Assistant Professor in Statistics at the Department of Statistics and Quantitative Methods of the University of Milan Bicocca, Milan (Italy)

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Paolo Berta Curriculum Vitae 14 febbraio 2018 Address: Dipartimento di Statistics and Quantitative Methods, University of Milano - Bicocca (Italy) Phone: +39 02-64483163 Email: paolo.berta@unimib.ti Mother Language: Italian Other Language: English and French EDUCATION AND TRAINING 2003 Master s degree in Statistics for Health at the Univerisity of Milano-Bicocca, Italy Dissertation: Using data mining for the analysis of pharmaceutical expenditure Sep 2002 - Jan 2003 Stage at the Local Health Authority (ASL) of Brescia The aim of the stage was the analysis of pharmaceutical use and expenditures of the residents in the territory of Brescia. 1999 Master s degree in Statistics at the Univesity of Padua Dissertation: From the Republic of Venice to the Kingdom of Italy: quality of population statistics in Veneto Region. CURRENT POSITION June 2014 Assistant Professor in Statistics at the Department of Statistics and Quantitative Methods of the University of Milan Bicocca, Milan (Italy) SCIENTIFIC ACTIVITIES The scientific research activity concerns primarily on the application of multivariate statistical analysis techniques and mixed effects models to cross-sectional and longitudinal data for the evaluation of healthcare quality. In particular, the following statistical techniques have been extensively used in the study of healthcare quality: Multivariate Analysis; Multilevel Models; Stochastic Frontier Analysis; Discrete choice models; Causal Inference; Cluster Weighted Models 1

Curriculum Vitae: Paolo Berta 2 Studies on effectiveness Studies on efficiency Policies Evaluation Recent topics Multivariate statistical analysis and multilevel models are applied to administrative healthcare data for profiling healthcare providers performance based on different sets of outcomes (i.e: overall mortality, readmissions, transfer between hospitals, voluntary discharges and readmission in operating room). The main results of this research have been published in national and international peer reviewed journals. Policy impacts: Healthcare policy makers of Lombardy Region (Italy) have used findings from these researches to support the implementation of the performance evaluation system of the healthcare system in Lombardy Region. Furthermore, from 2012 the evaluation results are linked to the rewarding system of hospitals CEOs determining an improvement or a reduction up to 2% of the annual budget assigned to each hospital. Stochastic frontier analysis has been applied to healthcare data in order to estimate the technical efficiency of the hospitals of Lombardy Region. Additionally, a particular focus has been given to the econometric analysis of the distorting elements of the healthcare systems based on prospective payment, an original theme in the context of international scientific literature. In this area of research were deepened both econometric analysis on cross-sectional data and panel data analysis. Findings from these studies have been published in international peer reviewed journals. Impact of this research area: Efficiency measures have been included in the official evaluation system of healthcare system of Lombardy Region. During the years, have developed a skill in policy evaluation. The design of the research and model applied aim at identify a design of the experiment that consider a pre-policy and a post-policy period and a sub-population interested from the policy and a sub-population not involved in the policy. A Difference in Differences approach allows identifying the policy effects. Findings from this studies have been published in international peer reviewed journals ([7]) Impact of this research area: based on evidences from these studies, Lombardy Regional administration decided to maintain an already implemented policy that reduces the reimbursement for specific discharges. Recently I have developed a SAS code to provide a Coarsened Exact Matching: the related paper was published in a scientific journal and the updated code version of the macro is available at http://gking.harvard.edu/cem. Complete the research background the new research about the competition in healthcare and other studies on socio-demographic fields. PARTICIPATION IN SCIENTIFIC COMMITTEES 2014 Member of the PNE Working Group (National Program Outcomes) at the National Agency for Regional Health Services (AGENAS) 2013 Member of the PNE Working Group (National Program Outcomes) at the National Agency for Regional Health Services (AGENAS) 2012 Chairman of Competition Commission Selection procedure, per qualifications and examinations, for the recruitment of three staff units, belonging to category D - economic position D1 - technical area, scientific-technical and data processing, with fixed-term contract, lasting 36 months, at the Laboratory Management and Health - Institute of Management at Scuola Superiore Sant Anna of Pisa 2010 Member of the Ethics Committee of the Mantova Hospital (Italy) 2009 Member of the Scientific Committee for the construction of a Regional Observatory on Addictions at the Regional Research Institute (IRER) of Lombardy Region

