Research

Full pipeline from published work to early-stage projects.

Published Papers

  • The effect of cultural and creative production on human capital: Evidence from European regions

    Papers in Regional Science, 2022 — with Amir Maghssudipour and Marco Bellandi

    Cultural and creative production (CCP) can create, renovate, and shape places' socio-economic environments. Recent contributions suggest that culture can activate a set of cognitive and productive mechanisms that form the basis of human capital (HC) dynamics. Bridging these two streams of research, the present paper investigates possible causal relationships between CCP and HC at the regional level. Empirically, we used measures of employment in the cultural and creative sectors as proxies for CCP and applied generalized method of moments (GMM) panel estimations to yearly data from 283 European NUTS 2 regions from 2014 to 2020. The findings suggest that CCP positively affects regions' average levels of HC even controlling for several economic and demographic factors.

  • Is aging in the regional labor market wiping out localized external economies? Evidence from European manufacturing

    Industrial and Corporate Change — with Amir Maghssudipour

    Aging affects workers' productivity following an inverted U-shaped relationship. However, the adverse effects of an aging population can be offset by endogenous technological adaptations at the aggregate level. Despite this, we know little about the intricate relationships operating at the regional level between aging, localized external economies and their effects on productivity. To fill this gap, we rely on data about manufacturing firms across eight European countries at the Nuts-2 level and adopt an instrumental variable approach to deal with residual endogeneity. Our findings indicate that while the impact of aging on productivity is positive, localized external effects on productivity disappear when the proportion of the workforce in the older age bracket reaches 19.68% for specialization economies and 24.28% for urbanization economies.

Under Review

  • Territorial drivers of social innovations.

    with Roberto Dellisanti and Amir Maghssudipour

    This paper examines the territorial drivers of social innovation in Europe, focusing on how local factors can offset limited resources. Using ESID-RISIS data, the study finds that while technological knowledge does not drive social innovation, density externalities such as local interactions and knowledge spillovers are crucial. It also shows that public funding is more effective in low-density regions, suggesting that public investment and density externalities function as substitutes in fostering social innovation.

  • How Firm Size Shapes Local Growth: Evidence from Italy

    with Marco Bellandi

    Local development policies often try to attract both large plants and networks of small and medium–sized enterprises. This paper asks whether jobs created in plants of different sizes have different effects on local employment. Using data on establishments and personnel in Italian local labor market areas between 2012 and 2020, we compare how many additional local jobs are associated with one more job in micro, small, medium, and large plants in tradable industries. We find that jobs in small and large plants generate substantially more additional employment than jobs in micro and medium plants. This suggests that the local impact of industrial and place–based policies depends not only on how many jobs in tradable industries are created, but also on the size mix of the plants that create them.

  • Employer Competition and Productivity Gains in the Relevant Labor Market

    This paper reexamines how employer competition affects productivity from a labor–market perspective. It argues that much of the empirical disagreement on the productivity–competition nexus reflects market misdefinition: standard 3–digit industry measures understate rivalry among employers that hire substitutable workers across related industries. Using cross–industry occupational similarity, the paper constructs a skills–based, relevant–market measure of competition. Drawing on Italian manufacturing firm–level data for 2012–2020, it estimates the causal effect of competition on productivity using a skill–similarity–augmented shift–share instrument. Findings indicate that a 1 percentage–point increase in relevant–market competition predicts a 0.37% increase in productivity.

Working Papers

  • Global shocks, local responses

    Third chapter of the PhD thesis.

    When a global shock hits a national economy, places react differently. Differences in responses depend on local economic structures. This paper focuses on local input-output linkages in manufacturing and their role in responding to crises. Using Italian local labor market area data for 2006-2022 and shocks from the financial crisis and the Covid-19 pandemic, it estimates the additional effect of local IO linkages on unemployment. Results indicate that local manufacturing systems with stronger IO linkages suffer a higher increase in unemployment relative to areas with weaker IO linkages.

  • Low but Not Small

    with Thomas Bassetti

    This paper studies how Italian local labor markets respond to external demand reallocation. Using annual data for local labor market areas (2006-2022) and a leave-one-out shift-share index based on 2007 industry shares, we estimate unemployment and allocative-efficiency effects across labor-market regimes. Regimes are identified through a threshold in trend unemployment. Positive demand shocks reduce unemployment in low-unemployment markets, mainly by lowering the stock of unemployed, while effects are close to zero or adverse in high-unemployment markets. The same asymmetry emerges for allocative efficiency, measured through the Olley-Pakes covariance term: shocks improve efficiency in low-unemployment areas and worsen it where unemployment is structurally high. The results imply that identical demand shocks have strongly heterogeneous local effects, with direct implications for place-based policy design.

Early-Stage Projects

  • Labor hoarding and labor pooling

    with Maximilian Günnewig-Mönert

  • Tourism Boom, Local Bust: Investigating Beach Disease

    with Vieri Calogero

  • Determinants of Firm Size in Italian Manufacturing: Evidence from Micro-Data

    with Alessandro Arrighetti and Marco Bellandi

Doctoral Thesis

  • Three essays on local industrial growth

    Supervisor: Marco Bellandi — University of Florence, April 2025.

    This thesis focuses on how external economies influence economic performance under geographic concentration of manufacturing activities. It studies unemployment fluctuations, productivity, and employment growth; factors that facilitate external economies, such as competition and local structures; and the local labor market area as a unit of analysis. The dissertation includes three original chapters and a final policy-oriented conclusion, with specific attention to Italian manufacturing dynamics and industrial districts.

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