Details about Giovanni Cerulli
Access statistics for papers by Giovanni Cerulli.
Last updated 2024-11-06. Update your information in the RePEc Author Service.
Short-id: pce40
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Working Papers
2024
- Data-driven decision making using Stata
UK Stata Conference 2024, Stata Users Group 
- Eco-innovation, firms’ growth, and the mediating role of export activities
Departmental Working Papers of Economics - University 'Roma Tre', Department of Economics - University Roma Tre
- Optimal policy learning using Stata
Italian Stata Users' Group Meetings 2024, Stata Users Group
Also in 2023 Stata Conference, Stata Users Group (2023)
- Optimal policy learning with observational data in multiaction scenarios: Stata implementation
2024 Stata Conference, Stata Users Group
- Sources of financing: Which ones are more effective in innovation–growth linkage?
ULB Institutional Repository, ULB -- Universite Libre de Bruxelles View citations (1)
See also Journal Article Sources of financing: Which ones are more effective in innovation–growth linkage?, Economic Systems, Elsevier (2024) View citations (1) (2024)
- nnls: Nonnegative least squares using Stata
Italian Stata Users' Group Meetings 2024, Stata Users Group
2023
- A Review of Machine Learning Commands in Stata: Performance and Usability Evaluation
UK Stata Conference 2023, Stata Users Group
- Using machine learning to map the European cleantech sector
EIF Working Paper Series, European Investment Fund (EIF)
2022
- Machine learning using Stata/Python
Italian Stata Users' Group Meetings 2022, Stata Users Group View citations (2)
Also in 2021 Stata Conference, Stata Users Group (2021) View citations (1)
See also Journal Article Machine learning using Stata/Python, Stata Journal, StataCorp LLC (2022) View citations (2) (2022)
2021
- Beyond the ATE: Idiosyncratic Effect Estimation to Uncover Distributional Impacts Results from 17 Impact Evaluations
2021 Annual Meeting, August 1-3, Austin, Texas, Agricultural and Applied Economics Association
- The Stata module for CUB models for rating data analysis
London Stata Conference 2021, Stata Users Group
- Towards Data-driven Project design: Providing Optimal Treatment Rules for Development Projects
2021 Annual Meeting, August 1-3, Austin, Texas, Agricultural and Applied Economics Association
See also Journal Article Towards data-driven project design: Providing optimal treatment rules for development projects, Socio-Economic Planning Sciences, Elsevier (2023) (2023)
2020
- A Super-Learning Machine for Predicting Economic Outcomes
MPRA Paper, University Library of Munich, Germany View citations (2)
- Optimal Policy Learning: From Theory to Practice
Papers, arXiv.org
- The Effect of Control Measures on COVID-19 Transmission and Work Resumption: International Evidence
IRTG 1792 Discussion Papers, Humboldt University of Berlin, International Research Training Group 1792 "High Dimensional Nonstationary Time Series" View citations (3)
2019
- Assessing Financing, Innovation and Growth Linkage: New Evidence for Policy
Working Paper, European Microfinance Network View citations (1)
- Extending the difference-in-differences (DID) to settings with many treated units and same intervention time: Model and Stata implementation
2019 Stata Conference, Stata Users Group
2018
- Are local public services better delivered in more autonomous regions? Evidence from European regions using a dose-response approach
LSE Research Online Documents on Economics, London School of Economics and Political Science, LSE Library View citations (5)
See also Journal Article Are local public services better delivered in more autonomous regions? Evidence from European regions using a dose‐response approach, Papers in Regional Science, Wiley Blackwell (2018) View citations (6) (2018)
- Data-driven sensitivity analysis for matching estimators
London Stata Conference 2018, Stata Users Group
See also Journal Article Data-driven sensitivity analysis for matching estimators, Economics Letters, Elsevier (2019) View citations (3) (2019)
- The Economic Determinants of Crime: an Approach through Responsiveness Scores
Boston College Working Papers in Economics, Boston College Department of Economics View citations (1)
2017
- Nonparametric synthetic control method for program evaluation: model and Stata implementation
