Details about Giovanni Cerulli

E-mail:
Homepage:	http://www2.ceris.cnr.it/cerulli/home.htm
Phone:	0039.3475283966
Postal address:	Via dei Taurini, 19 - 00185, Rome (Italy)
Workplace:	Istituto di Ricerca sulla Crescita Economica Sostenibile (IRCrES) (Research Institute on Sustainable Economic Growth), Consiglio Nazionale delle Ricerche (National Research Council), (more information at EDIRC)

Access statistics for papers by Giovanni Cerulli.

Last updated 2023-01-09. Update your information in the RePEc Author Service.

Short-id: pce40

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Working Papers

2022

1. Machine learning using Stata/Python
   Italian Stata Users' Group Meetings 2022, Stata Users Group
   Also in 2021 Stata Conference, Stata Users Group (2021) View citations (1)
   See also Journal Article in Stata Journal (2022)

2021

2. 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
3. The Stata module for CUB models for rating data analysis
   London Stata Conference 2021, Stata Users Group
4. 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

2020

5. A Super-Learning Machine for Predicting Economic Outcomes
   MPRA Paper, University Library of Munich, Germany View citations (2)
6. Optimal Policy Learning: From Theory to Practice
   Papers, arXiv.org
7. 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

8. Assessing Financing, Innovation and Growth Linkage: New Evidence for Policy
   Working Paper, European Microfinance Network View citations (1)
9. 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

10. 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 (3)
    See also Journal Article in Papers in Regional Science (2018)
11. Data-driven sensitivity analysis for matching estimators
    London Stata Conference 2018, Stata Users Group
    See also Journal Article in Economics Letters (2019)
12. The Economic Determinants of Crime: an Approach through Responsiveness Scores
    Boston College Working Papers in Economics, Boston College Department of Economics

2017

13. Nonparametric synthetic control method for program evaluation: model and Stata implementation
    United Kingdom Stata Users' Group Meetings 2017, Stata Users Group

2016

14. 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
15. TED: Stata Module for Testing Stability of Regression Discontinuity Models
    2016 Stata Conference, Stata Users Group

2015

16. R&Dsimulab: a micro-policy simulator for an ex-ante assessment of the effect of public R&D policies
    EcoMod2015, EcoMod
17. 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 in Industry and Innovation (2016)
18. rscore: a Stata module to compute responsiveness scores
    United Kingdom Stata Users' Group Meetings 2015, Stata Users Group

2014

19. CTREATREG: Stata module for estimating dose-response models under exogenous and endogenous treatment
    CERIS Working Paper, Institute for Economic Research on Firms and Growth - Moncalieri (TO) ITALY -NOW- Research Institute on Sustainable Economic Growth - Moncalieri (TO) ITALY View citations (7)
    See also Software Item (2017)
20. Decentralization and the quality of local governments: Evidence in European regions with a dose-response approach
    ERSA conference papers, European Regional Science Association
21. 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)
22. Identification and Estimation of Treatment Effects in the Presence of Neighbourhood Interactions
    CERIS Working Paper, Institute for Economic Research on Firms and Growth - Moncalieri (TO) ITALY -NOW- Research Institute on Sustainable Economic Growth - Moncalieri (TO) ITALY View citations (4)
23. 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)
24. datanet: A Stata procedure to facilitate dataset organization for network analysis
    Italian Stata Users' Group Meetings 2014, Stata Users Group View citations (1)
25. 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 (2022)

2013

26. Managerial capacity in the innovation process and firm profitability
    CERIS Working Paper, Institute for Economic Research on Firms and Growth - Moncalieri (TO) ITALY -NOW- Research Institute on Sustainable Economic Growth - Moncalieri (TO) ITALY
27. Walrasian Tatonnement by Sequential Pairwise Trading: Convergence and Welfare Implications
    Working Papers in Public Economics, University of Rome La Sapienza, Department of Economics and Law
28. 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

29. 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)
30. 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, Institute for Economic Research on Firms and Growth - Moncalieri (TO) ITALY -NOW- Research Institute on Sustainable Economic Growth - Moncalieri (TO) ITALY View citations (2)
31. Ivtreatreg: a new STATA routine for estimating binary treatment models with heterogeneous response to treatment under observable and unobservable selection
    CERIS Working Paper, Institute for Economic Research on Firms and Growth - Moncalieri (TO) ITALY -NOW- Research Institute on Sustainable Economic Growth - Moncalieri (TO) ITALY View citations (20)
32. 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

