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Forecasting

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Forecasting

Making predictions with available data

Forecasting is the process of making predictions based on past and present data. These forecasts can later be compared with actual outcomes. For example, a company might estimate their revenue in the next year, then compare it against the actual results creating a variance actual analysis. Prediction is a similar but more general term. Forecasting might refer to specific formal statistical methods employing time series, cross-sectional or longitudinal data, or alternatively to less formal judgmental methods or the process of prediction and assessment of its accuracy. Usage can vary between areas of application: for example, in hydrology the terms "forecast" and "forecasting" are sometimes reserved for estimates of values at certain specific future times, while the term "prediction" is used for more general estimates, such as the number of times floods will occur over a long period. Risk and uncertainty are central to forecasting and prediction; it is generally considered a good practice to indicate the degree of uncertainty attaching to forecasts. In any case, the data must be up to date in order for the forecast to be as accurate as possible.

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Article table of contents 33 sections
1 Applications
2 Forecasting as training, betting and futarchy
3 Forecast improvements
4 Categories of forecasting methods
4.1 Qualitative vs. quantitative methods
4.2 Average approach
4.3 Naïve approach
4.4 Drift method
4.5 Seasonal naïve approach
4.6 Deterministic approach
4.7 Time series methods
4.8 Relational methods
4.9 Judgmental methods
4.10 Artificial intelligence methods
4.11 Geometric extrapolation with error prediction
4.12 Other methods
5 Forecasting accuracy
5.1 Scaled-dependent errors
5.2 Percentage errors
5.3 Scaled errors
5.4 Other measures
5.5 Training and test sets
5.6 Cross-validation
5.7 Forecastability
6 Seasonality and cyclic behaviour
6.1 Seasonality
6.2 Cyclic behaviour
7 Limitations
7.1 Performance limits of fluid dynamics equations
8 See also
Categories
ForecastingStatistical forecastingSupply chain analyticsSupply chain managementTime series
External references
Recent revisions
JarbleMay 25, 2026 8:22 PM — /* Applications */ Another application is [[demand forecasting]].
WeyerStudentOfAgrippaApr 25, 2026 6:25 PM — reference with multiple sources
WeyerStudentOfAgrippaApr 25, 2026 6:21 PM — Changing [[Wikipedia:Short description|short description]] from "Making predictions based on availa…
LionmerterTHEMar 25, 2026 8:21 PM — clean up, [[WP:AWB/T|typo(s) fixed]]: long term → long-term
AsymmetricLossMar 17, 2026 11:34 PM
Gbear605Mar 11, 2026 1:54 AM — Restored revision 1342052768 by [[Special:Contributions/PredMarkWik|PredMarkWik]] ([[User talk:Pred…
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Wikidata knowledge graph Q7216332

forecasting

process of making predictions of the future based on past and present data and most commonly by analysis of trends

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prediction
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