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Ecology","sub_category":"Life Cycle Assessment","monthly_downloads":8264,"total_dependent_repos":6,"total_dependent_packages":5,"readme":"# ``premise``\n\n\u003cdiv style=\"text-align:center\"\u003e\n\u003cimg src=\"https://github.com/polca/premise/raw/master/docs/large.png\" alt=\"premise logo\" height=\"300\"/\u003e\n\u003c/div\u003e\n\n# **PR**ospective **E**nviron**M**ental **I**mpact As**SE**ssment\n## Coupling the ecoinvent database with projections from Integrated Assessment Models (IAM)\n\n\n\u003cp align=\"center\"\u003e\n  \u003ca href=\"https://badge.fury.io/py/premise\" target=\"_blank\"\u003e\u003cimg src=\"https://badge.fury.io/py/premise.svg\" alt=\"PyPI version\"\u003e\u003c/a\u003e\n  \u003ca href=\"https://anaconda.org/conda-forge/premise\" target=\"_blank\"\u003e\u003cimg src=\"https://img.shields.io/conda/vn/conda-forge/premise.svg\" alt=\"Conda version\"\u003e\u003c/a\u003e\n  \u003ca href=\"https://github.com/polca/premise\" target=\"_blank\"\u003e\u003cimg src=\"https://github.com/polca/premise/actions/workflows/main.yml/badge.svg?branch=master\" alt=\"Build status\"\u003e\u003c/a\u003e\n  \u003ca href=\"https://coveralls.io/github/polca/premise\" target=\"_blank\"\u003e\u003cimg src=\"https://coveralls.io/repos/github/polca/premise/badge.svg\" alt=\"Coverage status\"\u003e\u003c/a\u003e\n  \u003ca href=\"https://premise.readthedocs.io/en/latest/\" target=\"_blank\"\u003e\u003cimg src=\"https://readthedocs.org/projects/premise/badge/?version=latest\" alt=\"Documentation status\"\u003e\u003c/a\u003e\n\u003c/p\u003e\n\n``premise`` is a Python tool for prospective life cycle assessment. \nIt allows users to project the [ecoinvent 3](https://ecoinvent.org) database into the future, \nusing scenarios from Integrated Assessment Models (IAMs). It does so by \nmodifying the ecoinvent database to reflect projected energy policy trajectories, include emerging\ntechnologies, modify market shares as well as technologies' efficiency.\n\nIn practice, ``premise`` updates selected sectors and markets (e.g., energy supply, transport, fuels,\nindustrial processes) while leaving other parts of the database unchanged unless explicitly mapped.\nResults are scenario- and model-specific, and depend on the IAM model, scenario, year, and the\necoinvent version used.\n\nAmong others, it can be used to assess the environmental impacts of future energy systems,\nand to compare different energy policies. It includes a set of IAM scenarios\nand a set of tools to create custom scenarios.\n\nThe tool was designed to be user-friendly and to allow for reproducible results. \nWhile it is built on the [brightway framework](https://docs.brightway.dev/en/latest/), \nits outputs can naturally be used in [Activity Browser](https://github.com/LCA-ActivityBrowser/activity-browser), \nbut also in other LCA software, such as [SimaPro](https://simapro.com/), [OpenLCA](https://www.openlca.org/), or directly in Python.\n\nThe tool is described in the following scientific publication: [Sacchi et al, 2022](https://doi.org/10.1016/j.rser.2022.112311).\nIf this tool helps you in your research, please consider citing this publication.\n\nAlso, use the following references to cite the scenarios used with the tool:\n\n- REMIND and REMIND-EU scenarios: Baumstark et al. REMIND2.1: transformation and innovation dynamics of the energy-economic system within climate and sustainability limits, Geoscientific Model Development, 2021.\n- IMAGE scenarios: Stehfest, Elke, et al. Integrated assessment of global environmental change with IMAGE 3.0: Model description and policy applications. Netherlands Environmental Assessment Agency (PBL), 2014.\n- TIAM-UCL scenarios: Pye, S., et al. The TIAM-UCL Model (Version 4.1.1) Documentation, 2020.\n- MESSAGEix-GLOBIOM-GAINS scenarios: Daniel Huppmann, Matthew Gidden, Oliver Fricko, Peter Kolp, Clara Orthofer, Michael Pimmer, Nikolay Kushin, Adriano Vinca, Alessio Mastrucci, Keywan Riahi, Volker Krey, The MESSAGEix Integrated Assessment Model and the ix modeling platform (ixmp): An open framework for integrated and cross-cutting analysis of energy, climate, the environment, and sustainable development, Environmental Modelling \u0026 Software, 2019, https://doi.org/10.1016/j.envsoft.2018.11.012.