33. 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 (4)

2010

34. A responsiveness-based (composite) indicator with an application to countries’ innovative performance
    CERIS Working Paper, Institute for Economic Research on Firms and Growth - Moncalieri (TO) ITALY -NOW- Research Institute on Sustainable Economic Growth - Moncalieri (TO) ITALY
35. Are R&D subsidies provided optimally? Evidence from a simulated agency-firm stochastic dynamic game
    CERIS Working Paper, Institute for Economic Research on Firms and Growth - Moncalieri (TO) ITALY -NOW- Research Institute on Sustainable Economic Growth - Moncalieri (TO) ITALY
    See also Journal Article in Journal of Artificial Societies and Social Simulation (2012)
36. 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)
    See also Journal Article in Prometheus (2012)

2008

37. Evaluating the Effect of Public Subsidies on firm R&D activity: an Application to Italy Using the Community Innovation Survey
    CERIS Working Paper, Institute for Economic Research on Firms and Growth - Moncalieri (TO) ITALY -NOW- Research Institute on Sustainable Economic Growth - Moncalieri (TO) ITALY View citations (17)
38. Modelling and measuring the effects of public subsidies on business R&D: theoretical and econometric issues
    CERIS Working Paper, Institute for Economic Research on Firms and Growth - Moncalieri (TO) ITALY -NOW- Research Institute on Sustainable Economic Growth - Moncalieri (TO) ITALY View citations (2)

2007

39. Heterogeneity of innovation strategies and firms’ performance
    CERIS Working Paper, Institute for Economic Research on Firms and Growth - Moncalieri (TO) ITALY -NOW- Research Institute on Sustainable Economic Growth - Moncalieri (TO) ITALY View citations (1)
    See also Chapter (2009)
40. Measuring Intersectoral Knowledge Spillovers: an Application of Sensitivity Analysis to Italy
    CERIS Working Paper, Institute for Economic Research on Firms and Growth - Moncalieri (TO) ITALY -NOW- Research Institute on Sustainable Economic Growth - Moncalieri (TO) ITALY
    See also Journal Article in Economic Systems Research (2009)

2006

41. 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

42. Ottimizzazione versus Razionalità Procedurale: un'analisi del dibattito sulla natura della scelta razionale in economia
    CESMEP Working Papers, University of Turin

Journal Articles

2022

1. A dose–response evaluation of a regional R&D subsidies policy
   Economics of Innovation and New Technology, 2022, 31, (3), 173-190
2. 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
3. Do company-owned academic patents influence firm performance? Evidence from the Italian industry
   The Journal of Technology Transfer, 2022, 47, (1), 242-269
4. Fitting mixture models for feeling and uncertainty for rating data analysis
   Stata Journal, 2022, 22, (1), 195-223
5. Machine learning using Stata/Python
   Stata Journal, 2022, 22, (4), 772-810
   See also Working Paper (2022)

2021

6. A dose–response approach to evaluate the effects of different levels of partial credit guarantees
   Applied Economics, 2021, 53, (12), 1418-1434
7. Improving econometric prediction by machine learning
   Applied Economics Letters, 2021, 28, (16), 1419-1425

2020

8. Benchmarking non-performing loans
   The European Journal of Finance, 2020, 26, (16), 1591-1605 View citations (2)
9. Nonparametric synthetic control using the npsynth command
   Stata Journal, 2020, 20, (4), 844-865

2019

10. A flexible Synthetic Control Method for modeling policy evaluation
    Economics Letters, 2019, 182, (C), 40-44 View citations (6)
11. Data-driven sensitivity analysis for matching estimators
    Economics Letters, 2019, 185, (C) View citations (1)
    See also Working Paper (2018)
12. Estimation of pre- and posttreatment average treatment effects with binary time-varying treatment using Stata
    Stata Journal, 2019, 19, (3), 551-565 View citations (20)

2018

13. 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 (3)
    See also Working Paper (2018)
14. 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

15. Estimating responsiveness scores using rscore
    Stata Journal, 2017, 17, (2), 422-441 View citations (1)
16. 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 (3)
17. 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)
18. 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

19. Sequential pairwise trading: convergence and welfare implications
    International Journal of Computational Economics and Econometrics, 2016, 6, (1), 13-43
20. 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 (10)
    See also Working Paper (2015)

