← All authors Fabrizia Mealli European University Institute (from arXiv:2511.05128, 2025) · ORCID · OpenAlex
74 papers in scope · 70 published · 6 on the econ.EM arXiv · 2,068 citations · h-index 26 (over the papers listed here)
Related authors The 20 authors closest to this one in our weighted citation graph, most related first.
Madelon Jacobs Thomas van Huizen Silvia Noirjean Marco Giovanni Mariani Edoardo M. Airoldi Tanique Schaffe-Odeleye Vishesh Karwa Kōsaku Takanashi Alessandra Mattei Fabrizio Cipollini Ruonan Xu Guido W. Imbens Özge Öner Patrizia Lattarulo Giulio Grossi Ke Sun Chengchun Shi Hongtu Zhu Linglong Kong Pedro H. C. Sant’Anna Proximity is measured over citations between two papers we both hold, weighted by how heavily one leans on the other, and is symmetric — it does not distinguish citing from being cited. Authors without a profile here are skipped, and a genuinely close colleague can be missing simply because their work is not in our arXiv corpus. Method: docs/06-citations-pipeline.md .
Papers (5 of 74)
working paper 2025 · arXiv
Evaluating Causal Effects on Time‐to‐Event Outcomes in an RCT in Oncology With Treatment Discontinuation
published 2025 · Biometrical Journal · 1 citations · first circulated 2023
working paper 2025 · arXiv
Selecting subpopulations for causal inference in regression discontinuity designs
published 2025 · The Annals of Applied Statistics · 1 citations · first circulated 2022
Survivor Average Causal Effects for Continuous Time: A Principal Stratification Approach to Causal Inference With Semicompeting Risks
published 2025 · Biometrical Journal · 16 citations · first circulated 2019
Bayesian principal stratification with longitudinal data and truncation by death
published 2025 · Econometrics and Statistics · first circulated 2023
Model Free Estimation of Causal Effects of Different Stimuli on Neuron Activities
published 2025 · Springer proceedings in mathematics & statistics
with Giuseppe Alfonzetti, Lidia Rossi, Dafne Zorzetto
Bipartite interference and air pollution transport: estimating health effects of power plant interventions
published 2024 · Biostatistics · 5 citations · first circulated 2020
published 2024 · Journal of Educational and Behavioral Statistics · 1 citations · first circulated 2020
A Conversation with Guido W. Imbens
published 2024 · Statistical Science
with Julie Holland Mortimer
Assessing Causal Effects in the Presence of Treatment Switching Through Principal Stratification
published 2024 · Bayesian Analysis · 9 citations · first circulated 2020
Estimating causal effects of community health financing via principal stratification
published 2023 · Statistical Methods & Applications
Bayesian causal inference: a critical review
published 2023 · Philosophical Transactions of the Royal Society A Mathematical Physical and Engineering Sciences · 73 citations · first circulated 2022
Estimating Causal Effects of Multi-Valued Treatments Accounting for Network Interference: Immigration Policies and Crime Rates
published 2023 · Sociological Methods & Research
Evaluating federal policies using Bayesian time series models: estimating the causal impact of the hospital readmissions reduction program
published 2023 · Health Services and Outcomes Research Methodology · 6 citations · first circulated 2018
Matching on Generalized Propensity Scores with Continuous Exposures
published 2022 · Journal of the American Statistical Association · 55 citations · first circulated 2018
Causal Inference Perspectives
published 2022 · Observational Studies
Combining counterfactual outcomes and ARIMA models for policy evaluation
published 2022 · Econometrics Journal · 23 citations
Sensitivity analyses for the principal ignorability assumption using multiple imputation
published 2022 · Pharmaceutical Statistics · 11 citations
with Craig Wang, Yufen Zhang, Björn Bornkamp
Answering Causal Questions: Angrist, Imbens and the Nobel Prize