United Kingdom Stata Users' Group Meetings 2017, Stata Users Group
2016
- Explaining firm sensitivity to R&D subsidies within a dose-response model: The role of financial constraints, real cost of investment, and strategic value of R&D
DEM Working Papers, Department of Economics and Management
- TED: Stata Module for Testing Stability of Regression Discontinuity Models
2016 Stata Conference, Stata Users Group
2015
- R&Dsimulab: a micro-policy simulator for an ex-ante assessment of the effect of public R&D policies
EcoMod2015, EcoMod
- The Role of Firm RD Effort and Collaboration as Mediating Drivers of Innovation Policy Effectiveness
DEM Discussion Papers, Department of Economics and Management
See also Journal Article The role of firm R&D effort and collaboration as mediating drivers of innovation policy effectiveness, Industry and Innovation, Taylor & Francis Journals (2016) View citations (13) (2016)
- rscore: a Stata module to compute responsiveness scores
United Kingdom Stata Users' Group Meetings 2015, Stata Users Group
2014
- CTREATREG: Stata module for estimating dose-response models under exogenous and endogenous treatment
CERIS Working Paper, CNR-IRCrES Research Institute on Sustainable Economic Growth - Torino (TO) ITALY - former Institute for Economic Research on Firms and Growth - Moncalieri (TO) ITALY View citations (7)
See also Software Item CTREATREG: Stata module for estimating dose-response models under exogenous and endogenous treatment, Statistical Software Components, Boston College Department of Economics (2017) View citations (2) (2017)
- Decentralization and the quality of local governments: Evidence in European regions with a dose-response approach
ERSA conference papers, European Regional Science Association
- Evaluating locally-based policies in the presence of neighbourhood effects: The case of touristic accommodation in the Garda district of Trentino
ERSA conference papers, European Regional Science Association View citations (1)
- Identification and Estimation of Treatment Effects in the Presence of Neighbourhood Interactions
CERIS Working Paper, CNR-IRCrES Research Institute on Sustainable Economic Growth - Torino (TO) ITALY - former Institute for Economic Research on Firms and Growth - Moncalieri (TO) ITALY View citations (4)
- The Impact of Public Support Intensity on Business R&D: Evidence from a Dose-Response Approach
ERSA conference papers, European Regional Science Association View citations (3)
- datanet: A Stata procedure to facilitate dataset organization for network analysis
Italian Stata Users' Group Meetings 2014, Stata Users Group View citations (1)
- ntreatreg: A Stata module for estimation of treatment effects in the presence of neighborhood interactions
Italian Stata Users' Group Meetings 2014, Stata Users Group
Also in United Kingdom Stata Users' Group Meetings 2014, Stata Users Group (2014)
See also Software Item NTREATREG: Stata module for estimation of treatment effects in the presence of neighbourhood interactions, Statistical Software Components, Boston College Department of Economics (2022) (2022)
2013
- Managerial capacity in the innovation process and firm profitability
CERIS Working Paper, CNR-IRCrES Research Institute on Sustainable Economic Growth - Torino (TO) ITALY - former Institute for Economic Research on Firms and Growth - Moncalieri (TO) ITALY
- Walrasian Tatonnement by Sequential Pairwise Trading: Convergence and Welfare Implications
Working Papers in Public Economics, Department of Economics and Law, Sapienza University of Roma
- treatrew: A user-written Stata routine for estimating average treatment effects by reweighting on propensity score
United Kingdom Stata Users' Group Meetings 2013, Stata Users Group
2012
- A Stata module for estimating dose response treatment models under (continuous) treatment endogeneity and heterogeneous response to observable confounders
United Kingdom Stata Users' Group Meetings 2012, Stata Users Group View citations (2)
- A continuous treatment model for estimating a Dose Response Function under endogeneity and heterogeneous response to observable confounders: Description and implementation via the Stata module “ctreatreg”