\n- GCAM scenarios: Calvin, K., et al. GCAM v5.1: representing the linkages between energy, water, land, climate, and economic systems, Geosci. Model Dev., 12, 677–698, https://doi.org/10.5194/gmd-12-677-2019, 2019.\n\nModels\n------\n\nThe tool currently supports the following IAMs:\n\n| Model             | Description                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   |\n|-------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|\n| REMIND v.3.5.2    | REMIND (Regionalized Model of Investment and Development) is an integrated assessment model that combines macroeconomic growth, energy system, and climate policy analysis. It is designed to analyze long-term energy transition pathways, accounting for technological, economic, and environmental factors. REMIND simulates how regions invest in different technologies and energy resources to balance economic growth and climate targets, while considering factors like energy efficiency, emissions, and resource availability. The model is particularly strong in its detailed representation of energy markets and macroeconomic interactions across regions, making it valuable for global climate policy assessments.                                                          |\n| REMIND-EU v.3.5.2 | REMIND-EU is a regionalized version of the REMIND model that further subdivides the European region into 8 geographies (France, Germany, Portugal-Spain, etc.). It allows for more detailed analysis of energy transition pathways and climate policies within Europe, considering regional differences in energy resources, technologies, and socio-economic conditions. This model is particularly useful for assessing the impacts of European Union policies on energy systems and climate change mitigation.                                                                                                                                                                                                                                                                             |\n| IMAGE v3.4        | IMAGE (Integrated Model to Assess the Global Environment) is a comprehensive IAM developed to explore the interactions between human development, energy consumption, and environmental systems over the long term. It focuses on assessing how land use, food systems, energy systems, and climate change interact under different policy scenarios. The model integrates biophysical processes, such as land-use change and greenhouse gas emissions, with socio-economic drivers like population growth and economic development. IMAGE is commonly used for analyzing sustainable development strategies, climate impacts, biodiversity loss, and exploring mitigation and adaptation options.                                                                                            |\n| TIAM-UCL v.4.1    | TIAM-UCL (TIMES Integrated Assessment Model by University College London) is a global energy system model based on the TIMES (The Integrated MARKAL-EFOM System) framework, developed to evaluate long-term decarbonization pathways for global energy systems. It provides detailed insights into energy technology options, resource availability, and emission reduction strategies under various climate policy scenarios. The model focuses on the trade-offs and synergies between energy security, economic costs, and environmental outcomes. TIAM-UCL is frequently used to analyze scenarios consistent with the Paris Agreement and examine technological innovation's role in mitigating climate change globally.                                                                 |\n| MESSAGEix-GLOBIOM-GAINS 2.1-M-R12 | MESSAGEix-GLOBIOM-GAINS (MESSAGE) is an integrated assessment model that couples the MESSAGEix energy system with the GLOBIOM land-use model and GAINS air-pollution module. It is used to explore long-term energy and land-use transitions and their climate and air-quality implications under different policy scenarios. |\n| GCAM v.8.2        | GCAM (Global Change Analysis Model) is an integrated assessment model that simulates the interactions between energy, water, land use, climate, and economic systems on a global scale. It is designed to analyze how different policy scenarios, technological developments, and socio-economic factors influence greenhouse gas emissions, energy production and consumption, land use changes, and climate outcomes. GCAM incorporates detailed representations of energy technologies, agricultural systems, and land-use dynamics, allowing for comprehensive assessments of mitigation strategies and their implications for sustainable development. The model is widely used for exploring pathways to achieve climate targets while considering trade-offs across multiple sectors.  |\n\nChangelog\n---------\nRelease notes are maintained in [`CHANGELOG.md`](CHANGELOG.md).\n\n\nDocumentation\n-------------\n[https://premise.readthedocs.io/en/latest/](https://premise.readthedocs.io/en/latest/)\n\nObjective\n---------\n\nThe objective is to produce life cycle inventories under future energy policies, \nby modifying the inventory database ecoinvent 3 to reflect projected energy policy trajectories.\n\nRequirements\n------------\n* **Python 3.10, 3.11 or 3.12**\n* License for [ecoinvent 3][1]. Please note that the ecoinvent database is not included in this package. Also, read ecoinvent's [GDPR \u0026 EULA](https://ecoinvent.org/gdpr-eula/).\n* Scenarios available through Premise can be consulted [here](https://premisedash-6f5a0259c487.herokuapp.com/).\n* If you want to use the results in the Brightway 2 framework, you need `bw2data \u003c4.0.0`. To produce Brightway 2.5-compatible databases, you need `bw2data \u003e=4.0.0`. See the installation instructions below for more details.\n\n\u003e [!NOTE]\n\u003e Please note that the ecoinvent database is not included in this package. Also, read ecoinvent's [GDPR \u0026 EULA](https://ecoinvent.org/gdpr-eula/).\n\n\u003e [!WARNING]\n\u003e If you wish to use standard IAM scenarios, you need to request (by [email](mailto:romain.sacchi@psi.ch)) an encryption key from the developers.\n\nReproducibility note\n--------------------\n\nOutputs are reproducible when using the same ``premise`` version, IAM scenario files, and ecoinvent\nrelease. Changing any of these inputs will change the resulting database.\n\nHow to install this package?\n----------------------------\n\nTwo options:\n\nFrom Pypi:\n\n    pip install premise\n\nwill install the package and the required dependencies.\n\n``premise`` comes with the latest version of ``brightway``, which is Brightway 2.5.\nThis means that ``premise`` will output databases that are compatible with Brightway 2.5.\n\n\n\u003e [!WARNING]\n\u003e If you want to use the results in the Brightway 2 framework, \n\u003e you need to specify it in the installation command:\n\n\u003e    pip install \"premise[bw2]\"\n\n\nA development version with the latest advancements (but with the risks of unseen bugs),\nis available from Anaconda Cloud. Similarly, you should specify that you want to use Brightway 2.5:\n\n    conda install -c conda-forge premise-bw25\n\nOr rather use Brightway2:\n\n    conda install -c conda-forge premise-bw2\n\n\nHow to use it?\n--------------\n\nThe best way is to follow [the examples from the Jupyter Notebook](https://github.com/polca/premise/blob/master/examples/examples.ipynb). \n\n## Disclaimer on the Use of IAM-Based Scenarios in Premise\n\nIt is essential to recognize the nature and \nlimitations of the underlying IAM scenarios to responsibly interpret \nand apply ``premise`` outputs.\n\nThis disclaimer is informed by the critical insights and recommendations \npresented in the article:\n\n\u003e *de Bortoli, A., Chanel, A., Chabas, C., Greffe, T., \u0026 Louineau, E. (2025). More rationality and inclusivity are imperative in reference transition scenarios based on IAMs and shared socioeconomic pathways—recommendations for prospective LCA. Renewable and Sustainable Energy Reviews, 222, 115924. https://doi.org/10.1016/j.rser.2025.115924*\n\n### Nature of IAM-Based Scenarios\n\nIAMs, such as REMIND, IMAGE, MESSAGE, TIAM-UCL, and GCAM, simulate socio-technical \ntransitions by combining models of the economy, energy systems, land use, \nand climate. They are used to create scenarios aligned with the Shared \nSocioeconomic Pathways (SSPs) and climate trajectories, such as the Representative \nConcentration Pathways (RCPs) framework developed by the IPCC. These models and \npathways serve as standardized tools to explore climate mitigation strategies under \nvarious socioeconomic futures.