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GDP is a vital measure of a country's economic health, reflecting the total value of goods and services produced. Forecasting GDP growth is essential for economic planning, as it helps governments, businesses, and investors anticipate…

General Economics · Economics 2024-09-05 Huaqing Xie , Xingcheng Xu , Fangjia Yan , Xun Qian , Yanqing Yang

The question in this paper is whether R&D efforts affect education performance in small classes. Merging two datasets collected from the PISA studies and the World Development Indicators and using Learning Bayesian Networks, we prove the…

Applications · Statistics 2018-07-24 Rim Lahmandi-Ayed , Dhafer Malouche

Science is driven by community endeavors across diverse fields and specializations, forming a complex structure that renders conventional performance evaluation methods inadequate. Using established indicators, the network-based normalized…

Digital Libraries · Computer Science 2026-02-09 Adarsh Raghuvanshi , Hrishidev Unni , Vinayak , Anirban Chakraborti

The quantity and quality of scientific output of the topmost 50 countries in the four basic sciences (agricultural and biological sciences, chemistry, mathematics, and physics and astronomy) are studied in the period of the recent 12 years…

Physics and Society · Physics 2013-04-10 Ammar Nejati , Seyyed Mehdi Hosseini Jenab

Since its emergence around 2010, deep learning has rapidly become the most important technique in Artificial Intelligence (AI), producing an array of scientific firsts in areas as diverse as protein folding, drug discovery, integrated chip…

General Economics · Economics 2023-01-03 Tamay Besiroglu , Nicholas Emery-Xu , Neil Thompson

While scientific performance is an important aspect of a stable and healthy economy, measures for it have yet to gain their place in economic country profiles. As useful indicators for this performance dimension, this paper introduces the…

Digital Libraries · Computer Science 2013-07-26 Nadine Rons

We introduce the Economic Productivity of Energy (EPE), GDP generated per unit of energy consumed, as a quantitative lens to assess the sustainability of the Artificial Intelligence (AI) revolution. Historical evidence shows that the first…

Physics and Society · Physics 2025-11-04 Pierluigi Contucci , Godwin Osabutey , Filippo Zimmaro

This study investigates the relationship between innovation activities and firm-level productivity among early-stage high-tech startups in China. Using a proprietary dataset encompassing patent records, R&D expenditures, capital valuation,…

General Economics · Economics 2025-07-25 Victor , CHEN

We use citation data of scientific articles produced by individual nations in different scientific domains to determine the structure and efficiency of national research systems. We characterize the scientific fitness of each nation (that…

Physics and Society · Physics 2015-06-22 Giulio Cimini , Andrea Gabrielli , Francesco Sylos Labini

Numerous EU documents praise the excellence of EU research without empirical evidence and against academic studies. We investigated research performance in two fields of high socioeconomic importance, advanced technology and basic medical…

Digital Libraries · Computer Science 2019-07-23 Alonso Rodríguez-Navarro , Ricardo Brito

Assessing the technical efficiency of a set of observations requires that the associated data composed of inputs and outputs are perfectly known. If this is not the case, then biased estimates will likely be obtained. Data Envelopment…

Methodology · Statistics 2021-04-21 Diogo Cunha Ferreira , Josè RUi Figueira , Salvatore Greco , Rui Marques

Multivariate linear regression models suggest a trade-off in allocations of national R&D investments. Government funding, and spending in the higher education sector, seem to encourage publications, whereas other components such as…

Digital Libraries · Computer Science 2011-02-16 Robert D. Shelton , Loet Leydesdorff

Politicians world-wide frequently promise a better life for their citizens. We find that the probability that a country will increase its {\it per capita} GDP ({\it gdp}) rank within a decade follows an exponential distribution with decay…

General Finance · Quantitative Finance 2012-09-14 Boris Podobnik , Davor Horvatic , Dror Y. Kenett , H. Eugene Stanley

Public managers lack feedback on the effectiveness of public investments, policies, and programs instituted to build and use research capacity. Numerous reports rank countries on global performance on innovation and competitiveness, but the…

Other Statistics · Statistics 2024-12-03 Caroline S. Wagner , Travis A. Whetsell

The rapid rise of international collaboration over the past three decades, demonstrated in coauthorship of scientific articles, raises the question of whether countries benefit from cooperative science and how this might be measured. We…

Digital Libraries · Computer Science 2018-10-22 Caroline S. Wagner , Travis Whetsell , Jeroen Baas , Koen Jonkers

Higher education and advanced scientific research lead to social, economic, and political development of any country. All developed societies like the current 2022 G7 countries: Canada, France, Germany, Italy, Japan, the UK, and the US have…

Physics and Society · Physics 2022-07-01 Benard Mulilo , Mounia Laassiri , Diallo Boye

Scientific and technological progress is largely driven by firms in many domains, including artificial intelligence and vaccine development. However, we do not know yet whether the success of firms' research activities exhibits dynamic…

Physics and Society · Physics 2021-08-03 Shuqi Xu , Manuel S. Mariani , Linyuan Lü , Lorenzo Napolitano , Emanuele Pugliese , Andrea Zaccaria

Scholars have long hypothesized that democratic forms of government are more compatible with scientific advancement. However, empirical analysis testing the democracy-science compatibility hypothesis remains underdeveloped. This article…

Digital Libraries · Computer Science 2021-09-01 Travis A. Whetsell , Koen Jonkers , Ana-Maria Dimand , Jeroen Baas , Caroline S. Wagner

Using ideas and tools of complexity science we design a holistic measure of \textit{Scientific Fitness}, encompassing the scientific knowledge, capabilities and competitiveness of a research system. We characterize the temporal dynamics of…

Digital Libraries · Computer Science 2022-12-13 Aurelio Patelli , Lorenzo Napolitano , Giulio Cimini , Andrea Gabrielli

Recent strides in economic complexity have shown that the future economic development of nations can be predicted with a single "economic fitness" variable, which captures countries' competitiveness in international trade. The predictions…

Physics and Society · Physics 2022-06-03 Yucheng Ye , Shuqi Xu , Manuel Sebastian Mariani , Linyuan Lü