Linde Plc Stock Forward View

LIN Stock  USD 488.15  -1.65  -0.34%   
The Naive Prediction forecast shown here for Linde Plc is reference data produced from the equity's historical price series. Accuracy metrics including mean absolute deviation are provided alongside the projection.
The Naive Prediction forecasted value of Linde plc Ordinary on the next trading day is expected to be 489.13 with a mean absolute deviation of 5.50 and the sum of the absolute errors of 340.85.This model is not at all useful as a medium-long range forecasting tool of Linde plc Ordinary. This model is simplistic and is included partly for completeness and partly because of its simplicity. It is unlikely that you'll want to use this model directly to predict Linde Plc. Instead, consider using either the moving average model or the more general weighted moving average model with a higher (i.e., greater than 1) number of periods, and possibly a different set of weights. This Naive Prediction reference page for Linde Plc presents model-generated projections from historical price data for informational purposes.

Linde Plc Cash Forecast

Projecting Linde Plc's cash position requires modeling complex interactions between revenue trends, working capital cycles, and capital expenditure patterns embedded in Linde Plc's historical financial statements.
 
Cash  
 First Reported
1991-12-31
 Previous Quarter
4.5 B
 Current Value
5.1 B
 Quarterly Volatility
1.8 B
Macro event markers
 
Dot-com Bubble
 
Housing Crash
 
Credit Downgrade
 
Yuan Drop
 
Covid
 
Interest Hikes
A naive forecasting model for Linde Plc is a special case of the moving average forecasting where the number of periods used for smoothing is one. Therefore, the forecast of Linde plc Ordinary value for a given trading day is simply the observed value for the previous period. Due to the simplistic nature of the naive forecasting model, it can only be used to forecast up to one period.

Naive Prediction Price Forecast For the 22nd of March

Given 90 days horizon, the Naive Prediction forecasted value of Linde plc Ordinary on the next trading day is expected to be 489.13 with a mean absolute deviation of 5.50 , mean absolute percentage error of 51.21 , and the sum of the absolute errors of 340.85 .
Please note that although there have been many attempts to predict Linde Stock prices using its time series forecasting, we generally do not suggest 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).

Stock Forecast Pattern

Backtest Linde Plc  Linde Plc Price Prediction  Research Analysis  

Forecasted Value

The next-day forecast for Linde plc Ordinary focuses on identifying predictive downside and upside bands that can frame a realistic trading range. The projected forecast band currently runs from roughly 488.04 on the downside to about 490.22 on the upside.
Market Value
488.15
488.04
Downside
489.13
Expected Value
490.22
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Naive Prediction 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 Criteria123.8843
BiasArithmetic mean of the errors None
MADMean absolute deviation5.4976
MAPEMean absolute percentage error0.0118
SAESum of the absolute errors340.8533
This model is not at all useful as a medium-long range forecasting tool of Linde plc Ordinary. This model is simplistic and is included partly for completeness and partly because of its simplicity. It is unlikely that you'll want to use this model directly to predict Linde Plc. Instead, consider using either the moving average model or the more general weighted moving average model with a higher (i.e., greater than 1) number of periods, and possibly a different set of weights.

Other Forecasting Options for Linde Plc

Regardless of investment experience, understanding Linde Plc's price movement is essential for anyone considering a position in Linde. Price charts for Linde Stock are often filled with noise that can lead to poor investment choices if not properly filtered.

Linde Plc Related Equities

The following equities are related to Linde Plc within the Materials space and can be used for peer comparison, relative valuation, or portfolio diversification. Comparing Linde Plc against peers on metrics such as P/E, margins, and return on equity helps contextualize its positioning and identify relative strengths or weaknesses.
 Risk & Return  Correlation

Linde Plc Market Strength Events

Market strength indicators for Linde Plc give investors insight into the stock's responsiveness to broader market forces. Tracking these indicators provides context to make informed timing decisions and identify periods where trading Linde Plc is likely to be most rewarding.

Linde Plc Risk Indicators

A thorough review of Linde Plc's risk indicators is an important first step in forecasting its price and managing investment exposure. This analysis provides context for determining the appropriate level of risk to accept when holding Linde Plc's.
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.

Story Coverage note for Linde Plc

Story coverage around Linde plc Ordinary often expands when market conditions, narrative momentum, or risk-adjusted performance make the security more visible to investors. Used properly, this context can help investors judge whether visibility is reinforcing the thesis or attracting more speculative pressure.

Linde Plc Short Properties

A short-interest review of Linde plc Ordinary provides context for understanding whether skepticism in the market is becoming more influential. A disciplined short-interest review can make timing decisions more informed under rising skepticism.
Common Stock Shares Outstanding468.7 M
Cash And Short Term Investments5.1 B

More Resources for Linde Stock Analysis

Initial analysis of Linde plc Ordinary centers on its financial statements and observed trends. Ratio analysis outlines performance across profit, efficiency, and growth. These values are derived from Linde Plc's published financial data.