California Management Review
California Management Review is a premier professional management journal for practitioners published at UC Berkeley Haas School of Business.
Our spring special issue features contributions on scenario planning, highlighting new research in real options theory, climate scenarios, senior leadership bias, and strategic decision-making
A new kind of practitioner-focused research designed to complement our traditional In-Depth articles
California Management Review is a premier professional management journal for practitioners published at UC Berkeley Haas School of Business.
by Gloria Lee and Jayson Wang
Karya is a social enterprise bringing dignified, digital work, and upskilling to economically disadvantaged workers in the Global South, offering a pathway out of poverty. It provides above-market wages and royalties, supporting both professional growth and higher-skilled data work. For AI/ML clients, including major Silicon Valley companies, Karya offers high-quality, high-accuracy ethical data annotation services for AI/ML clients. Amidst an explosion of generative artificial intelligence, few consider the workers producing the large datasets required to train AI models. India-based Karya’s dream is a world in which data can both financially and technologically empower millions of individuals living in poverty.
Pub Date: October 1, 2025
Discipline: Strategy
Keywords: Mission, Strategy, Business model development, Business model innovation, Business models, Corporate social responsibility, Social enterprise, Social entrepreneurship, Entrepreneurship, Social innovation, Artificial intelligence, Language
Product #: B6079-PDF-ENG
Industry: Translation Services, Professional services
Geography: India, United States
Length: 9 page(s)
Published at Berkeley Haas for more than sixty years, California Management Review seeks to share knowledge that challenges convention and shows a better way of doing business.