192 citations · 350 across the 13 of their papers we have counts for
14 papers
Anticipating Innovation Using Large Language Models
Enrico Maria Fenoaltea, Filippo Santoro, Giordano De Marzo +2
Forecasting innovation, intended as the emergence of new technological combinations, is a fundamental challenge for science and policy. We show that forthcoming combinations leave…
Product-level value chains from firm data: mapping trophic levels into economic growth
Massimiliano Fessina, Andrea Tacchella, Andrea Zaccaria
We reconstruct a product-level input-output network based on firm-level import-export data of Italian firms. We show that the network has a statistically significant, yet nuanced t…
Comparative Analysis of Technological Fitness and Coherence at different geographical scales
Matteo Straccamore, Matteo Bruno, Andrea Tacchella
Debates over the trade-offs between specialization and diversification have long intrigued scholars and policymakers. Specialization can amplify an economy by concentrating on core…
Vulnerabilities and capabilities in the EU Automotive industry: Leveraging Input-Output Analysis and Economic Complexity
Lorenzo Cresti, Dario Mazzilli, Aurelio Patelli +2
This paper investigates the structural vulnerabilities and competitive dynamics of the EU27 automotive sector, with a focus on the complexity and the fragmentation of production pr…
Follow the money: a startup-based measure of AI exposure across occupations, industries and regions
Enrico Maria Fenoaltea, Dario Mazzilli, Aurelio Patelli +5
The integration of artificial intelligence (AI) into the workplace is advancing rapidly, necessitating robust metrics to evaluate its tangible impact on the labour market. Existing…
Which products activate a product? An explainable machine learning approach
Massimiliano Fessina, Giambattista Albora, Andrea Tacchella +1
Tree-based machine learning algorithms provide the most precise assessment of the feasibility for a country to export a target product given its export basket. However, the high nu…
Product Progression: a machine learning approach to forecasting industrial upgrading
Giambattista Albora, Luciano Pietronero, Andrea Tacchella +1
Economic complexity methods, and in particular relatedness measures, lack a systematic evaluation and comparison framework. We argue that out-of-sample forecast exercises should pl…
Relatedness in the Era of Machine Learning
Andrea Tacchella, Andrea Zaccaria, Marco Miccheli +1
Relatedness is a quantification of how much two human activities are similar in terms of the inputs and contexts needed for their development. Under the idea that it is easier to m…
A new and stable estimation method of country economic fitness and product complexity
Vito D. P. Servedio, Paolo Buttà, Dario Mazzilli +2
We present a new metric estimating fitness of countries and complexity of products by exploiting a non-linear non-homogeneous map applied to the publicly available information on t…
Economic Complexity: "Buttarla in caciara" vs a constructive approach
Luciano Pietronero, Matthieu Cristelli, Andrea Gabrielli +4
This note is a contribution to the debate about the optimal algorithm for Economic Complexity that recently appeared on ArXiv [1, 2] . The authors of [2] eventually agree that the…
Why we like the ECI+ algorithm
Andrea Gabrielli, Matthieu Cristelli, Dario Mazzilli +3
Recently a measure for Economic Complexity named ECI+ has been proposed by Albeaik et al. We like the ECI+ algorithm because it is mathematically identical to the Fitness algorithm…
The Build-Up of Diversity in Complex Ecosystems
Andrea Tacchella, Riccardo Di Clemente, Andrea Gabrielli +1
Diversity is a fundamental feature of ecosystems, even when the concept of ecosystem is extended to sociology or economics. Diversity can be intended as the count of different item…
How the Taxonomy of Products Drives the Economic Development of Countries
Andrea Zaccaria, Matthieu Cristelli, Andrea Tacchella +1
We introduce an algorithm able to reconstruct the relevant network structure on which the time evolution of country-product bipartite networks takes place. The significant links ar…
A network analysis of countries' export flows: firm grounds for the building blocks of the economy
Guido Caldarelli, Matthieu Cristelli, Andrea Gabrielli +3
In this paper we analyze the bipartite network of countries and products from UN data on country production. We define the country-country and product-product projected networks an…