
Courses a.y. 2024/2025
Biographical note
Hello! I am an Assistant Professor of Accounting Analytics and Data Science. I received a BSc. in Physics and an MSc. in Astrophysics and Space Physics from Università degli Studi di Milano-Bicocca. I obtained my PhD in Applied and Computational Statistics from Politecnico di Milano within the MOX Laboratory of the Mathematics Department. Before becoming a faculty member of the Accounting Department, I have been a Postdoctoral Fellow at the same department. I published in several accounting and machine learning journals such as the Review of Accounting Studies, Journal of Accounting and Public Policy, and Journal of Machine Learning Research. I have also served as a reviewer for the following journals: Journal of Accounting and Public Policy, Journal of Business, Finance, and Accounting, Finance Research Letters, and Health Care Management Science. I consider myself an active developer of open-source tools.
About
Beyond research, I enjoy music and photography. I love to watch documentaries and love everything that is sci-fi and tech. In particular, I like to discover new software that is both open-source and useful. Last, space has always been my passion and I try to keep myself up-to-date with the latest news from the outer worlds.
Research interests
My research uses computational and statistical methods to study corporate behavior and investors’ perceptions. I use Natural Language Processing and Machine Learning to analyze and predict the impact of financial and non-financial disclosures on key financial performance. I investigate the economic implications of Blockchain and other Distributed Ledger Systems, exploring their potential to transform accounting practices. Finally, I also implement time-to-event models and and study their stochastic properties to understand the dynamic process that generates observable accounting information.
Research Grants
- CIVICA Research Grant. EXECML --- Using Machine Learning to Uncover Subjective Incentives in Executive Compensation, with IE University and Stockholm School of Economics. Total amount: 35,000 € (June 2024 - May 2026).
- CIVICA Faculty Short Visits Program. Optimal Benchmarking for Mutual Fund Performance Evaluation with Natural Language Processing, IE University, Madrid, Spain (March 2024).
- Bocconi Senior Researchers' Grants - Co-P.I. Multi-modal Communication in Corporate Reporting: Combining Words and Images in Corporate Disclosure. 9,000 € (November 2020 - November 2021)
- Bocconi Junior Researchers' Grants - P.I. edgartools: an Open Source Library to Efficiently Collect Financial Filings from SEC EDGAR Database. 8,000 € (May 2019 - May 2020).
Working papers
Investor Distraction and Multi-Dimensional Financial Narrative
(under 3rd round review at the Review of Accounting Studies)
FinTag2Text: Mapping Financial Statement Disclosures with XBRL Data
(Under Review)
Tax-induced Share Repurchases and Corporate Investment During Crisis
(Preparing for submission)
Quantifying Subjective Incentives in Executive Compensation Disclosures: Evidence from DEF14A Filings
(Data collection complete. Preliminary analysis initiated)
Three Decades of Tax Avoidance Research: The Role of Networks and Communities in Shaping the Field
(Empirical analyses completed. Draft in preparation)
Selected Publications
Using Narrative Disclosures to Predict Tax Outcomes (forthcoming at the Review of Accounting Studies)
Value relevance of textual characteristics: evidence from annual reports of U.S. listed firms
2025
Risk guidance and anti-corruption language: evidence from corporate codes of conduct
JOURNAL OF RISK RESEARCH, 2024
Tax avoidance research : exploring networks and dynamics of global academic collaboration
2024
Words and numbers: A disagreement story from post-earnings announcement return and volume patterns
FINANCE RESEARCH LETTERS, 2023
How did Covid-19 affect investors’ interpretation of earnings news? The role of accounting conservatism
FINANCE RESEARCH LETTERS, 2023
Environmental awareness and shareholder proposals: the case of the Deepwater Horizon oil spill disaster
CORPORATE GOVERNANCE, Forthcoming
A statistical approach for optimal topic model identification
JOURNAL OF MACHINE LEARNING RESEARCH, 2022
Blockchain and other distributed ledger technologies: where is the accounting?
JOURNAL OF ACCOUNTING AND PUBLIC POLICY, 2021
Impact of in-hospital cardiac rehabilitation on mortality and readmissions in heart failure: A population study in Lombardy, Italy, from 2005 to 2012
EUROPEAN JOURNAL OF PREVENTIVE CARDIOLOGY, 26(8): 808-817., 2019
Multi-state approach to administrative data on patients affected by chronic heart failure
HEALTH CARE MANAGEMENT SCIENCE, 21: 281–291., 2018
Hα3: an Hα imaging survey of HI selected galaxies from ALFALFA I. Catalogue in the local supercluster
ASTRONOMY & ASTROPHYSICS, 2012
Hα3: an Hα imaging survey of HI selected galaxies from ALFALFA II. Star formation properties of galaxies in the Virgo cluster and surroundings
ASTRONOMY & ASTROPHYSICS, 2013
L’Intelligenza Artificiale nel rilevamento, prevenzione e gestione delle frodi contabili e fiscali
BILANCIO E REVISIONE, 2024
L'analisi testuale della disclosure finanziaria: dal machine learning al deep learning
RIVISTA DEI DOTTORI COMMERCIALISTI, 2023
Quando le immagini diventano un serbatoio di dati per le aziende
ECONOMIA & MANAGEMENT, 2022