Arch Resources Stock Forecast - Double Exponential Smoothing

ACCA Stock  EUR 130.20  0.00  0.00%   
The Double Exponential Smoothing forecasted value of Arch Resources on the next trading day is expected to be 129.81 with a mean absolute deviation of 2.27 and the sum of the absolute errors of 134.17. Arch Stock Forecast is based on your current time horizon. We recommend always using this module together with an analysis of Arch Resources' 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 Arch Resources works best with periods where there are trends or seasonality.

Arch Resources Double Exponential Smoothing Price Forecast For the 24th of January

Given 90 days horizon, the Double Exponential Smoothing forecasted value of Arch Resources on the next trading day is expected to be 129.81 with a mean absolute deviation of 2.27, mean absolute percentage error of 12.26, and the sum of the absolute errors of 134.17.
Please note that although there have been many attempts to predict Arch 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 Arch Resources' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Arch Resources Stock Forecast Pattern

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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 Arch Resources stock data series using in forecasting. Note that when a statistical model is used to represent Arch Resources 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 -0.3469
MADMean absolute deviation2.2741
MAPEMean absolute percentage error0.0157
SAESum of the absolute errors134.17
When Arch Resources 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 Arch Resources 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 Arch Resources observations are given relatively more weight in forecasting than the older observations.

Predictive Modules for Arch Resources

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Arch Resources. 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
130.20130.20130.20
Details
Intrinsic
Valuation
LowRealHigh
117.18139.05139.05
Details
Bollinger
Band Projection (param)
LowMiddleHigh
121.83146.68171.52
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as Arch Resources. Your research has to be compared to or analyzed against Arch Resources' peers to derive any actionable benefits. When done correctly, Arch Resources' 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 Arch Resources.

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

Arch Resources Market Strength Events

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

Currently Active Assets on Macroaxis

Other Information on Investing in Arch Stock

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