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@article{orcutt1957,
title={A New Type of Socio-Economic System},
author={Orcutt, Guy H.},
journal={Review of Economics and Statistics},
volume={39},
number={2},
pages={116--123},
year={1957},
doi={10.2307/1928528}
}
@article{bourguignon2006,
title={Microsimulation as a Tool for Evaluating Redistribution Policies},
author={Bourguignon, Fran{\c{c}}ois and Spadaro, Amedeo},
journal={The Journal of Economic Inequality},
volume={4},
pages={77--106},
year={2006},
doi={10.1007/s10888-005-9012-6}
}
@article{sutherland2013euromod,
title={{EUROMOD}: the {European Union} tax-benefit microsimulation model},
author={Sutherland, Holly and Figari, Francesco},
journal={International Journal of Microsimulation},
volume={6},
number={1},
pages={4--26},
year={2013},
doi={10.34196/ijm.00075}
}
@software{openfisca,
title={{OpenFisca}: Open Rules as Code for Tax-Benefit Systems},
author={{OpenFisca Contributors}},
url={https://openfisca.org},
year={2024}
}
@misc{psl2026,
title={{Policy Simulation Library} ({PSL})},
author={{Policy Simulation Library}},
year={2026},
note={A collection of open-source models and data preparation routines for policy analysis},
url={https://pslmodels.org/}
}
@software{policyengine_core,
title={{PolicyEngine Core}: A Microsimulation Framework},
author={Woodruff, Nikhil and Ghenis, Max and Volk, Anthony},
url={https://github.com/PolicyEngine/policyengine-core},
year={2024}
}
@software{policyengine_py,
title={{policyengine}},
author={{PolicyEngine Contributors}},
version={4.10.0},
url={https://github.com/PolicyEngine/policyengine.py},
year={2026}
}
@unpublished{woodruff2024enhanced_cps,
title={Enhancing Survey Microdata with Administrative Records: A Novel Approach to Microsimulation Dataset Construction},
author={Woodruff, Nikhil and Ghenis, Max},
year={2024},
note={PolicyEngine working paper},
url={https://github.com/PolicyEngine/policyengine-us-data/tree/main/paper}
}
@article{taxsim,
title={{TAXSIM}: A Tool for Calculating Federal and State Income Tax Liabilities},
author={Feenberg, Daniel R. and Coutts, Elisabeth},
journal={National Tax Journal},
volume={46},
number={3},
pages={271--280},
year={1993},
doi={10.2307/3325474}
}
@misc{cbo2018taxmodel,
title={An Overview of {CBO}'s Microsimulation Tax Model},
author={{Congressional Budget Office}},
year={2018},
month={6},
note={Presentation},
url={https://www.cbo.gov/system/files/2018-06/54096-taxmodel.pdf}
}
@misc{tpc2022taxmodel,
title={Brief Description of the Tax Model},
author={{Tax Policy Center}},
year={2022},
month={3},
day={9},
url={https://taxpolicycenter.org/resources/brief-description-tax-model}
}
@misc{euromod_download_2026,
title={Download},
author={{EUROMOD}},
year={2026},
note={Documents that the software source code is open source, the coded policy rules are open, and a Python connector is available},
url={https://euromod-web.jrc.ec.europa.eu/download-euromod}
}
@misc{frs2020,
title={Family Resources Survey, 2019-2020},
author={{Department for Work and Pensions} and {Office for National Statistics} and {NatCen Social Research}},
year={2021},
publisher={UK Data Service},
note={SN: 8802},
doi={10.5255/UKDA-SN-8802-1}
}
@techreport{niesr2025living,
title={{UK} Living Standards Review 2025},
author={Mosley, Max and Wattam, Ryan and Vincent, Carol},
institution={National Institute of Economic and Social Research},
year={2025},
url={https://niesr.ac.uk/publications/uk-living-standards-review-2025}
}
@misc{hmt2024atrs,
title={{HMT}: {PolicyEngine UK} -- Algorithmic Transparency Recording Standard},
author={{HM Treasury}},
year={2024},
month={12},
day={17},
note={ATRS v3.0. HM Treasury Personal Tax, Welfare and Pensions team exploring PolicyEngine UK for advising policymakers on the impact of tax and welfare measures on households},
url={https://www.gov.uk/algorithmic-transparency-records/hmt-modelling-policy-engine}
}
@misc{hmt2025igotm,
title={Impact on households: distributional analysis to accompany Spring Statement 2025},
author={{HM Treasury}},
year={2025},
month={4},
day={2},
note={Describes HM Treasury's Intra-Governmental Tax and Benefit Microsimulation model (IGOTM)},
url={https://www.gov.uk/government/publications/supporting-documents-for-spring-statement-2025/impact-on-households-distributional-analysis-to-accompany-spring-statement-2025}
}
@misc{waters2017taxben,
title={TAXBEN: The IFS tax and benefit microsimulation model},
author={Waters, Tom},
year={2017},
month={11},
day={15},
publisher={The IFS},
url={https://ifs.org.uk/publications/taxben-ifs-tax-and-benefit-microsimulation-model}
}
@misc{budgetlab_taxsim_2024,
title={Tax Microsimulation at The Budget Lab},
author={{The Budget Lab at Yale}},
year={2024},
month={4},
day={12},
note={Documents the public Tax-Simulator and Tax-Data codebases},
url={https://budgetlab.yale.edu/research/tax-microsimulation-budget-lab}
}
@misc{budgetlab_costrecovery_2025,
title={The Budget Lab's Model for Tax Depreciation},
author={{The Budget Lab at Yale}},
year={2025},
month={1},
day={27},
note={Documents the open-source Cost-Recovery-Simulator model},
url={https://budgetlab.yale.edu/research/budget-labs-model-tax-depreciation}