CERIS Working Paper, CNR-IRCrES Research Institute on Sustainable Economic Growth - Torino (TO) ITALY - former Institute for Economic Research on Firms and Growth - Moncalieri (TO) ITALY View citations (2)
- Ivtreatreg: a new STATA routine for estimating binary treatment models with heterogeneous response to treatment under observable and unobservable selection
CERIS Working Paper, CNR-IRCrES Research Institute on Sustainable Economic Growth - Torino (TO) ITALY - former Institute for Economic Research on Firms and Growth - Moncalieri (TO) ITALY View citations (25)
- contreatreg: A Stata module for estimating dose response treatment models under (continuous) treatment endogeneity and heterogeneous response to observable confounders
Italian Stata Users' Group Meetings 2012, Stata Users Group View citations (18)
2011
- ivtreatreg: A new Stata command for estimating binary treatment models with heterogeneous response to treatment under observable and unobservable selection
Italian Stata Users' Group Meetings 2011, Stata Users Group View citations (5)
2010
- A responsiveness-based (composite) indicator with an application to countries’ innovative performance
CERIS Working Paper, CNR-IRCrES Research Institute on Sustainable Economic Growth - Torino (TO) ITALY - former Institute for Economic Research on Firms and Growth - Moncalieri (TO) ITALY
- Are R&D subsidies provided optimally? Evidence from a simulated agency-firm stochastic dynamic game
CERIS Working Paper, CNR-IRCrES Research Institute on Sustainable Economic Growth - Torino (TO) ITALY - former Institute for Economic Research on Firms and Growth - Moncalieri (TO) ITALY
See also Journal Article Are R&D Subsidies Provided Optimally? Evidence from a Simulated Agency-Firm Stochastic Dynamic Game, Journal of Artificial Societies and Social Simulation, Journal of Artificial Societies and Social Simulation (2012) View citations (3) (2012)
- The differential impact of privately and publicly funded R&D on R&D investment and innovation: The Italian case
Working Papers, Doctoral School of Economics, Sapienza University of Rome View citations (18)
2008
- Evaluating the Effect of Public Subsidies on firm R&D activity: an Application to Italy Using the Community Innovation Survey
CERIS Working Paper, CNR-IRCrES Research Institute on Sustainable Economic Growth - Torino (TO) ITALY - former Institute for Economic Research on Firms and Growth - Moncalieri (TO) ITALY View citations (16)
- Modelling and measuring the effects of public subsidies on business R&D: theoretical and econometric issues
CERIS Working Paper, CNR-IRCrES Research Institute on Sustainable Economic Growth - Torino (TO) ITALY - former Institute for Economic Research on Firms and Growth - Moncalieri (TO) ITALY View citations (2)
2007
- Heterogeneity of innovation strategies and firms’ performance
CERIS Working Paper, CNR-IRCrES Research Institute on Sustainable Economic Growth - Torino (TO) ITALY - former Institute for Economic Research on Firms and Growth - Moncalieri (TO) ITALY View citations (1)
See also Chapter Heterogeneity of innovation strategies and firm performance, Springer Books, Springer (2009) (2009)
- Measuring Intersectoral Knowledge Spillovers: an Application of Sensitivity Analysis to Italy
CERIS Working Paper, CNR-IRCrES Research Institute on Sustainable Economic Growth - Torino (TO) ITALY - former Institute for Economic Research on Firms and Growth - Moncalieri (TO) ITALY
See also Journal Article MEASURING INTERSECTORAL KNOWLEDGE SPILLOVERS: AN APPLICATION OF SENSITIVITY ANALYSIS TO ITALY, Economic Systems Research, Taylor & Francis Journals (2009) View citations (6) (2009)
2006
- The Redistributive Role of Non-profit Organizations
Documentos de trabajo - Analise Economica, IDEGA - Instituto Universitario de Estudios e Desenvolvemento de Galicia
Also in MPRA Paper, University Library of Munich, Germany (2006)
2005
- Ottimizzazione versus Razionalità Procedurale: un'analisi del dibattito sulla natura della scelta razionale in economia
CESMEP Working Papers, University of Turin
Journal Articles
2024
- Financial Performance Among Top10 Automotive Leaders in the EU: Essential Techniques to Investigate the Structure of Moments While Using the GMM with Dynamic Panel Data
Studia Universitatis „Vasile Goldis” Arad – Economics Series, 2024, 34, (3), 26-59
- Sources of financing: Which ones are more effective in innovation–growth linkage?
