AQ Group Stock Forecast - Naive Prediction

AQ Stock  SEK 662.00  15.00  2.32%   
The Naive Prediction forecasted value of AQ Group AB on the next trading day is expected to be 672.63 with a mean absolute deviation of  8.53  and the sum of the absolute errors of 520.48. AQ Group Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast AQ Group stock prices and determine the direction of AQ Group AB's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of AQ Group's historical fundamentals, such as revenue growth or operating cash flow patterns.
Check out Historical Fundamental Analysis of AQ Group to cross-verify your projections.
  
Most investors in AQ Group cannot accurately predict what will happen the next trading day because, historically, stock markets tend to be unpredictable and even illogical. Modeling turbulent structures requires applying different statistical methods, techniques, and algorithms to find hidden data structures or patterns within the AQ Group's time series price data and predict how it will affect future prices. One of these methodologies is forecasting, which interprets AQ Group's price structures and extracts relationships that further increase the generated results' accuracy.
A naive forecasting model for AQ Group is a special case of the moving average forecasting where the number of periods used for smoothing is one. Therefore, the forecast of AQ Group AB 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.

AQ Group Naive Prediction Price Forecast For the 10th of May

Given 90 days horizon, the Naive Prediction forecasted value of AQ Group AB on the next trading day is expected to be 672.63 with a mean absolute deviation of 8.53, mean absolute percentage error of 151.58, and the sum of the absolute errors of 520.48.
Please note that although there have been many attempts to predict AQ Group 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 AQ Group's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

AQ Group Stock Forecast Pattern

Backtest AQ GroupAQ Group Price PredictionBuy or Sell Advice 

AQ Group Forecasted Value

In the context of forecasting AQ Group'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. AQ Group's downside and upside margins for the forecasting period are 670.47 and 674.79, respectively. We have considered AQ Group'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
662.00
670.47
Downside
672.63
Expected Value
674.79
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 AQ Group stock data series using in forecasting. Note that when a statistical model is used to represent AQ Group 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 Criteria123.1316
BiasArithmetic mean of the errors None
MADMean absolute deviation8.5325
MAPEMean absolute percentage error0.0155
SAESum of the absolute errors520.4805
This model is not at all useful as a medium-long range forecasting tool of AQ Group AB. 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 AQ Group. 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 AQ Group

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as AQ Group AB. 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 AQ Group'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
659.85662.00664.15
Details
Intrinsic
Valuation
LowRealHigh
595.80761.30763.45
Details
Bollinger
Band Projection (param)
LowMiddleHigh
471.73579.56687.38
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as AQ Group. Your research has to be compared to or analyzed against AQ Group's peers to derive any actionable benefits. When done correctly, AQ Group'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 AQ Group AB.

Other Forecasting Options for AQ Group

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

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

AQ Group AB 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 AQ Group'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 AQ Group's current price.

AQ Group Market Strength Events

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

AQ Group Risk Indicators

The analysis of AQ Group'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 AQ Group's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting aq group 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 AQ Group

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 AQ Group 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 AQ Group will appreciate offsetting losses from the drop in the long position's value.

Moving against AQ Group Stock

  0.64SHB-A Svenska HandelsbankenPairCorr
  0.6SHB-B Svenska HandelsbankenPairCorr
The ability to find closely correlated positions to AQ Group could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace AQ Group 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 AQ Group - 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 AQ Group AB to buy it.
The correlation of AQ Group 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 AQ Group moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if AQ Group AB 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 AQ Group 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
Check out Historical Fundamental Analysis of AQ Group to cross-verify your projections.
You can also try the Instant Ratings module to determine any equity ratings based on digital recommendations. Macroaxis instant equity ratings are based on combination of fundamental analysis and risk-adjusted market performance.

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Please note, there is a significant difference between AQ Group's value and its price as these two are different measures arrived at by different means. Investors typically determine if AQ Group is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, AQ Group's price is the amount at which it trades on the open market and represents the number that a seller and buyer find agreeable to each party.