibrew 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

Other Information on Investing in Royal Stock

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