Western Mining Stock Forecast - Polynomial Regression

601168 Stock   17.54  0.05  0.29%   
The Polynomial Regression forecasted value of Western Mining Co on the next trading day is expected to be 16.28 with a mean absolute deviation of 0.52 and the sum of the absolute errors of 31.98. Western Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast Western Mining stock prices and determine the direction of Western Mining Co's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of Western Mining's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
At present, Western Mining's Long Term Debt is projected to increase significantly based on the last few years of reporting. The current year's Intangible Assets is expected to grow to about 6.7 B, whereas Total Assets are forecasted to decline to about 32 B.
Western Mining polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Western Mining Co as well as the accuracy indicators are determined from the period prices.

Western Mining Polynomial Regression Price Forecast For the 23rd of November

Given 90 days horizon, the Polynomial Regression forecasted value of Western Mining Co on the next trading day is expected to be 16.28 with a mean absolute deviation of 0.52, mean absolute percentage error of 0.47, and the sum of the absolute errors of 31.98.
Please note that although there have been many attempts to predict Western 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 Western Mining's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Western Mining Stock Forecast Pattern

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Western Mining Forecasted Value

In the context of forecasting Western Mining'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. Western Mining's downside and upside margins for the forecasting period are 13.77 and 18.78, respectively. We have considered Western Mining'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
17.54
16.28
Expected Value
18.78
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Polynomial Regression forecasting method's relative quality and the estimations of the prediction error of Western Mining stock data series using in forecasting. Note that when a statistical model is used to represent Western Mining 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 Criteria117.3628
BiasArithmetic mean of the errors None
MADMean absolute deviation0.5243
MAPEMean absolute percentage error0.0314
SAESum of the absolute errors31.98
A single variable polynomial regression model attempts to put a curve through the Western Mining historical price points. Mathematically, assuming the independent variable is X and the dependent variable is Y, this line can be indicated as: Y = a0 + a1*X + a2*X2 + a3*X3 + ... + am*Xm

Predictive Modules for Western Mining

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Western Mining. 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
15.0717.5720.07
Details
Intrinsic
Valuation
LowRealHigh
11.9014.4019.29
Details
Bollinger
Band Projection (param)
LowMiddleHigh
16.9718.0419.12
Details
Earnings
Estimates (0)
LowProjected EPSHigh
0.000.000.00
Details
Please note, it is not enough to conduct a financial or market analysis of a single entity such as Western Mining. Your research has to be compared to or analyzed against Western Mining's peers to derive any actionable benefits. When done correctly, Western Mining'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 Western Mining.

Other Forecasting Options for Western Mining

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

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

Western Mining 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 Western Mining'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 Western Mining's current price.

Western Mining Market Strength Events

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

Western Mining Risk Indicators

The analysis of Western Mining'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 Western Mining's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting western 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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Other Information on Investing in Western Stock

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