\n\nWhile IAMs offer a structured and policy-relevant way to explore \ndecarbonization pathways, their scenarios are not predictions. \nThey are \"what-if\" simulations based on a set of assumptions and modeling \nchoices that are inherently subjective, value-laden, and reflective of \nspecific worldviews.\n\n### Key Limitations\n\n1. **Optimistic Technological Assumptions**  \n   Many mainstream IAMs assume aggressive deployment of technologies (e.g., \n   carbon dioxide removal or advanced renewables) that may not be feasible \n   due to technical, economic, or social constraints.\n\n2. **Neglect of Demand-Side and Social Dynamics**  \n   IAMs often emphasize technological solutions and underrepresent lifestyle \n   changes, equity, institutional barriers, and behavioral feedbacks.\n\n3. **Blind Spots in Biophysical and Geopolitical Constraints**  \n   Constraints on resource availability (e.g., critical minerals, land, \n   water) are often simplified or, for some IAMs, ignored.\n\n4. **Embedded Economic Paradigm and Value Judgments**  \n   The SSPs assume perpetual GDP growth and reflect neoclassical economic \n   thinking, potentially sidelining alternative visions of sustainability \n   and well-being.\n\n5. **Underrepresentation of Justice and Global South Perspectives**  \n   IAM scenarios may perpetuate global inequalities by assuming continued \n   economic and energy dominance of the Global North.\n\n6. **Opaque Ethical Assumptions**  \n   Key ethical parameters such as discount rates or equity considerations \n   are rarely made explicit, despite their large impact on outcomes.\n\n### Recommendations for Responsible Use\n\n- **Transparency**: Clearly state the IAM, SSP, and climate trajectory used. Communicate \n  their assumptions, scope, and limitations to end users.\n\n- **Scenario Screening**: Where possible, favor scenarios with credible \n  assumptions regarding technology deployment, demand-side measures, \n  and material feasibility. Use extreme scenarios (e.g., RCP 1.9, RCP 6.0) \n  cautiously, as they may not reflect realistic futures.\n\n- **Reflect Variability**: Consider using multiple scenarios or ensembles \n  to capture the uncertainty inherent in IAM projections.\n\n- **Ethical Reflexivity**: Recognize and reflect on the value-laden choices \n  embedded in IAMs. Prioritize transparency and intergenerational equity.\n\n### Final Note\n\n``premise`` provides a robust, transparent foundation for scenario-based \nprospective LCA. However, the reliability and legitimacy of resulting \nassessments depend heavily on the careful selection and interpretation \nof input scenarios. Practitioners are encouraged to engage critically \nwith the underlying assumptions of IAM-based projections and to use \n``premise`` in conjunction with a broader reflection on possible, \nplausible, and desirable futures.\n\n\n## Support\n\nDo not hesitate to contact [romain.sacchi@psi.ch](mailto:romain.sacchi@psi.ch).\n\n## Current and past Contributors\n\n* [Romain Sacchi](https://github.com/romainsacchi)\n* [Alois Dirnaichner](https://github.com/Loisel)\n* [Tom Mike Terlouw](https://github.com/tomterlouw)\n* [Laurent Vandepaer](https://github.com/lvandepaer)\n* [Chris Mutel](https://github.com/cmutel/)\n* [Alvaro Hahn Menacho](https://github.com/alvarojhahn)\n* [David Bantje](https://github.com/dbantje)\n\n\n## Code Maintainers\n\n* [Romain Sacchi](https://github.com/romainsacchi)\n* [Alvaro Hahn Menacho](https://github.com/alvarojhahn)\n\n## IAM Mapping Collaborators\n\n``premise`` benefits from input from researchers in the IAM teams below who have\nhelped align model outputs and mappings.