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  1. ArticleOpen access

    The people behind the label: working conditions in India's data annotation industry

    Prof. Daniel Okonkwo, Aisha Khan, Dr. Hannah Weiss

    Journal of AI Ethics & Society2025Computer Science52 citations

    …e and a quality regime that transfers the cost of ambiguous data to the worker. We argue that annotation guidelines function as an unacknowledged site of normative decision-making: annotators routinely resolve genuine moral ambiguity under …

    https://doi.org/10.53456/jaies.2025.7.4.401

  2. BookSubscription

    Implementation Research for Health Systems

    Dr. Farhan Qureshi, Dr. Lakshmi Pillai

    Lighthouse Studies in Public Health2025Public Health

    Efficacy trials tell you whether an intervention can work. This book is about the harder question of whether it does, once a district health system has to deliver it on its own budget with its own staff. Qureshi and Pillai set out the desig…

    https://doi.org/10.53456/book.2025.implementati

  3. JournalOpen access

    Journal of AI Ethics & Society

    Dr. Priya Venkataraman, IIIT Hyderabad

    Quarterly · ISSN 2456-81712019Computer Science

    The social, legal and normative dimensions of machine learning systems — fairness, accountability, governance and the labour that trains them.

  4. ArticleSubscription

    Why a sepsis bundle that worked in trials failed in eleven district hospitals: an implementation study

    Dr. Lakshmi Pillai, Dr. Marco Ferreira, Dr. Farhan Qureshi

    Lighthouse Journal of Public Health2026Public Health38 citations

    …terviews, 340 hours of observation and time-stamped process data — to establish what happened. Bundle compliance was 34 per cent, and the binding constraint was not knowledge, motivation or protocol design but laboratory turnaround: the lac…

    https://doi.org/10.53456/ljph.2026.9.2.88

  5. BookOpen access

    Heat and the Indian City

    Dr. Arvind Subramaniam, Prof. Leila Haddad

    Lighthouse Proceedings2026Environmental Sciences

    Selected and revised papers from the Lighthouse Symposium on Urban Heat, held in Ahmedabad in February 2026. Nineteen contributions across measurement, epidemiology, building science and policy, including the sensor-network results that pro…

    https://doi.org/10.53456/book.2026.heat-and-the

  6. JournalSubscription

    Lighthouse Journal of Management & Organisation

    Prof. Rajesh Iyer, Indian Institute of Management, Ahmedabad

    Quarterly · ISSN 2456-81552015Business & Management

    Empirical management research on organisations in emerging economies — strategy, operations, organisational behaviour and the informal firm.