Economic Systems, 2024, 48, (2) View citations (1)
See also Working Paper Sources of financing: Which ones are more effective in innovation–growth linkage?, ULB Institutional Repository (2024) View citations (1) (2024)
2023
- Optimal treatment assignment of a threshold-based policy: empirical protocol and related issues
Applied Economics Letters, 2023, 30, (8), 1010-1017
- Towards data-driven project design: Providing optimal treatment rules for development projects
Socio-Economic Planning Sciences, 2023, 89, (C)
See also Working Paper Towards Data-driven Project design: Providing Optimal Treatment Rules for Development Projects, 2021 Annual Meeting, August 1-3, Austin, Texas (2021) (2021)
2022
- A dose response evaluation of regional incentives to R%D
International Journal of Computational Economics and Econometrics, 2022, 12, (1/2), 74-104
- A dose–response evaluation of a regional R&D subsidies policy
Economics of Innovation and New Technology, 2022, 31, (3), 173-190
- Currency Unions and Global Value Chains: The Impact of the Euro on the Italian Value Added Exports
Italian Economic Journal: A Continuation of Rivista Italiana degli Economisti and Giornale degli Economisti, 2022, 8, (2), 373-407
- Do company-owned academic patents influence firm performance? Evidence from the Italian industry
The Journal of Technology Transfer, 2022, 47, (1), 242-269 View citations (2)
- Fitting mixture models for feeling and uncertainty for rating data analysis
Stata Journal, 2022, 22, (1), 195-223 View citations (3)
- Machine learning using Stata/Python
Stata Journal, 2022, 22, (4), 772-810 View citations (2)
See also Working Paper Machine learning using Stata/Python, Italian Stata Users' Group Meetings 2022 (2022) View citations (2) (2022)
2021
- A dose–response approach to evaluate the effects of different levels of partial credit guarantees
Applied Economics, 2021, 53, (12), 1418-1434 View citations (3)
- Improving econometric prediction by machine learning
Applied Economics Letters, 2021, 28, (16), 1419-1425 View citations (2)
2020
- An analysis of long-run relationship between ICT sectors and economic growth: evidence from ASEAN countries
International Journal of Computational Economics and Econometrics, 2020, 10, (1), 48-69
- Benchmarking non-performing loans
The European Journal of Finance, 2020, 26, (16), 1591-1605 View citations (2)
- Economic and business cycles with time varying in India: evidence from ICT sectors
International Journal of Computational Economics and Econometrics, 2020, 10, (4), 366-379
- Nonparametric synthetic control using the npsynth command
Stata Journal, 2020, 20, (4), 844-865
2019
- A flexible Synthetic Control Method for modeling policy evaluation
Economics Letters, 2019, 182, (C), 40-44 View citations (8)
- Data-driven sensitivity analysis for matching estimators
Economics Letters, 2019, 185, (C) View citations (3)
See also Working Paper Data-driven sensitivity analysis for matching estimators, London Stata Conference 2018 (2018) (2018)
- Estimation of pre- and posttreatment average treatment effects with binary time-varying treatment using Stata
Stata Journal, 2019, 19, (3), 551-565 View citations (34)
2018
- Are local public services better delivered in more autonomous regions? Evidence from European regions using a dose‐response approach
Papers in Regional Science, 2018, 97, (3), 801-826 View citations (6)
See also Working Paper Are local public services better delivered in more autonomous regions? Evidence from European regions using a dose-response approach, LSE Research Online Documents on Economics (2018) View citations (5) (2018)
- The impact of fiscal relief on multinationals business R&D investments: a cross-country analysis
Economia Politica: Journal of Analytical and Institutional Economics, 2018, 35, (2), 649-675
2017
- Estimating responsiveness scores using rscore
Stata Journal, 2017, 17, (2), 422-441 View citations (1)
- Identification and estimation of treatment effects in the presence of (correlated) neighborhood interactions: Model and Stata implementation via ntreatreg
Stata Journal, 2017, 17, (4), 803-833 View citations (4)
- R&D Subsidization Effect and Network Centralization: Evidence from an Agent-Based Micro-Policy Simulation
Journal of Artificial Societies and Social Simulation, 2017, 20, (4), 4 View citations (1)
- datanet: a Stata routine for organising a dataset for network analysis purposes
International Journal of Computational Economics and Econometrics, 2017, 7, (4), 454-462
2016
- Sequential pairwise trading: convergence and welfare implications