Curriculum Vitae: Paolo Berta 3 PARTICIPATION IN RESEARCH PROJECTS 2015-2017 The hospital effectiveness evaluation: a research project for fourteen Italian regions. MeS Lab, Scuola Superiore Sant Anna - Pisa (Italy) 2014 Project Provision of a service of studies and research to support the process of reorganization of the Regional Health Service - Eupolis Lombardia - Institute for research, statistics and training 2010-2011 Project Regional Observatory on Addiction - ORed for the Regional Directorate of Family and Social Solidarity of Lombardy Region 2009 Project Evaluation of activities and decisions in health care systems, for the National Agency for Regional Health Services (AGENAS) 2005-2006 Project The Family in front of autism for the Regional Directorate of Family and Social Solidarity of Lombardy Region SELECTED INVITED TALKS 14 September 2017 Outcome evaluation in healthcare: the Multilevel Logistic Cluster Weighted Model, CLAssification and Data Analysis Group (CLADAG) of the Italian Statistical Society (SIS), Univeristy of Milano-Bicocca 8 July 2017 Cream Skimming and Healthcare Contracts Empirical Evidence from Italy, AmericanEuropean Health Economics Study Group Workshop, Oxford (UK) 6 September 2016 Cluster Weighted Models for Count Data, Model Based Clustering Workshop, Catania 23 July 2016 DRG-based spending and outcomes in the treatment of Acute Myocardial Infarction: a comparison between two regional healthcare systems in Italy, Health Econometrics Workshop, Bari 12 May 2015 Statistical approaches in the evaluation of healthcare, Seminar at Brunel University, London (UK) 12 March 2015 Freedom of choice, asymmetric information and the impact of competition on the quality of health care: evidence from Italy, CERGAS - Bocconi University, Milan. 30 June 20141 Doing Research in Healthcare with Administrative Databases Workshop, Politecnico of Milan. 08 December 2012 The effectiveness efficiency trade-off in Lombardy hospitals 3rd Health Econometrics Workshop, Siena 22 November 2011 La Valutazione della Qualita in Sanita SAS Campus, Milan 30 May 2011 Performance measurements for healthcare services IES 2011 - Innovazione e societa, Firenze 29 October 2009 The effects of Upcoding, Cream Skimming and Readmissions on the Italian Hospitals Efficiency: a Population - based investigation AIES, Bergamo ORGANIZATION OF ACADEMIC TRAINING Since 2008 Member of the organization committee of Health Econometric Worskshop. Also in 2012 a school was started anticipating this event and in the first edition covered the Spatial Econometrics issue. From 2014 with the participation of leading international experts was launched a Summer School entitled Applied Econometrics Health and Health Policy.

Curriculum Vitae: Paolo Berta 4 July 2018 July 2016 July 2016 July 2015 July 2014 July 2014 December 2012 December 2012 July 2010 December 2008 5th Health Econometric Worskshop Bergamo 5th Health Econometric Worskshop Bari Applied Health Econometrics and Health Policy 3 rd ed. Summer School, Bergamo Applied Health Econometrics and Health Policy 2 nd ed. Summer School, Bergamo Applied Health Econometrics and Health Policy Summer School, Bergamo 4th Health Econometric Worskshop Padova 3rd Health Econometric Worskshop Siena Spatial Health Econometrics, CRISP Training Course, Siena 2nd Health Econometric Worskshop Roma Health Econometric Worskshop Milano COLLABORATIONS AND SCIENTIFIC ADVICE 2016 Fondazione per la Sussidiareita - Observatory ONBSI: Market and rules on procurement in the cleaning industry and in integrated multi-services 2013-2014 Hospital of Cremona - Analysis of the hospital data applied to the internal evaluation of the hospitalizations 2010-2014 Department of Addiction of Local Health Authority Sondrio (Italy) - Consultancy activities for research and testing of methods and models to assess effectiveness and efficiency of the social services for drug addicts. 2010-2014 Lombardia Informatica SpA - Identification of a set of indicators for measuring the overall performance for Lombardy Region and engineering of their use on the basis of a DWH. 2004-2014 Lombardy Region - Activities involve the collection and analysis of hospitals data through the application of multilevel model to study the effectiveness of healthcare facilities in Lombardy. The project has produced the first health evaluation system of Lombardy, which has been applied effectively since March 2012.

