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Drawn from the Himat-Hikmat Framework — research on bias, governance, inclusive systems, and the human cost of broken institutional structures.

The Himat-Hikmat Framework
Courage · Wisdom

Combining the courage to confront systemic failure honestly with the wisdom to design evidence-based alternatives. Applied to HR, governance, disability inclusion, and public-sector reform.

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Education9 min

The teacher shortage Pakistan isn't measuring — and why GITTC data tells a different story.

AI-assisted feedback systems reveal qualitative gaps that headcount metrics miss entirely. Field data from GITTC Lahore.

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Disability11 min

The 55% silence: what Pakistan's disability employment data cannot tell us.

Official statistics suggest 55% of registered disabled persons in Punjab remain outside formal employment. This article interrogates the measurement framework.

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Policy8 min

Pakistan's National AI Policy 2025 — what it means for HR systems and workforce planning.

An operational reading for HR practitioners. What commitments exist, what mechanisms are absent, and where private sector must step in.

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Governance14 min

Excise and Taxation as a data infrastructure problem: the case for GIS-linked property systems in Punjab.

Property tax collection in Punjab suffers not from policy failure but from data fragmentation. Using Zone 18, Lahore as the working example.

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Research16 min

Khanna-Palepu and Williamson in practice: applying institutional economics to Pakistani HR market failures.

The academic argument for why structured HR intermediaries are economically necessary — not merely commercially useful.

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Disability10 min

From registration to employment: mapping the institutional gap in Punjab's disability policy pipeline.

Punjab has a registration system, a quota policy, and formal employer obligations. What it lacks is the infrastructure to connect these three.

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Education7 min

AI-assisted teacher feedback at scale: what the GITTC pilot tells us about government AI adoption.

A field report from deploying AI-driven feedback forms at GITTC Lahore. What worked, what resistance looked like, and what the data revealed.

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