2015

21. ctreatreg: Command for fitting dose–response models under exogenous and endogenous treatment
    Stata Journal, 2015, 15, (4), 1019-1045 View citations (21)

2014

22. The Impact of Technological Capabilities on Invention: An Investigation Based on Country Responsiveness Scores
    World Development, 2014, 59, (C), 147-165 View citations (6)
23. 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 (36)
24. 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 (5)

2012

25. 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 (2010)
26. 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 (33)
    Also in Journal of Applied Economics, 2012, 15, 287-320 (2012) View citations (31)
27. R&D AND TECHNOLOGICAL INTERNATIONALISATION: EVIDENCE FROM A RANDOM COEFFICIENT TREATMENT MODEL
    Review of Applied Economics, 2012, 09, (1-2)
28. The complementary nature of technological capabilities: Measurement and robustness issues
    Technological Forecasting and Social Change, 2012, 79, (5), 875-887 View citations (5)
29. 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)
30. The differential impact of privately and publicly funded R&D on R&D investment and innovation: the Italian case
    Prometheus, 2012, 30, (1), 113-149 View citations (7)
    See also Working Paper (2010)

2011

31. 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 (4)

2010

32. 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)
33. 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 (120)

2009

34. 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 (2007)

2008

35. 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

36. 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

1. 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 (59)

Chapters

2022

1. An Introduction to the Econometrics of Program Evaluation
   Springer
2. Difference-in-Differences with Many Pre- and Post-Treatment Times
   Springer
3. Local Average Treatment Effect and Regression-Discontinuity-Design
   Springer
4. Methods Based on Selection on Observables
   Springer
   Also in Springer (2022)
5. Synthetic Control Method
   Springer
6. The Heterogeneous Impact of Academic Patent Characteristics on Firms’ Economic Performance
   Springer

2017

7. Testing Stability of Regression Discontinuity Models
   A chapter in Regression Discontinuity Designs, 2017, vol. 38, pp 317-339 View citations (10)

2015

8. The Role of Management Capacity in the Innovation Process for Firm Profitability
   Springer

2013

9. On Profit Differentials Between Persistent and Occasional Innovators: New Evidences from a Random-Coefficient Treatment Model
   Springer

2009

10. Heterogeneity of innovation strategies and firm performance
    Springer
    See also Working Paper (2007)

Software Items

2023

1. R_ML_STATA_CV: Stata module to implement machine learning regression in Stata
   Statistical Software Components, Boston College Department of Economics

2022

2. C_ML_STATA_CV: Stata module to implement machine learning classification in Stata
   Statistical Software Components, Boston College Department of Economics
3. 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 (2014)
4. SCTREE: Stata module to implement classification trees via optimal pruning, bagging, random forests, and boosting methods
   Statistical Software Components, Boston College Department of Economics
5. SRTREE: Stata module to implement regression trees via optimal pruning, bagging, random forests, and boosting methods
   Statistical Software Components, Boston College Department of Economics
6. SUBSET: Stata module to implement best covariates and stepwise subset selection
   Statistical Software Components, Boston College Department of Economics
7. 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
8. TREEPLOT: Stata module to graph a tree in Stata
   Statistical Software Components, Boston College Department of Economics

2021

9. 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

10. NPSYNTH: Stata module to implement Nonparametric Synthetic Control Method
    Statistical Software Components, Boston College Department of Economics

2019

11. SENSIMATCH: Stata module to provide data-driven sensitivity analysis for Matching estimator
    Statistical Software Components, Boston College Department of Economics

2018

12. 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

13. 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 (2014)
14. DATANET: Stata module to facilitate dataset organization for network analysis purposes
    Statistical Software Components, Boston College Department of Economics
15. MKERN: Stata module to perform multivariate nonparametric kernel regression
    Statistical Software Components, Boston College Department of Economics
16. RSCORE: Stata module for estimation of responsiveness scores
    Statistical Software Components, Boston College Department of Economics

2016

17. TED: Stata module to test Stability of Regression Discontinuity Models
    Statistical Software Components, Boston College Department of Economics

2014

18. IVTREATREG: Stata module to estimate binary treatment models with idiosyncratic average effect
    Statistical Software Components, Boston College Department of Economics

2012

19. TREATREW: Stata module to estimate Average Treatment Effects by reweighting on propensity score
    Statistical Software Components, Boston College Department of Economics View citations (1)