Lincoln Electric Stock Forecast - Simple Regression

LECO Stock  USD 217.54  0.94  0.43%   
The Simple Regression forecasted value of Lincoln Electric Holdings on the next trading day is expected to be 217.95 with a mean absolute deviation of 3.71 and the sum of the absolute errors of 226.40. Lincoln Stock Forecast is based on your current time horizon.
  
Simple Regression model is a single variable regression model that attempts to put a straight line through Lincoln Electric 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.

Lincoln Electric Simple Regression Price Forecast For the 4th of December

Given 90 days horizon, the Simple Regression forecasted value of Lincoln Electric Holdings on the next trading day is expected to be 217.95 with a mean absolute deviation of 3.71, mean absolute percentage error of 22.27, and the sum of the absolute errors of 226.40.
Please note that although there have been many attempts to predict Lincoln 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 Lincoln Electric's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Lincoln Electric Stock Forecast Pattern

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Lincoln Electric Forecasted Value

In the context of forecasting Lincoln Electric'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. Lincoln Electric's downside and upside margins for the forecasting period are 216.15 and 219.75, respectively. We have considered Lincoln Electric'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
217.54
216.15
Downside
217.95
Expected Value
219.75
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 Lincoln Electric stock data series using in forecasting. Note that when a statistical model is used to represent Lincoln Electric 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 Criteria121.2137
BiasArithmetic mean of the errors None
MADMean absolute deviation3.7115
MAPEMean absolute percentage error0.0186
SAESum of the absolute errors226.4
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 Lincoln Electric Holdings 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 Lincoln Electric

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Lincoln Electric Holdings. 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 Lincoln Electric'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
218.30220.24222.18
Details
Intrinsic
Valuation
LowRealHigh
199.77201.71240.33
Details
Bollinger
Band Projection (param)
LowMiddleHigh
186.18204.78223.37
Details

Other Forecasting Options for Lincoln Electric

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

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

Lincoln Electric Holdings 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 Lincoln Electric'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 Lincoln Electric's current price.

Lincoln Electric Market Strength Events

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

Lincoln Electric Risk Indicators

The analysis of Lincoln Electric'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 Lincoln Electric's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting lincoln 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 Lincoln Electric

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 Lincoln Electric 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 Lincoln Electric will appreciate offsetting losses from the drop in the long position's value.

Moving together with Lincoln Stock

  0.8KMT KennametalPairCorr
  0.72RBC RBC BearingsPairCorr

Moving against Lincoln Stock

  0.61SWK Stanley Black DeckerPairCorr
  0.45EML EasternPairCorr
  0.39TKR Timken CompanyPairCorr
The ability to find closely correlated positions to Lincoln Electric could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Lincoln Electric 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 Lincoln Electric - 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 Lincoln Electric Holdings to buy it.
The correlation of Lincoln Electric 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 Lincoln Electric moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Lincoln Electric Holdings 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 Lincoln Electric 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 Lincoln Electric Holdings offers a strong return on investment in its stock, a comprehensive analysis is essential. The process typically begins with a thorough review of Lincoln Electric's 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 Lincoln Electric Holdings Stock. Outlined below are crucial reports that will aid in making a well-informed decision on Lincoln Electric Holdings Stock:
Check out Historical Fundamental Analysis of Lincoln Electric to cross-verify your projections.
You can also try the Sync Your Broker module to sync your existing holdings, watchlists, positions or portfolios from thousands of online brokerage services, banks, investment account aggregators and robo-advisors..
Is Industrial Machinery & Supplies & Components space expected to grow? Or is there an opportunity to expand the business' product line in the future? Factors like these will boost the valuation of Lincoln Electric. If investors know Lincoln will grow in the future, the company's valuation will be higher. The financial industry is built on trying to define current growth potential and future valuation accurately. All the valuation information about Lincoln Electric listed above have to be considered, but the key to understanding future value is determining which factors weigh more heavily than others.
The market value of Lincoln Electric Holdings is measured differently than its book value, which is the value of Lincoln that is recorded on the company's balance sheet. Investors also form their own opinion of Lincoln Electric's value that differs from its market value or its book value, called intrinsic value, which is Lincoln Electric's true underlying value. Investors use various methods to calculate intrinsic value and buy a stock when its market value falls below its intrinsic value. Because Lincoln Electric's market value can be influenced by many factors that don't directly affect Lincoln Electric's underlying business (such as a pandemic or basic market pessimism), market value can vary widely from intrinsic value.
Please note, there is a significant difference between Lincoln Electric's value and its price as these two are different measures arrived at by different means. Investors typically determine if Lincoln Electric is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Lincoln Electric'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.