HelloFresh Pink Sheet Forecast - Double Exponential Smoothing

HLFFF Stock  USD 11.86  0.39  3.18%   
The Double Exponential Smoothing forecasted value of HelloFresh SE on the next trading day is expected to be 11.90 with a mean absolute deviation of 0.40 and the sum of the absolute errors of 24.10. HelloFresh Pink Sheet Forecast is based on your current time horizon. We recommend always using this module together with an analysis of HelloFresh's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
Double exponential smoothing - also known as Holt exponential smoothing is a refinement of the popular simple exponential smoothing model with an additional trending component. Double exponential smoothing model for HelloFresh works best with periods where there are trends or seasonality.

HelloFresh Double Exponential Smoothing Price Forecast For the 29th of November

Given 90 days horizon, the Double Exponential Smoothing forecasted value of HelloFresh SE on the next trading day is expected to be 11.90 with a mean absolute deviation of 0.40, mean absolute percentage error of 0.47, and the sum of the absolute errors of 24.10.
Please note that although there have been many attempts to predict HelloFresh 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 HelloFresh's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

HelloFresh Pink Sheet Forecast Pattern

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HelloFresh Forecasted Value

In the context of forecasting HelloFresh'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. HelloFresh's downside and upside margins for the forecasting period are 5.40 and 18.40, respectively. We have considered HelloFresh'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
11.86
11.90
Expected Value
18.40
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Double Exponential Smoothing forecasting method's relative quality and the estimations of the prediction error of HelloFresh pink sheet data series using in forecasting. Note that when a statistical model is used to represent HelloFresh 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.
AICAkaike Information CriteriaHuge
BiasArithmetic mean of the errors -0.1102
MADMean absolute deviation0.4017
MAPEMean absolute percentage error0.0386
SAESum of the absolute errors24.1034
When HelloFresh SE 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 HelloFresh SE trend in the prices. So in double exponential smoothing past observations are given exponentially smaller weights as the observations get older. In other words, recent HelloFresh observations are given relatively more weight in forecasting than the older observations.

Predictive Modules for HelloFresh

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as HelloFresh SE. 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.
Hype
Prediction
LowEstimatedHigh
5.3611.8618.36
Details
Intrinsic
Valuation
LowRealHigh
2.639.1315.63
Details
Bollinger
Band Projection (param)
LowMiddleHigh
10.2311.5012.78
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as HelloFresh. Your research has to be compared to or analyzed against HelloFresh's peers to derive any actionable benefits. When done correctly, HelloFresh'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 HelloFresh SE.

Other Forecasting Options for HelloFresh

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

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 Risk & Return  Correlation

HelloFresh SE 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 HelloFresh'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 HelloFresh's current price.

HelloFresh Market Strength Events

Market strength indicators help investors to evaluate how HelloFresh 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 HelloFresh shares will generate the highest return on investment. By undertsting and applying HelloFresh pink sheet market strength indicators, traders can identify HelloFresh SE entry and exit signals to maximize returns.

HelloFresh Risk Indicators

The analysis of HelloFresh'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 HelloFresh's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting hellofresh 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.
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 HelloFresh Pink Sheet

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