published 2021 · Significance
Pool testing on random and natural clusters of individuals: Optimisation of SARS-CoV-2 surveillance in the presence of low viral load samples
published 2021 · PLoS ONE · 9 citations
working paper 2021 · arXiv · 3 citations
Preface to the Papers on ‘Causal Inference from Non-experimental Studies: Challenges, Developments and Applications’
published 2020 · Journal of the Royal Statistical Society Series A (Statistics in Society) · 1 citations
Evaluation of the health impacts of the 1990 Clean Air Act Amendments using causal inference and machine learning
published 2020 · Journal of the American Statistical Association · 24 citations
with Rachel C. Nethery, Jason D. Sacks, Francesca Dominici
Identification and Estimation of Treatment and Interference Effects in Observational Studies on Networks
published 2020 · Journal of the American Statistical Association · 36 citations · first circulated 2016
working paper 2020 · arXiv · 5 citations
What kinds of R&D consortia enhance SMEs productivity? A hierarchical Bayesian approach for the analysis of a regional innovation policy
published 2019 · Papers of the Regional Science Association · 5 citations
Exploring Encouragement, Treatment, and Spillover Effects Using Principal Stratification, With Application to a Field Experiment on Teens’ Museum Attendance
published 2019 · Journal of Business and Economic Statistics · 9 citations
Estimating population average causal effects in the presence of non-overlap: The effect of natural gas compressor station exposure on cancer mortality
published 2019 · The Annals of Applied Statistics · 2 citations · first circulated 2018
with Rachel C. Nethery, Francesca Dominici
Bayesian Inference for Sequential Treatments Under Latent Sequential Ignorability
published 2019 · Journal of the American Statistical Association · 16 citations · first circulated 2016
Causal Inference With Interfering Units for Cluster and Population Level Treatment Allocation Programs
published 2019 · Biometrics · 6 citations · first circulated 2017
with Georgia Papadogeorgou, Corwin Zigler
The Effects of R&D Subsidies to Small and Medium-Sized Enterprises. Evidence from a Regional Program
published 2017 · Italian Economic Journal · 17 citations
Principal Score Methods: Assumptions, Extensions, and Practical Considerations
published 2017 · Journal of Educational and Behavioral Statistics · 50 citations · first circulated 2016
Posterior Predictive p-Values with Fisher Randomization Tests in Noncompliance Settings: Test Statistics vs Discrepancy Measures
published 2017 · Bayesian Analysis · 5 citations · first circulated 2015
Bayesian inference for causal mechanisms with application to a randomized study for postoperative pain control
published 2017 · Biostatistics · 17 citations · first circulated 2015
Regression Discontinuity Designs as Local Randomized Experiments
published 2017 · Observational Studies · 33 citations
Identification of Principal Causal Effects Using Additional Outcomes in Concentration Graphs
published 2016 · Journal of Educational and Behavioral Statistics · 19 citations
with Barbara Pacini, Elena Stanghellini
Identification and Estimation of Causal Mechanisms in Clustered Encouragement Designs: Disentangling Bed Nets Using Bayesian Principal Stratification
published 2015 · Journal of the American Statistical Association · 44 citations
The fragility of standard inferential approaches in principal stratification models relative to direct likelihood approaches
published 2015 · Statistical Analysis and Data Mining The ASA Data Science Journal · 11 citations
Evaluating the causal effect of university grants on student dropout: Evidence from a regression discontinuity design using principal stratification
published 2015 · The Annals of Applied Statistics · 41 citations
Clarifying missing at random and related definitions, and implications when coupled with exchangeability: Table 1.