}
@techreport{woodruff2024nic,
title={Raising employer {NIC} in the {Autumn Budget}},
author={Woodruff, Nikhil},
institution={Institute of Economic Affairs},
year={2024},
month={10},
url={https://iea.org.uk/publications/raising-employer-nic-in-the-autumn-budget/}
}
@techreport{woodruff2025tax,
title={Impact of Tax Changes 2025--2026},
author={Woodruff, Nikhil},
institution={Institute of Economic Affairs},
year={2025},
month={3},
url={https://iea.org.uk/publications/impact-of-tax-changes-2025-2026/}
}
@misc{ghenis2024nta,
title={Enhanced {Current Population Survey}: Integrating {IRS} Public Use File Data Using Quantile Regression Forests},
author={Ghenis, Max and DeBacker, Jason},
year={2024},
month={11},
note={Presented at the 117th Annual Conference on Taxation, National Tax Association, Detroit, Michigan},
url={https://ntanet.org/2024/07/117th-annual-conference-on-taxation-full/}
}
@techreport{mccabe2024ctc,
title={Building a Stronger Foundation for {American} Families: Options for {Child Tax Credit} Reform},
author={McCabe, Joshua and Sargeant, Leah},
institution={Niskanen Center},
year={2024},
month={3},
url={https://www.niskanencenter.org/building-a-stronger-foundation-for-american-families-options-for-child-tax-credit-reform/}
}
@online{pe_bgl,
title={{PolicyEngine} and {Better Government Lab} Collaboration},
author={Ghenis, Max},
year={2024},
url={https://www.policyengine.org/us/research/policyengine-better-government-lab-collaboration}
}
@misc{pe_usc,
title={2025--2026 {IRP} Extramural Large Grants},
author={{Institute for Research on Poverty}},
year={2025},
note={University of Wisconsin--Madison. Includes PolicyEngine collaboration with Matt Unrath (USC) on effective marginal tax rates},
url={https://www.irp.wisc.edu/2025-2026-irp-extramural-large-grants/}
}
@techreport{beeck2023rac,
title={Exploring Rules Communication: Moving Beyond Static Documents to Standardized Code for {U.S.} Public Benefits Programs},
author={Kennan, Ariel and Singh, Lisa and Dammholz, Bianca and Sengupta, Keya and Yi, Jason},
institution={Beeck Center for Social Impact and Innovation, Georgetown University},
year={2023},
month={6},
url={https://beeckcenter.georgetown.edu/report/exploring-rules-communication-moving-beyond-static-documents-to-standardized-code-for-u-s-public-benefits-programs/}
}
@techreport{beeck2025ai,
title={{AI}-Powered Rules as Code: Experiments with Public Benefits Policy},
author={Kennan, Ariel and Garcia Guevara, Alessandra and Goodman, Jason},
institution={Beeck Center for Social Impact and Innovation, Georgetown University},
year={2025},
month={3},
url={https://beeckcenter.georgetown.edu/report/ai-powered-rules-as-code-experiments-with-public-benefits-policy/}
}
@misc{arnold_ventures,
title={Public Finance Program},
author={{Arnold Ventures}},
year={2023},
note={Grant to PolicyEngine for congressional district-level policy analysis},
url={https://www.arnoldventures.org/work/public-finance}
}
@misc{nsf_pose,
title={{POSE}: Phase {I}: {PolicyEngine} -- Advancing Public Policy Analysis},
author={{National Science Foundation}},
year={2025},
note={Award 2518372. PI: Max Ghenis, PSL Foundation. \$299,974},
url={https://www.nsf.gov/awardsearch/showAward.jsp?AWD_ID=2518372}
}
@online{neo_philanthropy,
title={{NEO Philanthropy} Awards \$200,000 Grant to {PolicyEngine}},
author={Ghenis, Max},
year={2024},
url={https://policyengine.org/us/research/neo-philanthropy}
}
@misc{atlanta_fed_prd,
title={Policy Rules Database},
author={{Federal Reserve Bank of Atlanta}},
year={2021},
note={Collaboration between the Atlanta Fed, National Center for Children in Poverty, and PolicyEngine for multi-model validation},
url={https://github.com/Research-Division/policy-rules-database}
}
@misc{jec2026immigration,
title={Immigration Fiscal Impact Calculator},
author={{Joint Economic Committee, U.S. Congress}},
year={2026},
month={3},
url={https://www.jec.senate.gov/public/index.cfm/republicans/2026/3/immigration-fiscal-impact-calculator}
}
@misc{no10fellowship2026,
title={Informing Policy Using Micro-Simulations},
author={Woodruff, Nikhil},
year={2026},
month={1},
note={No10 Innovation Fellowship blog. Co-author Nikhil Woodruff served as an Innovation Fellow with the 10DS data science team at 10 Downing Street, adapting PolicyEngine for government use},
url={https://policyengine.org/ca/research/policyengine-10-downing-street}
}
@software{claude2026,
title={{Claude}},
author={{Anthropic}},
year={2026},
note={Opus 4 model used for code refactoring assistance},
url={https://www.anthropic.com/claude}
}
@misc{trace_trov,
title={{TRACE Transparent Research Object Vocabulary (TROV)}},
author={{TRACE Project}},
year={2024},
note={Linked-data vocabulary for research provenance},
url={https://w3id.org/trace/trov/}
}
@misc{nuffield2024grant,
title={Enhancing, localising and democratising tax-benefit policy analysis},
author={{Nuffield Foundation}},
year={2024},
note={General Election Analysis and Briefing Fund grant to PolicyEngine},
url={https://www.nuffieldfoundation.org/project/enhancing-localising-and-democratising-tax-benefit-policy-analysis}
}