Linde PLC Stock Forecast - Simple Regression

LIN Stock   406.00  1.00  0.25%   
The Simple Regression forecasted value of Linde PLC on the next trading day is expected to be 419.23 with a mean absolute deviation of 7.19 and the sum of the absolute errors of 438.29. Linde 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 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 on the next trading day is expected to be 419.23 with a mean absolute deviation of 7.19, mean absolute percentage error of 68.55, and the sum of the absolute errors of 438.29.
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

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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 418.35 and 420.10, 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
406.00
418.35
Downside
419.23
Expected Value
420.10
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 Criteria122.3381
BiasArithmetic mean of the errors None
MADMean absolute deviation7.185
MAPEMean absolute percentage error0.0168
SAESum of the absolute errors438.2864
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 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. 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 Linde PLC'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
405.13406.00406.87
Details
Intrinsic
Valuation
LowRealHigh
303.63304.50446.60
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 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 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.

Also Currently Popular

Analyzing currently trending equities could be an opportunity to develop a better portfolio based on different market momentums that they can trigger. Utilizing the top trending stocks is also useful when creating a market-neutral strategy or pair trading technique involving a short or a long position in a currently trending equity.

Additional Tools for Linde Stock Analysis

When running Linde PLC's price analysis, check to measure Linde PLC's market volatility, profitability, liquidity, solvency, efficiency, growth potential, financial leverage, and other vital indicators. We have many different tools that can be utilized to determine how healthy Linde PLC is operating at the current time. Most of Linde PLC's value examination focuses on studying past and present price action to predict the probability of Linde PLC's future price movements. You can analyze the entity against its peers and the financial market as a whole to determine factors that move Linde PLC's price. Additionally, you may evaluate how the addition of Linde PLC to your portfolios can decrease your overall portfolio volatility.