Ul Haq's career bridged policy practice and theoretical development. His early work as Pakistan's chief economist and later finance minister gave him deep familiarity with the failures of GDP-focused development policy. He observed repeatedly that rising GDP could coexist with worsening human conditions — the phenomenon Sen was simultaneously analyzing in more theoretical terms. The partnership began in the 1970s and intensified when ul Haq moved to the UNDP in the late 1980s.
The creation of the HDI represents ul Haq's greatest policy achievement. Against resistance from development economists committed to GDP-based measurement, he persuaded the UN to adopt a composite index that incorporated life expectancy and education alongside income. His first Human Development Report in 1990 reframed the entire discourse of international development, and subsequent annual reports have continued to operationalize capability theory for policy audiences.
The Sen-ul Haq partnership illustrates how theoretical frameworks become institutional realities. Sen provided the philosophical architecture — the capability approach, the distinction between functionings and capabilities, the critique of utilitarian welfare economics. Ul Haq provided the institutional energy and political skill to translate the framework into measurable indicators and policy documents that governments and international organizations would adopt. Neither alone would have produced the HDI's influence; their complementarity made the framework actionable at scale.
For the AI context, ul Haq's example offers a specific lesson: capability-sensitive frameworks require both theoretical architects and institutional entrepreneurs. The technical feasibility of capability-sensitive AI evaluation — demonstrated by proposals like the Capability-Coverage Ratio — is not enough. The frameworks will not become institutional realities without advocates who can navigate policy processes, build coalitions, and persuade organizations with different priorities to adopt new evaluative spaces. The question is whether such advocates exist in the current AI governance landscape.
Ul Haq was born in 1934 in Jammu (now in Pakistan), studied at Cambridge and Yale, and served in multiple senior positions at the World Bank, the Pakistani government, and the UNDP before his death in 1998.
Theory into practice. Ul Haq translated Sen's capability framework into operational UN policy.
HDI creation. The 1990 Human Development Index is his most consequential institutional achievement.
Policy bridge. His career demonstrated how theoretical frameworks require institutional advocates to become realities.
Development reframed. The Human Development Reports he initiated reshaped global development discourse.