Curriculum Vitae: Paolo Berta 5 ACADEMIC TEACHING ACTIVITIES Academic Year 2017-2018 Lecturer at the University of Milan - Bicocca, in charge of the course Academic Year 2017-2018 SAS Lab for the course of Generalized Linear Models - University of Milan - Bicocca Academic Year 2016-2017 Lecturer at the University of Milan - Bicocca, in charge of the course Academic Year 2016-2017 SAS Lab for the course of Generalized Linear Models - University of Milan - Bicocca Academic Year 2015-2016 Lecturer at the Statistics PhD of the University of Milan - Bicocca: Finite Mixture Models and Cluster Weighted Models Academic Year 2015-2016 Lecturer at the University of Milan - Bicocca, in charge of the course Academic Year 2015-2016 SAS Lab for the course of Multivariate Analysis - University of Milan - Bicocca Academic Year 2014-2015 SAS Lab at the Statistics PhD of the University of Milan - Bicocca: application of generalized linear models, Tobit and Heckman models and Structural Equation Models Academic Year 2014-2015 SAS Lab for the course of Data Analysis - University of Milan - Bicocca July September 2015 Lecturer on Statistics and Data Mining at the Master in Business Intelligence - University of Milan - Bicocca Academic Year 2014-2015 Lecturer at the University of Milan - Bicocca, in charge of the course July 2014 STATA Lab at the Health Econometrics Summer School Academic Year 2013-2014 SAS Lab at the Statistics PhD of the University of Milan - Bicocca: application of generalized linear models, Tobit and Heckman models and Structural Equation Models Academic Year 2013-2014 Lecturer at the University of Milan - Bicocca, in charge of the course 2012 Lecturer on Quality Evaluation in Health - Master in Business Intelligence at University of Milan Bicocca 2011 and 2012 Course on the use of SAS software at MES Laboratory of Scuola Superiore Sant Anna of Pisa 2010 Lectures on Health Evaluation in the Statistical Analysis of Data Course - Models of quality assessment at Almo Collegio Borromeo in Pavia 2009 Lesson on the Evaluation of outcomes in healthcare at PROGEA Company, as part of the Joint Commission International for Lombardy Region 2005 Course on Multilevel and Logistic Regression Analysis Techniques in Quality Evaluation of Healthcare for the Master in Health at the University of Milan - Bicocca REVIEWER FOR SCIENTIFIC JOURNALS Health Economics Econometrics and Statistics Quality and Quantity Epidemiologia e prevenzione European Journal of Health Economics Health Policy Empirical Economic