International Journal of Computational Economics and Econometrics, 2016, 6, (1), 13-43
- The role of firm R&D effort and collaboration as mediating drivers of innovation policy effectiveness
Industry and Innovation, 2016, 23, (5), 426-447 View citations (13)
See also Working Paper The Role of Firm RD Effort and Collaboration as Mediating Drivers of Innovation Policy Effectiveness, DEM Discussion Papers (2015) (2015)
2015
- ctreatreg: Command for fitting dose–response models under exogenous and endogenous treatment
Stata Journal, 2015, 15, (4), 1019-1045 View citations (23)
2014
- The Impact of Technological Capabilities on Invention: An Investigation Based on Country Responsiveness Scores
World Development, 2014, 59, (C), 147-165 View citations (7)
- ivtreatreg: A command for fitting binary treatment models with heterogeneous response to treatment and unobservable selection
Stata Journal, 2014, 14, (3), 453-480 View citations (54)
- treatrew: A user-written command for estimating average treatment effects by reweighting on the propensity score
Stata Journal, 2014, 14, (3), 541-561 View citations (7)
2012
- Are R&D Subsidies Provided Optimally? Evidence from a Simulated Agency-Firm Stochastic Dynamic Game
Journal of Artificial Societies and Social Simulation, 2012, 15, (1), 7 View citations (3)
See also Working Paper Are R&D subsidies provided optimally? Evidence from a simulated agency-firm stochastic dynamic game, CERIS Working Paper (2010) (2010)
- Evaluating the Robustness of the Effect of Public Subsidies on Firms' R&D: An Application to Italy
Journal of Applied Economics, 2012, 15, (2), 287-320 View citations (35)
Also in Journal of Applied Economics, 2012, 15, 287-320 (2012) View citations (32)
- R&D AND TECHNOLOGICAL INTERNATIONALISATION: EVIDENCE FROM A RANDOM COEFFICIENT TREATMENT MODEL
Review of Applied Economics, 2012, 09, (01-2)
- The complementary nature of technological capabilities: Measurement and robustness issues
Technological Forecasting and Social Change, 2012, 79, (5), 875-887 View citations (5)
- The different impact on scientific output of academic-owned vs. academic-invented patents: evidence from a panel of Italian academic inventors
International Journal of Business Innovation and Research, 2012, 6, (4), 433-457 View citations (1)
2011
- Evaluation of firm R&D and innovation support: new indicators and the ex-ante prediction of ex-post additionality
Research Evaluation, 2011, 20, (1), 19-29 View citations (5)
2010
- Impact Evaluation of a Research Policy Instrument: Analytical Model, Carrying out Process, Heterogeneity of the Effects
L'industria, 2010, (2), 307-334 View citations (2)
- Modelling and Measuring the Effect of Public Subsidies on Business R&D: A Critical Review of the Econometric Literature
The Economic Record, 2010, 86, (274), 421-449 View citations (122)
2009
- MEASURING INTERSECTORAL KNOWLEDGE SPILLOVERS: AN APPLICATION OF SENSITIVITY ANALYSIS TO ITALY
Economic Systems Research, 2009, 21, (4), 409-436 View citations (6)
See also Working Paper Measuring Intersectoral Knowledge Spillovers: an Application of Sensitivity Analysis to Italy, CERIS Working Paper (2007) (2007)
2008
- The integration of the non-profit sector in a Social Accounting Matrix: methodological issues, empirical evidences and employment effects for Italy
Rivista di statistica ufficiale, 2008, 10, (2), 33-63
2006
- Una Matrice di Contabilità Sociale per il welfare mix: l'integrazione del settore non-profit. Prime verifiche empiriche ed effetti occupazionali per l'Italia
Rivista di Politica Economica, 2006, 96, (2), 79-128 View citations (1)
Books
2022
- Econometric Evaluation of Socio-Economic Programs
Advanced Studies in Theoretical and Applied Econometrics, Springer
Also in Advanced Studies in Theoretical and Applied Econometrics, Springer (2015) View citations (72)
Chapters
2022
- An Introduction to the Econometrics of Program Evaluation
Springer
- Difference-in-Differences with Many Pre- and Post-Treatment Times
Springer
- Local Average Treatment Effect and Regression-Discontinuity-Design
Springer
- Methods Based on Selection on Observables
Springer
Also in Springer (2022)
- Synthetic Control Method
Springer
- The Heterogeneous Impact of Academic Patent Characteristics on Firms’ Economic Performance
Springer
2017
- Testing Stability of Regression Discontinuity Models
A chapter in Regression Discontinuity Designs, 2017, vol. 38, pp 317-339 View citations (11)
2015
- The Role of Management Capacity in the Innovation Process for Firm Profitability
Springer
2013