\n\n### REMIND and REMIND-EU\n\n- [David Bantje](mailto:david.bantje@pik-potsdam.de), Doctoral Researcher,\n  Energy Transition Lab, Research Department Transformation Pathways, Potsdam\n  Institute for Climate Impact Research (PIK)\n- [Alois Dirnaichner](mailto:aloisdir@pik-potsdam.de), former researcher at\n  PIK (PIK alum, 2018-2022; current\n  institution: freelancer; expertise: transport and life-cycle impact\n  assessment)\n- [Gunnar Luderer](mailto:gunnar.luderer@pik-potsdam.de), Deputy Head,\n  Research Department Transformation Pathways, and Head of the Energy\n  Transition Lab, PIK\n\n### IMAGE\n\n- [Vassilis Daioglou](mailto:vassilis.daioglou@pbl.nl), Department of Global\n  Sustainability, PBL Netherlands Environmental Assessment Agency; IMAGE team\n  coordination on energy\n\n### MESSAGE\n\n- [Florian Maczek](mailto:maczek@iiasa.ac.at), Integrated Assessment and\n  Climate Change Research Group, Energy, Climate, and Environment Program,\n  International Institute for Applied Systems Analysis (IIASA)\n- [Volker Krey](mailto:krey@iiasa.ac.at), Research Group Leader and Principal\n  Research Scholar, Integrated Assessment and Climate Change Research Group,\n  Energy, Climate, and Environment Program, IIASA\n\n### TIAM-UCL\n\n- Joris Šimaitis, contributor to recent TIAM-UCL and ``premise`` integration\n  work; current public affiliation in 2025 publications: University of Bath.\n- [Isabela Butnar](mailto:i.butnar@ucl.ac.uk), Principal Research Fellow, UCL\n  Institute for Sustainable Resources, The Bartlett School of Environment,\n  Energy and Resources\n\n### GCAM\n\n- [Tapajyoti Ghosh](mailto:tapajyoti.ghosh@nrel.gov), Researcher IV,\n  Environmental Engineering, Strategic Energy Analysis Center, National\n  Renewable Energy Laboratory (NREL)\n- Brian Gentry, Strategic Energy Analysis Center, NREL.\n- [Patrick Lamers](mailto:patrick.lamers@nrel.gov), Researcher V, Decision\n  Support Analysis, and Senior Topic and Team Lead, Strategic Energy Analysis\n  Center, NREL\n\n## Contributing\n\nSee [contributing](https://github.com/polca/premise/blob/master/CONTRIBUTING.md).\n\n## References\n\n[1]:https://www.ecoinvent.org/\n[2]:https://brightway.dev/\n\n## License\n\n[BSD-3-Clause](https://github.com/polca/premise/blob/master/LICENSE).\nCopyright 2026 Potsdam Institute for Climate Impact Research, Paul Scherrer Institut.\n","funding_links":[],"readme_doi_urls":["https://doi.org/10.1016/j.rser.2022.112311","https://doi.org/10.1016/j.envsoft.2018.11.012","https://doi.org/10.5194/gmd-12-677-2019","https://doi.org/10.1016/j.rser.2025.115924"],"works":{"https://doi.org/10.1016/j.rser.2022.112311":{"id":"https://openalex.org/W4220810663","doi":"https://doi.org/10.1016/j.rser.2022.112311","title":"PRospective EnvironMental Impact asSEment (premise): A streamlined approach to producing databases for prospective life cycle assessment using integrated assessment models","display_name":"PRospective EnvironMental Impact asSEment (premise): A streamlined approach to producing databases for prospective life cycle assessment using integrated assessment models","publication_year":2022,"publication_date":"2022-05-01","ids":{"openalex":"https://openalex.org/W4220810663","doi":"https://doi.org/10.1016/j.rser.2022.112311"},"language":"en","primary_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.rser.2022.112311","pdf_url":null,"source":{"id":"https://openalex.org/S68497187","display_name":"Renewable \u0026 Sustainable Energy Reviews","issn_l":"1364-0321","issn":["1879-0690","1364-0321"],"is_oa":false,"is_in_doaj":false,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","version":"publishedVersion","is_accepted":true,"is_published":true},"type":"article","type_crossref":"journal-article","open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1016/j.rser.2022.112311","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5027573763","display_name":"Romain Sacchi","orcid":"https://orcid.org/0000-0003-1440-0905"},"institutions":[{"id":"https://openalex.org/I2802229908","display_name":"Paul Scherrer Institute","ror":"https://ror.org/03eh3y714","country_code":"CH","type":"facility","lineage":["https://openalex.org/I2799323385","https://openalex.org/I2802229908"]}],"countries":["CH"],"is_corresponding":true,"raw_author_name":"R. 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