Curriculum Vitae: Paolo Berta 6 International Journal for Quality in Health Care Journal of Evaluation in Clinical Practice BMC Health Services Research COMPUTER SKILLS Over the years he has deepen his knowledge in different areas of computing, and particularly in programming for elaboration of statistical data using specialized software and application packages of general utility. The whole research has required the intensive use of SAS software both in its basic version and in Macro environment. Finally, he has developed an intensive use of statistical software R and STATA to complete his professional competences. In addition, in particular to develop and produce scientific texts, he has acquired an excellent ability in the use of LaTeX software Riferimenti bibliografici [1] Tommaso Grillo Ruggieri, Paolo Berta, Anna Maria Murante, and Sabina Nuti. Patient satisfaction, patients leaving hospital against medical advice and mortality in italian university hospitals: a cross-sectional analysis. BMC Health Services Research, 18(51), 2018. [2] Paolo Berta, Rosella Levaggi, Gianmaria Martini, and Stefano Verzillo. The redistributive effects of copayment in outpatient prescriptions: evidence from lombardy. BMC Health Services Research, 17(1):336, 2017. [3] Paolo Berta, Matteo Bossi, and Stefano Verzillo. %CEM: a SAS macro to perform Coarsened Exact Matching. Journal of Statistical Computation and Simulation, 87(2):227 238, 2017. [4] Paolo Berta, Giuseppe D Orio, and Tommaso Grillo Ruggeri. La valutazione degli esiti per specialita : la sperimentazione del metodo crisp-mes per le aou del network delle regioi. In La valutazione delle performance delle Aziende Ospedaliero-Universitarie, pages 105 119. il Mulino, Bologna, 2016. [5] Giorgio Vittadini, Paolo Berta, and Merlino Luca Giuseppe. La valutazione degli esiti per specialita : introduzione metodologica. In La valutazione delle performance delle Aziende Ospedaliero-Universitarie, pages 89 103. il Mulino, Bologna, 2016. [6] Paolo Berta, Salvatore Ingrassia, Antonio Punzo, and Giorgio Vittadini. Multilevel cluster-weighted models for the evaluation of hospitals. METRON, pages 1 18, 2016. [7] Paolo Berta, Gianmaria Martini, Francesco Moscone, and Giorgio Vittadini. The association between asymmetric information, hospital competition and quality of healthcare: evidence from italy. Journal of the Royal Statistical Society: Series A (Statistics in Society), 179(4):907 926, 2016. [8] Anna Garriga, Sebastià Sarasa, and Paolo Berta. Mothers educational level and single motherhood: Comparing spain and italy. Demographic Research, 33:1165 1210, 2015. [9] Gianmaria Martini, Paolo Berta, John Mullahy, and Giorgio Vittadini. The effectiveness-efficiency trade-off in health care: The case of hospitals in Lombardy, Italy. Regional Science and Urban Economics, 49:217 231, 2014. [10] Paolo Berta, Chiara Seghieri, and Giorgio Vittadini. Comparing health outcomes among hospitals: the experience of the Lombardy Region. Health care management science, 16(3):245 257, 2013. [11] Paolo Berta, Luca Merlino, and Giorgio Vittadini. Efficacia ex post. In Manuale del Sistema di valutazione della performance degli ospedali lombardi, pages 33 45. Aracne Editrice, Milano, 2012. [12] Paolo Berta, Gianmaria Martini, and Giorgio Vittadini. L efficienza. In Manuale del Sistema di valutazione della performance degli ospedali lombardi, pages 63 67. Aracne Editrice, Milano, 2012.

Curriculum Vitae: Paolo Berta 7 [13] Paolo Berta, Gianmaria Martini, and Giorgio Vittadini. Appendice i. In Manuale del Sistema di valutazione della performance degli ospedali lombardi, pages 77 89. Aracne Editrice, Milano, 2012. [14] Giorgio Vittadini, Paolo Berta, Gianmaria Martini, and Giuditta Callea. The effect of a law limiting upcoding on hospital admissions: evidence from italy. Empirical economics, 42(2):563 582, 2012. [15] Paolo Berta, Giuditta Callea, Gianmaria Martini, and Giorgio Vittadini. The effetcs of upcoding, cream skimming and readmissions on the italian hospitals efficiency modelling: a populaitonbased investigtion. Economic modelling, 27(4):789 890, 2010. [16] Giorgio Vittadini and Paolo Berta. La valutazione dell efficacia in sanita. In La valutazione della qualita nel sistema sanitario. Analisi dell efficacia ospedaliera in Lombardia, pages 25 64. Guerini Editore, Milano, 2010. [17] Paolo Berta and Michele Castelli. Appendice 1 la valutazione dell efficacia a livello internazionale. In La valutazione della qualita nel sistema sanitario. Analisi dell efficacia ospedaliera in Lombardia, pages 25 64. Guerini Editore, Milano, 2010. [18] Carlo Zocchetti and Paolo Berta. La variabilita entro regione. il caso della lombardia. I quaderni di Monitor, 3(22), 2008. [19] Paolo Berta. La metodologia statistica. In La famimglia davanti all autismo, chapter 3, pages 27 34. Guerini Editore, Milano, 2008. [20] Luca Merlino and Paolo Berta. La valutazione degli outcome negli ospedali lombardi. Non Profit, 3:749 762, 2007. [21] Giorgio Vittadini, Maurizio Sanarico, and Paolo Berta. Testing procedures for multilevel models with administrative data. In Data Analysis, Classification and the Forward Search, pages 329 337. Springer, 2006.