Alaska Air Stock Forecast - Simple Regression

ALK Stock  EUR 41.39  0.52  1.27%   
The Simple Regression forecasted value of Alaska Air Group on the next trading day is expected to be 40.76 with a mean absolute deviation of  1.09  and the sum of the absolute errors of 66.70. Alaska Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Alaska Air stock prices and determine the direction of Alaska Air Group's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Alaska Air's historical fundamentals, such as revenue growth or operating cash flow patterns.
Check out Historical Fundamental Analysis of Alaska Air to cross-verify your projections.
  
Most investors in Alaska Air 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 Alaska Air's time series price data and predict how it will affect future prices. One of these methodologies is forecasting, which interprets Alaska Air's price structures and extracts relationships that further increase the generated results' accuracy.
Simple Regression model is a single variable regression model that attempts to put a straight line through Alaska Air price points. This line is defined by its gradient or slope, and the point at which it intercepts the x-axis. Mathematically, assuming the independent variable is X and the dependent variable is Y, then this line can be represented as: Y = intercept + slope * X.

Alaska Air Simple Regression Price Forecast For the 30th of April

Given 90 days horizon, the Simple Regression forecasted value of Alaska Air Group on the next trading day is expected to be 40.76 with a mean absolute deviation of 1.09, mean absolute percentage error of 1.67, and the sum of the absolute errors of 66.70.
Please note that although there have been many attempts to predict Alaska 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 Alaska Air's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Alaska Air Stock Forecast Pattern

Backtest Alaska AirAlaska Air Price PredictionBuy or Sell Advice 

Alaska Air Forecasted Value

In the context of forecasting Alaska Air'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. Alaska Air's downside and upside margins for the forecasting period are 38.90 and 42.61, respectively. We have considered Alaska Air'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
41.39
40.76
Expected Value
42.61
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Simple Regression forecasting method's relative quality and the estimations of the prediction error of Alaska Air stock data series using in forecasting. Note that when a statistical model is used to represent Alaska Air 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 Criteria118.6204
BiasArithmetic mean of the errors None
MADMean absolute deviation1.0934
MAPEMean absolute percentage error0.0302
SAESum of the absolute errors66.6963
In general, regression methods applied to historical equity returns or prices series is an area of active research. In recent decades, new methods have been developed for robust regression of price series such as Alaska Air Group historical returns. These new methods are regression involving correlated responses such as growth curves and different regression methods accommodating various types of missing data.

Predictive Modules for Alaska Air

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Alaska Air Group. 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 Alaska Air'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
39.5541.3943.23
Details
Intrinsic
Valuation
LowRealHigh
37.2546.6148.45
Details
Bollinger
Band Projection (param)
LowMiddleHigh
32.5537.9043.25
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as Alaska Air. Your research has to be compared to or analyzed against Alaska Air's peers to derive any actionable benefits. When done correctly, Alaska Air'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 Alaska Air Group.

Other Forecasting Options for Alaska Air

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

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

Alaska Air Group 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 Alaska Air'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 Alaska Air's current price.

Alaska Air Market Strength Events

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

Alaska Air Risk Indicators

The analysis of Alaska Air'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 Alaska Air's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting alaska 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 Alaska Air

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 Alaska Air 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 Alaska Air will appreciate offsetting losses from the drop in the long position's value.

Moving together with Alaska Stock

  0.92OYC Delta Air LinesPairCorr

Moving against Alaska Stock

  0.81SWTF Intouch Holdings PublicPairCorr
  0.77ZNHH China Southern AirlinesPairCorr
  0.65AD2B AIR CHINA LTDPairCorr
  0.651JU FATFISH GROUP LTDPairCorr
  0.61AD2 Air China LimitedPairCorr
The ability to find closely correlated positions to Alaska Air could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Alaska Air 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 Alaska Air - 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 Alaska Air Group to buy it.
The correlation of Alaska Air 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 Alaska Air moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Alaska Air Group 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 Alaska Air 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
When determining whether Alaska Air Group is a good investment, qualitative aspects like company management, corporate governance, and ethical practices play a significant role. A comparison with peer companies also provides context and helps to understand if Alaska Stock is undervalued or overvalued. This multi-faceted approach, blending both quantitative and qualitative analysis, forms a solid foundation for making an informed investment decision about Alaska Air Group Stock. Highlighted below are key reports to facilitate an investment decision about Alaska Air Group Stock:
Check out Historical Fundamental Analysis of Alaska Air to cross-verify your projections.
You can also try the Sign In To Macroaxis module to sign in to explore Macroaxis' wealth optimization platform and fintech modules.

Complementary Tools for Alaska Stock analysis

When running Alaska Air's price analysis, check to measure Alaska Air's market volatility, profitability, liquidity, solvency, efficiency, growth potential, financial leverage, and other vital indicators. We have many different tools that can be utilized to determine how healthy Alaska Air is operating at the current time. Most of Alaska Air's value examination focuses on studying past and present price action to predict the probability of Alaska Air's future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move Alaska Air's price. Additionally, you may evaluate how the addition of Alaska Air to your portfolios can decrease your overall portfolio volatility.
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Please note, there is a significant difference between Alaska Air's value and its price as these two are different measures arrived at by different means. Investors typically determine if Alaska Air is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Alaska Air'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.