Compare Junoon vs. Restless Bandit

Junoon is actively supporting millions of blue-collar workers by providing straightforward, standardized, and efficient vocational training during the challenges posed by Covid. The unprecedented economic crisis has largely overlooked the plight of hundreds of millions of unskilled and semi-skilled blue-collar workers in India who find themselves jobless. Unfortunately, little has been done to address the needs of this crucial segment of society. To combat this, Junoon is developing accessible vocational training resources and a job engine designed to reintroduce these workers into the job market equipped with improved and standardized skills. The organization aspires to empower the bottom 450 million Indians, helping them to become economically viable, enhance their capabilities, and assist in their reintegration into the workforce amid the widespread unemployment caused by the pandemic. A significant number of these blue-collar workers are trapped in their hometowns, unable to secure jobs unless they relocate to metropolitan areas, yet they cannot move to these cities without guaranteed employment, leaving them in a state of limbo. Furthermore, many of them are unfamiliar with any opportunities that allow for remote work, further complicating their situation. Junoon's efforts are crucial in bridging this gap and facilitating their transition back into stable employment.

Restless Bandit compiles and analyzes tens of millions of resumes and job postings each year to create its statistical Talent Rediscovery models, providing a valuable resource for exploring labor market dynamics. The dataset predominantly includes information from white-collar occupations, with this specific analysis utilizing 19,258,407 individual resumes. To categorize these resumes into industry classifications, the Restless Bandit data science team employed a vector space model to compare companies based on the resumes submitted. By scrutinizing millions of these documents, patterns begin to emerge indicating which companies tend to recruit similar talent. For instance, Eli Lilly frequently hires candidates from a cluster of firms including Merck and Novartis. Companies that exhibit a strong similarity in their hiring patterns are subsequently organized into specific industry segments. While ample data has been collected to assess diversity levels for each Global 2000 company, this report will concentrate solely on industry segments to ensure the confidentiality of corporate information. Additionally, this focused approach allows for a more comprehensive understanding of industry-wide trends without compromising individual company identities.