Tootfinder

Beyond the Hook: Predicting Billboard Hot 100 Chart Inclusion with Machine Learning from Streaming, Audio Signals, and Perceptual Features
Christos Mountzouris
https://arxiv.org/abs/2509.24856

Beyond the Hook: Predicting Billboard Hot 100 Chart Inclusion with Machine Learning from Streaming, Audio Signals, and Perceptual Features
The advent of digital streaming platforms have recently revolutionized the landscape of music industry, with the ensuing digitalization providing structured data collections that open new research avenues for investigating popularity dynamics and mainstream success. The present work explored which determinants hold the strongest predictive influence for a track's inclusion in the Billboard Hot 100 charts, including streaming popularity, measurable audio signal attributes, and probabilistic indi…

How Digital Transformation Impacts Corporate Green Innovation?
Chen Hanqin
https://arxiv.org/abs/2509.16260 https://arxiv.org/pdf/2509.16260

How Digital Transformation Impacts Corporate Green Innovation?
Digitalization is a crucial characteristic of the current era, and green innovation has become one of the necessary pathways for enterprises to achieve sustainable development. Based on financial and annual report data of Chinese A-share listed companies from 2010 to 2019, this paper constructs indicators of corporate digital transformation and examines the impact of corporate digital transformation on green innovation and its underlying mechanisms. The results show that corporate digital trans…