RANPAK HLD Stock Forecast - Naive Prediction

0ZA Stock  EUR 4.06  0.00  0.00%   
The Naive Prediction forecasted value of RANPAK HLD CLA on the next trading day is expected to be 4.06 with a mean absolute deviation of 0 and the sum of the absolute errors of 0. RANPAK Stock Forecast is based on your current time horizon. We recommend always using this module together with an analysis of RANPAK HLD's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
A naive forecasting model for RANPAK HLD is a special case of the moving average forecasting where the number of periods used for smoothing is one. Therefore, the forecast of RANPAK HLD CLA value for a given trading day is simply the observed value for the previous period. Due to the simplistic nature of the naive forecasting model, it can only be used to forecast up to one period.

RANPAK HLD Naive Prediction Price Forecast For the 13th of December 2024

Given 90 days horizon, the Naive Prediction forecasted value of RANPAK HLD CLA on the next trading day is expected to be 4.06 with a mean absolute deviation of 0, mean absolute percentage error of 0, and the sum of the absolute errors of 0.
Please note that although there have been many attempts to predict RANPAK 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 RANPAK HLD's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

RANPAK HLD Stock Forecast Pattern

Backtest RANPAK HLDRANPAK HLD Price PredictionBuy or Sell Advice 

RANPAK HLD Forecasted Value

In the context of forecasting RANPAK HLD'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. RANPAK HLD's downside and upside margins for the forecasting period are 4.06 and 4.06, respectively. We have considered RANPAK HLD'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
4.06
4.06
Expected Value
4.06
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Naive Prediction forecasting method's relative quality and the estimations of the prediction error of RANPAK HLD stock data series using in forecasting. Note that when a statistical model is used to represent RANPAK HLD 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 Criteria51.8387
BiasArithmetic mean of the errors None
MADMean absolute deviation0.0
MAPEMean absolute percentage error0.0
SAESum of the absolute errors0.0
This model is not at all useful as a medium-long range forecasting tool of RANPAK HLD CLA. This model is simplistic and is included partly for completeness and partly because of its simplicity. It is unlikely that you'll want to use this model directly to predict RANPAK HLD. Instead, consider using either the moving average model or the more general weighted moving average model with a higher (i.e., greater than 1) number of periods, and possibly a different set of weights.

Predictive Modules for RANPAK HLD

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as RANPAK HLD CLA. 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
4.064.064.06
Details
Intrinsic
Valuation
LowRealHigh
4.064.064.06
Details

Other Forecasting Options for RANPAK HLD

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

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

RANPAK HLD CLA 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 RANPAK HLD'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 RANPAK HLD's current price.

RANPAK HLD Market Strength Events

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

Currently Active Assets on Macroaxis

Other Information on Investing in RANPAK Stock

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