- On Profit Differentials Between Persistent and Occasional Innovators: New Evidences from a Random-Coefficient Treatment Model
Springer
2009
- Heterogeneity of innovation strategies and firm performance
Springer
See also Working Paper Heterogeneity of innovation strategies and firms’ performance, CNR-IRCrES Research Institute on Sustainable Economic Growth - Torino (TO) ITALY - former Institute for Economic Research on Firms and Growth - Moncalieri (TO) ITALY (2007) View citations (1) (2007)
Software Items
2024
- NNLS: Stata module to compute non-negative least squares
Statistical Software Components, Boston College Department of Economics
- OPL: Stata module for optimal policy learning
Statistical Software Components, Boston College Department of Economics
2023
- R_ML_STATA_CV: Stata module to implement machine learning regression in Stata
Statistical Software Components, Boston College Department of Economics
2022
- C_ML_STATA_CV: Stata module to implement machine learning classification in Stata
Statistical Software Components, Boston College Department of Economics
- NTREATREG: Stata module for estimation of treatment effects in the presence of neighbourhood interactions
Statistical Software Components, Boston College Department of Economics
See also Working Paper ntreatreg: A Stata module for estimation of treatment effects in the presence of neighborhood interactions, Italian Stata Users' Group Meetings 2014, Stata Users Group (2014) (2014)
- SCTREE: Stata module to implement classification trees via optimal pruning, bagging, random forests, and boosting methods
Statistical Software Components, Boston College Department of Economics
- SRTREE: Stata module to implement regression trees via optimal pruning, bagging, random forests, and boosting methods
Statistical Software Components, Boston College Department of Economics
- SUBSET: Stata module to implement best covariates and stepwise subset selection
Statistical Software Components, Boston College Department of Economics
- TFDIFF: Stata module to compute pre- and post-treatment estimation of the Average Treatment Effect (ATE) with fixed binary treatment
Statistical Software Components, Boston College Department of Economics
- TREEPLOT: Stata module to graph a tree in Stata
Statistical Software Components, Boston College Department of Economics
2021
- CUB: Stata module to estimate ordinal outcome model estimated by a mixture of a uniform and a shifted binomial
Statistical Software Components, Boston College Department of Economics
2020
- NPSYNTH: Stata module to implement Nonparametric Synthetic Control Method
Statistical Software Components, Boston College Department of Economics
2019
- SENSIMATCH: Stata module to provide data-driven sensitivity analysis for Matching estimator
Statistical Software Components, Boston College Department of Economics
2018
- TVDIFF: Stata module to compute pre- and post-treatment estimation of the Average Treatment Effect (ATE) with binary time-varying treatment
Statistical Software Components, Boston College Department of Economics
2017
- CTREATREG: Stata module for estimating dose-response models under exogenous and endogenous treatment
Statistical Software Components, Boston College Department of Economics View citations (2)
See also Working Paper CTREATREG: Stata module for estimating dose-response models under exogenous and endogenous treatment, CERIS Working Paper, CNR-IRCrES Research Institute on Sustainable Economic Growth - Torino (TO) ITALY - former Institute for Economic Research on Firms and Growth - Moncalieri (TO) ITALY (2014) View citations (7) (2014)
- DATANET: Stata module to facilitate dataset organization for network analysis purposes
Statistical Software Components, Boston College Department of Economics
- MKERN: Stata module to perform multivariate nonparametric kernel regression
Statistical Software Components, Boston College Department of Economics
- RSCORE: Stata module for estimation of responsiveness scores
Statistical Software Components, Boston College Department of Economics
2016
- TED: Stata module to test Stability of Regression Discontinuity Models
Statistical Software Components, Boston College Department of Economics
2014
- IVTREATREG: Stata module to estimate binary treatment models with idiosyncratic average effect
Statistical Software Components, Boston College Department of Economics
2012
- TREATREW: Stata module to estimate Average Treatment Effects by reweighting on propensity score
Statistical Software Components, Boston College Department of Economics View citations (1)
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