Linde Plc Stock Forecast - Simple Regression

LIN Stock  USD 424.31  4.72  1.12%   
The Simple Regression forecasted value of Linde plc Ordinary on the next trading day is expected to be 433.20 with a mean absolute deviation of 7.17 and the sum of the absolute errors of 437.30. Linde Stock Forecast is based on your current time horizon. Although Linde Plc's naive historical forecasting may sometimes provide an important future outlook for the firm, we recommend always cross-verifying it against solid analysis of Linde Plc's systematic risk associated with finding meaningful patterns of Linde Plc fundamentals over time.
  
At this time, Linde Plc's Inventory Turnover is very stable compared to the past year. As of the 22nd of December 2024, Payables Turnover is likely to grow to 7.61, while Receivables Turnover is likely to drop 4.60. . As of the 22nd of December 2024, Net Income Applicable To Common Shares is likely to grow to about 5 B, while Common Stock Shares Outstanding is likely to drop about 373.9 M.
Simple Regression model is a single variable regression model that attempts to put a straight line through Linde Plc 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.

Linde Plc Simple Regression Price Forecast For the 23rd of December

Given 90 days horizon, the Simple Regression forecasted value of Linde plc Ordinary on the next trading day is expected to be 433.20 with a mean absolute deviation of 7.17, mean absolute percentage error of 68.92, and the sum of the absolute errors of 437.30.
Please note that although there have been many attempts to predict Linde 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 Linde Plc's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

Linde Plc Stock Forecast Pattern

Backtest Linde PlcLinde Plc Price PredictionBuy or Sell Advice 

Linde Plc Forecasted Value

In the context of forecasting Linde Plc'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. Linde Plc's downside and upside margins for the forecasting period are 432.29 and 434.11, respectively. We have considered Linde Plc'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
424.31
432.29
Downside
433.20
Expected Value
434.11
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 Linde Plc stock data series using in forecasting. Note that when a statistical model is used to represent Linde Plc 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 Criteria122.3435
BiasArithmetic mean of the errors None
MADMean absolute deviation7.1689
MAPEMean absolute percentage error0.0156
SAESum of the absolute errors437.3005
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 Linde plc Ordinary 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 Linde Plc

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as Linde plc Ordinary. 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
423.16424.07424.98
Details
Intrinsic
Valuation
LowRealHigh
381.88431.11432.02
Details
Bollinger
Band Projection (param)
LowMiddleHigh
415.41442.47469.53
Details
28 Analysts
Consensus
LowTargetHigh
385.83423.99470.63
Details

Other Forecasting Options for Linde Plc

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

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

Linde plc Ordinary 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 Linde Plc'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 Linde Plc's current price.

Linde Plc Market Strength Events

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

Linde Plc Risk Indicators

The analysis of Linde Plc'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 Linde Plc's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting linde 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 Linde Plc

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 Linde Plc 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 Linde Plc will appreciate offsetting losses from the drop in the long position's value.

Moving together with Linde Stock

  0.8DD Dupont De Nemours Fiscal Year End 4th of February 2025 PairCorr
  0.67FF FutureFuel CorpPairCorr
  0.85DNMR Danimer Scientific Upward RallyPairCorr

Moving against Linde Stock

  0.63ECVT EcovystPairCorr
  0.33ESI Element Solutions Sell-off TrendPairCorr
The ability to find closely correlated positions to Linde Plc could be a great tool in your tax-loss harvesting strategies, allowing investors a quick way to find a similar-enough asset to replace Linde Plc 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 Linde Plc - 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 Linde plc Ordinary to buy it.
The correlation of Linde Plc 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 Linde Plc moves, either up or down, the other security will move in the same direction. Alternatively, perfect negative correlation means that if Linde plc Ordinary 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 Linde Plc 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 Linde plc Ordinary offers a strong return on investment in its stock, a comprehensive analysis is essential. The process typically begins with a thorough review of Linde Plc'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 Linde Plc Ordinary Stock. Outlined below are crucial reports that will aid in making a well-informed decision on Linde Plc Ordinary Stock:
Is Industrial Gases 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 Linde Plc. If investors know Linde 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 Linde Plc listed above have to be considered, but the key to understanding future value is determining which factors weigh more heavily than others.
Quarterly Earnings Growth
0.009
Dividend Share
5.44
Earnings Share
13.2
Revenue Per Share
68.67
Quarterly Revenue Growth
0.025
The market value of Linde plc Ordinary is measured differently than its book value, which is the value of Linde that is recorded on the company's balance sheet. Investors also form their own opinion of Linde Plc's value that differs from its market value or its book value, called intrinsic value, which is Linde Plc'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 Linde Plc's market value can be influenced by many factors that don't directly affect Linde Plc'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 Linde Plc's value and its price as these two are different measures arrived at by different means. Investors typically determine if Linde Plc is a good investment by looking at such factors as earnings, sales, fundamental and technical indicators, competition as well as analyst projections. However, Linde Plc'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.