The KBK Divergence: Why Kalahandi Is Pulling Away from Its Neighbours

In 1985, Kalahandi became the face of Indian poverty. A drought, a starvation death, and a prime minister's visit compressed an entire region's complexity into a single image: the state had failed its most vulnerable people.

What followed was four decades of targeted government attention. Special plans, revised plans, dedicated administrators, annual budget allocations. The Kalahandi-Balangir-Koraput (KBK) region became one of India's most studied development interventions — a case study in what happens when a modern state decides to focus sustained resources on a specific geography.

Four decades later, the outcomes within that geography are diverging sharply. Kalahandi is pulling ahead of its neighbours. Understanding why is more useful than the headline.

The eight-district frame

It's worth being precise about what "KBK" means, because the label has obscured as much as it's illuminated.

The original three districts — Kalahandi, Balangir, and Koraput — were reorganised in 1992-93 into eight: Kalahandi, Nuapada, Bolangir, Sonepur, Koraput, Rayagada, Nabarangpur, and Malkangiri. These eight districts cover 30.6% of Odisha's geographic area but only 19.72% of its population — which tells you something about the terrain. Around 90% of the people in this region live in villages, a proportion that hasn't changed substantially in decades.

The government treated these eight districts as a single development unit. Special plans, budget allocations, and administrative appointments were made at the KBK level. The assumption was that what held them back was roughly the same thing, and what would help them was roughly the same intervention.

That assumption has not survived contact with the data.

What Kalahandi's numbers actually show

Under the NITI Aayog Aspirational Districts Programme (ADP), which tracks 112 of India's most underdeveloped districts across 49 indicators in five themes — Health & Nutrition, Education, Agriculture, Financial Inclusion, and Basic Infrastructure — Kalahandi has performed markedly better than its KBK neighbours.

In Health and Nutrition, Kalahandi ranked first in Odisha with a 35.48% improvement score. In Education, it ranked second in Odisha with a 45.72% improvement rate. In 2018, in the programme's first delta ranking, Kalahandi ranked first nationally in Agriculture.

Critically, these are improvement scores — how much better the indicators got from a baseline, not the absolute level. Kalahandi's Health & Nutrition score improved fastest among Odisha's aspirational districts. That does not mean it has good health outcomes in an absolute sense. It means it was low and has risen faster than comparable districts.

Still, the divergence is real. Malkangiri, Nuapada, and Nabarangpur — the other KBK districts covered under the ADP — have not shown comparable improvement rates. Malkangiri in particular remains on almost every metric the single most underdeveloped district in Odisha.

Why Kalahandi is diverging

Three factors explain most of Kalahandi's relative improvement. None of them are fully replicable across the other districts without structural changes that aren't currently happening.

The Vedanta effect — partial and contested, but real. The Vedanta alumina refinery at Lanjigarh, on the Kalahandi-Rayagada border, has operated since 2007. Its history is contested — the proposed expansion into the Niyamgiri hills was blocked by the Supreme Court following a tribal referendum in 2013, and the refinery currently operates on imported bauxite. But its economic presence has had secondary effects: contractor employment, local procurement, some tax revenue flowing to district development, and — importantly — an argument that investment is viable in the area, which has influenced subsequent decisions. The refinery itself doesn't employ many Kalahandi residents directly. But it changed the district's profile in ways that aren't fully captured in any single metric.

Road connectivity ahead of the curve. Kalahandi received National Highway investment earlier and more substantially than Malkangiri and Nuapada. The NH-217 connecting Bhawanipatna to the coastal corridor improved access to markets, health facilities, and educational institutions. Connectivity is not sufficient for development, but its absence is close to sufficient for stagnation. Malkangiri's continued isolation — three sides bordered by other states, terrain that makes road building expensive — is the single biggest reason it lags so far behind Kalahandi.

Agricultural transformation in the river valley. The Indravati and Tel river valleys in Kalahandi have fertile agricultural land that has responded to irrigation investment. The district has become, as one analysis noted, "a global supplier of rice." This is not merely a food security achievement — it has raised farm household incomes and created surplus that flows into the local economy. The NITI Aayog's #1 agriculture ranking in 2018 reflects this. Malkangiri, with more challenging terrain, less accessible river valleys, and infrastructure gaps, has not seen comparable agricultural transformation.

What the government investment record shows

The scale of public investment in KBK is genuinely large. The Long-Term Action Plan launched in 1995 was followed by the Revised LTAP from 1998-99 to the end of the 10th Plan. The Backward Regions Grant Fund provided approximately ₹250 crore per year, with over ₹2,500 crore utilised by 2014. Between 2019 and 2024, ₹599.81 crore was allocated under the KBK Bikas Yojana.

The pattern across all these programs is consistent: high spending on basic infrastructure (roads, drinking water, electricity) and essential services (health posts, schools, PDS distribution), with limited investment in economic diversification, private sector development, or talent retention.

This has produced a specific outcome profile: the conditions for survival have improved dramatically across KBK since 1985. Starvation deaths, which prompted the initial intervention, are now rare. Infant and maternal mortality have fallen. Electrification has advanced. Road connectivity has improved, though unevenly.

What hasn't improved comparably: private sector employment, per capita income relative to coastal Odisha, skilled talent retention, or diversification away from primary sector dependence.

The investment has been mostly infrastructure. Infrastructure is necessary. It is not sufficient to close the economic gap.

The divergence has implications beyond Kalahandi

The KBK label, applied uniformly for three decades, has obscured a divergence that matters for policy. Kalahandi's trajectory — driven by a combination of geographic advantage, agricultural land quality, transport position, and one large industrial anchor — is not easily reproducible in Malkangiri or Nuapada.

What would move Malkangiri is a different set of interventions: specifically, rail connectivity (the Sabari rail project has faced decades of delay and is still incomplete), a security environment that makes private investment viable, and economic anchors that are appropriate to its specific geography rather than copied from the coastal corridor playbook.

The retired IAS officer Pradeep Kumar Biswal, writing in February 2026, put the challenge directly: the post of KBK Administrator, created to coordinate development across all eight districts, is "being managed on party time basis" with senior officers reluctant to take the assignment. The institutional attention has not matched the rhetorical commitment.

What Kalahandi's improvement tells us

Kalahandi's genuine improvement over the past decade should be acknowledged without inflation. The Health & Nutrition improvement that ranked it first in Odisha represents real reductions in child mortality, better immunization coverage, and improved institutional delivery. These are not small things. They reflect the work of health workers, ASHA workers, and district administrators in conditions that city-based commentators rarely understand.

But the improvement also reveals the ceiling. Kalahandi has moved on the indicators that government programs can move: public health access, school enrollment, road connectivity, agricultural productivity in government-irrigated zones. The indicators it has not moved — private sector employment, graduate retention, per capita income — are the ones that require a different kind of intervention than any government program has yet provided.

The divergence within KBK is not a failure story. It is a story about which problems respond to which solutions. Kalahandi got the infrastructure problems partly right. The talent economy problem — keeping its most capable people in the district — it hasn't solved. Neither has any other district in the KBK region. That is the next problem.

Manas Majhi is the founder of Majhi Group and Majhi OS. He grew up in Junagarh, Kalahandi. Data cited: NITI Aayog Aspirational Districts Programme, KBK Bikas Yojana budget documents, Odisha Planning & Convergence Department.