Academic Papers

"Vax Populi: Social Costs of Online Vaccine Skepticism"  - CESifo Working Paper No. 10184  (2022)

with J. Kopiska and G. Rovigatti

Presented at: ASSA Annual Meeting (2023), CESifo Conference of Economics of Digitization (2022), TorVergata  Internal seminar (2022)

Abstract

We quantify the effects of online vaccine-skepticism spread on vaccine takeup and vaccine-preventable health complications among individuals untargeted by the immunization. We collect the universe of Italian vaccine-related tweets for the 2013-2018 period, label the anti-vax stances through Natural Language Processing, and match them with vaccination coverage and vaccine-preventable hospitalizations data at the most granular level available (municipality and year). We propose a model of opinion dynamics formation on social networks, distinguishing between network formation as a function of homophily and the role of controversialness of vaccine-related topics. With the model and the simulations, we show that pediatric vaccine mandates increased the controversialness of the topic, engendering two opposite clusters that endogenously raised the radicalization of opinions among Twitter users. We then provide a monetary parameter estimate on the effects of vaccine-skeptic online activity for society as a whole and for individuals not- targeted by immunization and overcome the issue of endogenous link formation by proposing an Instrumental Variables approach. We leverage the intransitivity in network connections and the exogeneity in the impact of users’ “friends of friends” to isolate exogenous source of variation for individual vaccine-related stances. We find that a 10 pp increase in the municipality’s anti-vax stance causes a 0.43pp decrease in coverage of the Measles-Mumps-Rubella vaccine, a 2.1 additional hospitalization every 100k residents among individuals untargeted by the immunization (newborns, the immunosuppressed, pregnant women) and an excess expenditure of 7311 euro, representing an 11% increase in health expenses.

"When Particulate Matter Strikes Cities. Social Disparities and Health Costs of Air Pollution" - Journal of Health Economics  (2021)

with J. Kopiska and A.Palma

Media coverage in LaVoce 

Presented at: EAERE Annual Conference (2019), IAERE Annual Conference (2019), EuHEA PhD Student -Early Career Researcher Conference (2018), Italian Health Economics Association (AIES) Annual Conference (2018)

Abstract

We investigate the heterogeneous effects of daily particular matter (PM) pollution on Italian hospitalizations and their costs. We exploit public transportation strikes as plausibly-exogenous shocks in PM. We find that young individuals, an arguably healthy age group, exhibit economically meaningful responses to changes in air pollution. A higher prevalence of pollution-induced hospitalizations also exists among the elderly, low educated individuals and migrants coming from low income countries. Our results imply a large role for differential avoidance behavior driving heterogeneous marginal effects. PM exposure also affects the intensive margin since pollution-induced hospitalizations are not only more frequent but they are characterized by a higher complexity, generating additional costs.


 "Nudging food waste decisions at restaurants" - European Economics Review (2021)     with M. Gilli, S. Mancinelli and M. Zoli 

Abstract

This article evaluates the impact of two nudges on stimulating the use of doggy bags in restaurants. We run a field experiment at 14 restaurants in the province of Turin (Italy). In the first group of restaurants, we manipulated the descriptive social norm. In a second group we changed the default option - whereby customers asked for the doggy bag - by instead directing the waiter to automatically deliver the doggy bag unless told not to. A third group of restaurants was used as a control with no intervention. We find that the social norm intervention led to a sizeable increase in the use of doggy bags, while the default manipulation had a non-statistically significant impact.


"The Behavioralist Goes Door-To-Door: Understanding Household Technological Diffusion Using a Theory-Driven Natural Field Experiment" - NBER Working Paper (2019).  Reject and Resubmit Experimental Economics (Dec 2023)

with   David H. Herberich, D. Jimenez-Gomez, J. A. List, Giovanni Ponti, M. K. Price  

New version: "Are Economics and Psychology Complements in Household Technology Diffusion? Evidence from a Natural Field Experiment" - Natural Field Experiment No. 00713 The Field Experiment Website. (2020)

Abstract

This paper uses a field experiment to estimate behavioral parameters from a structural model of residential adoption of technology. As our model includes both economic and psychological factors, we are able to identify the role of prices, social norms, social pressure, and curiosity on the adoption decision. We find that prices and social norms influence the adoption decision along different margins, opening up the opportunity for economics and psychology to be strong complements in the diffusion process. In addition, welfare estimates from our structural model point to important household heterogeneities: whereas some consumers welcome the opportunity to purchase and learn about the new technology, for others the inconvenience and social pressure of the ask results in negative welfare. As a whole, our findings highlight that the design of optimal technological diffusion policies will require multiple instruments and a recognition of individual household heterogeneities.


"The Role of Information Sources and Providers in Shaping Green Behaviors. Evidence from Europe" - Ecological Economics (2019)

with A. D'Amato and M. Zoli

Presented at: EAERE Annual Conference 2017,  IAERE annual conference 2017, SIE annual conference 2017.

Abstract

The role of environmental information is crucial in driving individuals' environmentally relevant behaviors. The aim of this paper is to shed light on the impact of different sources of information and trust in information providers on four behaviors related to waste management and resource efficiency. In order to consider dynamic effects related to behaviors of different age groups, we adopt a pseudo-panel approach using data from three cross-sectional Eurobarometer surveys. The use of multivariate regression analysis allows us to show the existence of complementarities among “similar” behaviors. Our results suggest that the use of eco-information sources and trust in different providers significantly affect green behaviors of EU citizens towards a ‘truly’ circular economic system.


Abstract

We test the empirical content of the assumption of preference dependent beliefs using a behavioral model of strategic decision making in which the rankings of individuals over final outcomes in simple games influence their beliefs over the opponent’s behavior. This approach— by analogy with Psychological Game Theory—allows for interdependence between preferences and beliefs but reverses the order of causality. We use existing evidence from a multi-stage experiment in which we first elicit distributional preferences in a Random Dictator Game, then estimate beliefs in a related 2×2  effort game conditional on these preferences. Our structural estimations confirm our working hypothesis on how social preferences shape beliefs: subjects with higher guilt (envy) expect others to put less (more) effort, which reduces the expected difference in payoffs.


Other publications

"Outpatient healthcare costs associated with overweight and obesity in Italy" with V. Atella, F. Belotti, G. Medea, A. Nicolucci, P. Sbraccia, A. Piano Mortari.  - BMC Health Services Research (2023)


Ph © Matilde Giaccherini - Location Lower Zambesi Park (Zambia)