carbonpredict: Predict Carbon Emissions for UK SMEs
Predict Scope 1, 2 and 3 carbon emissions for UK Small and Medium-sized Enterprises (SMEs), using Standard Industrial Classification (SIC) codes and annual turnover data, as well as Scope 1 carbon emissions for UK farms. The 'carbonpredict' package provides single and batch prediction, plotting, and workflow tools for carbon accounting and reporting. The package utilises pre-trained models, leveraging rich classified transaction data to accurately predict Scope 1, 2 and 3 carbon emissions for UK SMEs as well as identifying emissions hotspots. It also provides Scope 1 carbon emissions predictions for UK farms of types: Cereals ex. rice, Dairy, Mixed farming, Sheep and goats, Cattle & buffaloes, Poultry, Animal production and Support for crop production. The methodology used to produce the estimates in this package is fully detailed in the following peer-reviewed publication in the Journal of Industrial Ecology: Phillpotts, A., Owen. A., Norman, J., Trendl, A.,  Gathergood, J., Jobst, Norbert., Leake, D. (2025) <doi:10.1111/jiec.70106> "Bridging the SME Reporting Gap: A New Model for Predicting Scope 1 and 2 Emissions".
| Version: | 2.0.0 | 
| Depends: | R (≥ 3.5.0) | 
| Imports: | dplyr, ggplot2, progress, lmerTest, networkD3, htmltools, htmlwidgets | 
| Suggests: | testthat (≥ 3.0.0), mockery, png, grid | 
| Published: | 2025-10-29 | 
| DOI: | 10.32614/CRAN.package.carbonpredict | 
| Author: | Hamza Suleman [aut, cre, cph],
  Alec Phillpotts [ctb, aut],
  Jasmine Wells [ctb, aut],
  David Leake [ctb, aut] | 
| Maintainer: | Hamza Suleman  <Hamza.Suleman at lloydsbanking.com> | 
| License: | MIT + file LICENSE | 
| URL: | https://github.com/david-leake/carbonpredict | 
| NeedsCompilation: | no | 
| Materials: | README | 
| CRAN checks: | carbonpredict results | 
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