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ArticleOpen access
An audit of Hindi and Hinglish content moderation classifiers on three major platforms
Dr. Rohit Malhotra, Dr. Priya Venkataraman, Aisha Khan
Journal of AI Ethics & Society2026Computer Science64 citations
Content moderation classifiers are evaluated overwhelmingly on English. We construct a 24,000-item benchmark of Hindi, Romanised Hindi and Hinglish social media text, annotated by nine trained annotators against a published codebook with su…
https://doi.org/10.53456/jaies.2026.8.1.22
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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
A sepsis care bundle with strong trial evidence was introduced across eleven district hospitals in two Indian states. Thirty-day mortality did not improve (adjusted OR 0.96, 95% CI 0.81 to 1.14). Rather than report a null result and stop, w…
https://doi.org/10.53456/ljph.2026.9.2.88
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Who inherits the shop? Succession, daughters and firm survival in 1,100 informal Indian family businesses
Dr. Ananya Deshpande, Prof. Rajesh Iyer
Lighthouse Journal of Management & Organisation2026Business & Management47 citations
Family firm succession research is built almost entirely on registered, formal firms with documented ownership. We study succession in the informal sector, where ownership is undocumented and the transfer is social rather than legal. Follow…
https://doi.org/10.53456/ljmo.2026.11.4.512
ArticleOpen access
Reading gains from first-language instruction in multilingual primary classrooms: a two-year study in 46 Karnataka schools
Dr. Ishita Barua, Prof. Suresh Nair, Rukmini Shetty
Lighthouse Journal of Education & Pedagogy2026Education & Language22 citations
Karnataka's primary classrooms routinely contain children whose home languages differ from the medium of instruction. We report a two-year study in 46 government schools comparing a structured first-language bridging programme against busin…
https://doi.org/10.53456/ljep.2026.9.1.45
BookOpen access
Algorithmic Governance in the Global South
Dr. Priya Venkataraman, Prof. Daniel Okonkwo
Lighthouse Studies in Technology & Society2026Computer Science
Most writing on algorithmic governance describes systems built in San Francisco and deployed on Californians. This volume describes systems built elsewhere, or built there and deployed here, and what happened next. Fourteen contributors acr…
https://doi.org/10.53456/book.2026.algorithmic-
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Ghalib and After
Dr. Fatima Sheikh
Lighthouse Studies in Literature2026Literature & Cultural Studies
A sustained argument about what English translation of Urdu poetry has been doing for sixty years, and what it could do instead. Sheikh reads Ghalib across eleven English versions, then turns to Faiz, Parveen Shakir and Agha Shahid Ali to t…
https://doi.org/10.53456/book.2026.ghalib-and-a
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
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The Informal Firm
Prof. Rajesh Iyer
Lighthouse Studies in Management2026Business & Management
Nine in ten firms in India are informal, and management research has almost nothing to say about them because they do not appear in the registries it samples from. Iyer draws on fifteen years of field enumeration across four cities to descr…
https://doi.org/10.53456/book.2026.informal-fir
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
Machine learning depends on annotation labour that its literature rarely describes. Drawing on 68 interviews with annotators and eleven with managers across nine firms in Bengaluru, Kochi and Bhubaneswar, we document a labour process organi…
https://doi.org/10.53456/jaies.2025.7.4.401
ArticleOpen access
The untranslatable refrain: radif, rhyme and the limits of the English ghazal
Dr. Fatima Sheikh
Lighthouse Review of Literature & Cultural Studies2025Literature & Cultural Studies19 citations
The ghazal's arrival in English has been narrated as a story of formal liberation, in which Anglophone poets took what they wanted and left the rest. This essay reads that account against the form's own structural logic, arguing that what w…
https://doi.org/10.53456/lrlcs.2025.10.3.288
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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
BookOpen access
The Multilingual Classroom
Prof. Suresh Nair, Dr. Ishita Barua
Lighthouse Education2025Education & Language
Written for teachers who have thirty children and eleven home languages between them, and for the people who train those teachers. Every chapter pairs research evidence with classroom procedure, and every procedure has been used in an India…
https://doi.org/10.53456/book.2025.multilingual
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.
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Lighthouse Journal of Public Health
Dr. Farhan Qureshi, All India Institute of Medical Sciences
Quarterly · ISSN 2456-821X2018Public Health
Population health, health systems, epidemiology and health policy, with an emphasis on low- and middle-income settings and on implementation rather than efficacy alone.
JournalOpen access
Lighthouse Journal of Education & Pedagogy
Prof. Suresh Nair, Tata Institute of Social Sciences
Biannual · ISSN 2456-81982017Education & Language
Classroom research, curriculum and assessment, teacher education and the politics of schooling, with a focus on multilingual and under-resourced settings.
JournalOpen access
Lighthouse Review of Literature & Cultural Studies
Prof. Zoya Rahman, Jamia Millia Islamia
Quarterly · ISSN 2456-81392016Literature & Cultural Studies
Criticism, comparative literature, translation studies and cultural theory, with a standing commitment to writing in and about South Asian languages alongside the Anglophone canon.
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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.