Kaiser Aluminum Stock Forecast - Simple Regression

KLU1 Stock  EUR 74.50  0.50  0.67%   
The Simple Regression forecasted value of Kaiser Aluminum on the next trading day is expected to be 78.16 with a mean absolute deviation of 2.17 and the sum of the absolute errors of 132.35. Kaiser Stock Forecast is based on your current time horizon. We recommend always using this module together with an analysis of Kaiser Aluminum's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
Simple Regression model is a single variable regression model that attempts to put a straight line through Kaiser Aluminum 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.

Kaiser Aluminum Simple Regression Price Forecast For the 4th of December

Given 90 days horizon, the Simple Regression forecasted value of Kaiser Aluminum on the next trading day is expected to be 78.16 with a mean absolute deviation of 2.17, mean absolute percentage error of 8.62, and the sum of the absolute errors of 132.35.
Please note that although there have been many attempts to predict Kaiser 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 Kaiser Aluminum's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Kaiser Aluminum Stock Forecast Pattern

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Kaiser Aluminum Forecasted Value

In the context of forecasting Kaiser Aluminum'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. Kaiser Aluminum's downside and upside margins for the forecasting period are 75.36 and 80.97, respectively. We have considered Kaiser Aluminum'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
74.50
78.16
Expected Value
80.97
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 Kaiser Aluminum stock data series using in forecasting. Note that when a statistical model is used to represent Kaiser Aluminum 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 Criteria120.2644
BiasArithmetic mean of the errors None
MADMean absolute deviation2.1696
MAPEMean absolute percentage error0.0313
SAESum of the absolute errors132.3485
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 Kaiser Aluminum 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 Kaiser Aluminum

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Kaiser Aluminum. 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
71.6974.5077.31
Details
Intrinsic
Valuation
LowRealHigh
69.2672.0774.88
Details
Bollinger
Band Projection (param)
LowMiddleHigh
69.0273.6278.23
Details

Other Forecasting Options for Kaiser Aluminum

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

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

Kaiser Aluminum 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 Kaiser Aluminum'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 Kaiser Aluminum's current price.

Kaiser Aluminum Market Strength Events

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

Kaiser Aluminum Risk Indicators

The analysis of Kaiser Aluminum'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 Kaiser Aluminum's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting kaiser 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.

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Additional Information and Resources on Investing in Kaiser Stock

When determining whether Kaiser Aluminum 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 Kaiser 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 Kaiser Aluminum Stock. Highlighted below are key reports to facilitate an investment decision about Kaiser Aluminum Stock:
Check out Historical Fundamental Analysis of Kaiser Aluminum to cross-verify your projections.
For more detail on how to invest in Kaiser Stock please use our How to Invest in Kaiser Aluminum guide.
You can also try the Theme Ratings module to determine theme ratings based on digital equity recommendations. Macroaxis theme ratings are based on combination of fundamental analysis and risk-adjusted market performance.
Please note, there is a significant difference between Kaiser Aluminum's value and its price as these two are different measures arrived at by different means. Investors typically determine if Kaiser Aluminum is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Kaiser Aluminum'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.