Lithium Americas Stock Forecast - Polynomial Regression

LAC Stock  CAD 5.07  0.04  0.78%   
The Polynomial Regression forecasted value of Lithium Americas Corp on the next trading day is expected to be 4.54 with a mean absolute deviation of 0.25 and the sum of the absolute errors of 15.17. Lithium Stock Forecast is based on your current time horizon.
  
Lithium Americas polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for Lithium Americas Corp as well as the accuracy indicators are determined from the period prices.

Lithium Americas Polynomial Regression Price Forecast For the 11th of December 2024

Given 90 days horizon, the Polynomial Regression forecasted value of Lithium Americas Corp on the next trading day is expected to be 4.54 with a mean absolute deviation of 0.25, mean absolute percentage error of 0.11, and the sum of the absolute errors of 15.17.
Please note that although there have been many attempts to predict Lithium 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 Lithium Americas' next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Lithium Americas Stock Forecast Pattern

Backtest Lithium AmericasLithium Americas Price PredictionBuy or Sell Advice 

Lithium Americas Forecasted Value

In the context of forecasting Lithium Americas' 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. Lithium Americas' downside and upside margins for the forecasting period are 0.05 and 10.23, respectively. We have considered Lithium Americas' 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
5.07
4.54
Expected Value
10.23
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 Lithium Americas stock data series using in forecasting. Note that when a statistical model is used to represent Lithium Americas 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 Criteria115.9101
BiasArithmetic mean of the errors None
MADMean absolute deviation0.2488
MAPEMean absolute percentage error0.0522
SAESum of the absolute errors15.1746
A single variable polynomial regression model attempts to put a curve through the Lithium Americas 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 Lithium Americas

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Lithium Americas Corp. 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
0.255.0710.77
Details
Intrinsic
Valuation
LowRealHigh
0.214.119.81
Details

Other Forecasting Options for Lithium Americas

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

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

Lithium Americas Corp 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 Lithium Americas' 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 Lithium Americas' current price.

Lithium Americas Market Strength Events

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

Lithium Americas Risk Indicators

The analysis of Lithium Americas' 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 Lithium Americas' investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting lithium 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 Lithium Americas

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 Lithium Americas 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 Lithium Americas will appreciate offsetting losses from the drop in the long position's value.

Moving together with Lithium Stock

  0.73IE Ivanhoe EnergyPairCorr

Moving against Lithium Stock

  0.5ORE Orezone Gold CorpPairCorr
The ability to find closely correlated positions to Lithium Americas could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Lithium Americas 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 Lithium Americas - 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 Lithium Americas Corp to buy it.
The correlation of Lithium Americas 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 Lithium Americas moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Lithium Americas Corp 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 Lithium Americas 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 Lithium Americas Corp offers a strong return on investment in its stock, a comprehensive analysis is essential. The process typically begins with a thorough review of Lithium Americas' financial statements, including income statements, balance sheets, and cash flow statements, to assess its financial health. Key financial ratios are used to gauge profitability, efficiency, and growth potential of Lithium Americas Corp Stock. Outlined below are crucial reports that will aid in making a well-informed decision on Lithium Americas Corp Stock:
Check out Historical Fundamental Analysis of Lithium Americas to cross-verify your projections.
You can also try the Portfolio Comparator module to compare the composition, asset allocations and performance of any two portfolios in your account.
Please note, there is a significant difference between Lithium Americas' value and its price as these two are different measures arrived at by different means. Investors typically determine if Lithium Americas is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Lithium Americas' 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.