published 2015 · Biometrika · 82 citations
with Donald B. Rubin
Discussion of “On Bayesian Estimation of Marginal Structural Models”
published 2015 · Biometrics · 4 citations
The effects of a dropout prevention program on secondary students' outcomes
published 2015 · RIV Rassegna Italiana di Valutazione · 1 citations
Review of the book “Causal Inference for Statistics, Social, and Biomedical Sciences” by G.W. Imbens and D.B. Rubin
published 2015 · Observational Studies
Identification of Local Causal Effects with Missing Outcome Values and an Instrument for Non Response
published 2014 · Communication in Statistics-Theory and Methods · 1 citations
Identification of causal effects in the presence of nonignorable missing outcome values
published 2014 · Biometrics · 20 citations
Exploiting multiple outcomes in Bayesian principal stratification analysis with application to the evaluation of a job training program
published 2013 · The Annals of Applied Statistics · 52 citations
Multiple Imputation by Ordered Monotone Blocks With Application to the Anthrax Vaccine Research Program
published 2013 · Journal of Computational and Graphical Statistics · 36 citations
Using Secondary Outcomes to Sharpen Inference in Randomized Experiments With Noncompliance
published 2013 · Journal of the American Statistical Association · 93 citations
with Barbara Pacini
Estimation of Causal Effects in Latent Strata with an Encouragement for Response
published 2012 · Communication in Statistics-Theory and Methods · 1 citations
with Giulia Roli, Barbara Pacini
Evaluating the Effect of Training on Wages in the Presence of Noncompliance, Nonemployment, and Missing Outcome Data
published 2012 · Journal of the American Statistical Association · 91 citations
Bayesian inference for causal effects in randomized experiments with noncompliance: The role of multivariate outcomes
published 2012 · 46TH SCIENTIFIC MEETING OF THE ITALIAN STATISTICAL SOCIETY
no link
A Refreshing Account of Principal Stratification
published 2012 · The International Journal of Biostatistics · 48 citations
Evaluating the Effects of University Grants by Using Regression Discontinuity Designs
published 2012 · Journal of the Royal Statistical Society Series A (Statistics in Society) · 56 citations · first circulated 2011
with Carla Rampichini
A Bayesian Semiparametric Approach to Intermediate Variables in Causal Inference
published 2011 · Journal of the American Statistical Association · 70 citations
Augmented Designs to Assess Principal Strata Direct Effects
published 2011 · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 47 citations
The specification of the propensity score in multilevel observational studies
published 2010 · Computational Statistics & Data Analysis · 165 citations · first circulated 2009
with Bruno Arpino
Likelihood-Based Analysis of Causal Effects of Job-Training Programs Using Principal Stratification
published 2009 · Journal of the American Statistical Association · 118 citations
with Junni L. Zhang, Donald B. Rubin
Living Standards and Fertility in Indonesia: A Bayesian Analysis
published 2009 · Giornale degli Economisti
no link
Comparing principal stratification and selection models in parametric causal inference with nonignorable missingness
published 2008 · Computational Statistics & Data Analysis · 16 citations
with Barbara Pacini
From temporary help jobs to permanent employment: what can we learn from matching estimators and their sensitivity?
published 2008 · Journal of Applied Econometrics · 112 citations · first circulated 2006
Nonparametric Bounds on the Causal Effect of University Studies on Job Opportunities Using Principal Stratification
published 2007 · Journal of Educational and Behavioral Statistics · 42 citations
with Leonardo Grilli
Application of the Principal Stratification Approach to the Faenza Randomized Experiment on Breast Self‐Examination
published 2006 · Biometrics · 53 citations
Poverty and Fertility Dynamics: A Comparative Analysis
published 2006 · Population review · 7 citations
with Arnstein Aassve, Henriette Engelhardt, Francesca Francavilla, Abbi M. Kedir, Jungho Kim, Letizia Mencarini, Stephen Pudney, Alexia Prskawetz
Temporary Work Agencies in Italy: A Springboard Toward Permanent Employment?
published 2005 · Giornale degli economisti e annali di economia · 98 citations
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Analyzing a randomized trial on breast self-examination with noncompliance and missing outcomes
published 2004 · Biostatistics · 88 citations
Assumptions when Analyzing Randomized Experiments with Noncompliance and Missing Outcomes
published 2002 · Health Services and Outcomes Research Methodology · 30 citations
with Donald B. Rubin
Discussion of “Estimation of Intervention Effects with Noncompliance: Alternative Model Specifications” by Booil Jo
published 2002 · Journal of Educational and Behavioral Statistics · 4 citations
with Donald B. Rubin
Assumptions allowing the estimation of direct causal effects
published 2002 · Journal of Econometrics · 70 citations
with Donald B. Rubin
Specification Tests for Random-effects Transition Models: An Application to a Model of the British Youth Training Scheme
published 1999 · Lifetime Data Analysis · 3 citations
with Stephen Pudney
Estimating binary multilevel models through indirect inference
published 1999 · Computational Statistics & Data Analysis · 14 citations
with Carla Rampichini
An Econometric Model of Farm Tenures in Fifteenth‐Century Florence
published 1998 · Economica · 20 citations
with Stephen Pudney, Francesco L. Galassi
Occupational pensions and job mobility in Britain: Estimation of a random-effects competing risks model
published 1996 · Journal of Applied Econometrics · 46 citations
with Stephen Pudney
Training Duration and Post-Training Outcomes: A Duration-Limited Competing Risks Model
published 1996 · The Economic Journal · 26 citations
with Stephen Pudney, Jonathan Thomas
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