Drawing Value from Job Intelligence

December 6, 2022

In this presentation, Aakarsh Ramchandani, RavenPack´s Chief Strategy Officer, introduced our newly released Job Analytics dataset, sourced from over 200 million job postings, in partnership with LinkUp.

Aakarsh Ramchandani during his presentation

This year's RavenPack Research Symposium brought two intense days of knowledge sharing in London and New York, from 25 top experts in natural language processing, quantitative investing and machine learning. Together, we explored how firms can leverage new language models to generate alpha, better manage risk and respond to calls for more sustainable investment practices.


Aakarsh argued that keeping an eye on hiring trends, on shifts in the most sought-after skills, or on hiring locations can give investors valuable insights into performance and investment prospects. He also gave a snapshot of the latest research paper leveraging this data, which proves, among many other things, that monthly hiring growth is indeed positively correlated with future stock performance.

Watch the full recording here.




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