When Systems Learn to Forget You

India has eight million children with disabilities. Most will never enter a classroom. Policies exist, budgets flow, regulations mandate access. The National Education Policy calls inclusion a commitment. Samagra Shiksha allocates seventy thousand crores. Yet admission gets denied, resource rooms stay empty, and trained teachers revert to old habits once the observers leave.

The problem is architecture. Systems designed for compliance rather than capability.

Barsha Banerjee runs Perkins India with clarity that cuts through development sector orthodoxy. She spent twenty years in corporate strategy, driving telecom infrastructure across seventeen African countries where speed determined survival.

Then she moved into education systems, where causality runs underground for years before surfacing.

The shift taught her something most leaders spend a lifetime learning: the real work is building systems that continue the work long after you are gone.

"Real change is when the system works even when we are not in the room."

The Capability Test

Barsha has one question that cuts through every partnership conversation, every government meeting, every funding pitch: When your capital leaves, does your capability stay?

Most organizations cannot answer because they tend to measure lag indicators instead of lead. Children reached. Schools entered. Geographies covered. The dashboards look impressive until funding ends and everything stops with it.

Perkins India has been in that place. Community programs reached a thousand children through direct family support, parent training, and individualized services.

Donors approved. Teams committed. Results were visible.

But, not all the children identified could find their way to regular schools. Programs collapsed when funding ended. Each location required dedicated staff and sustained resources.

A thousand children in a country with eight million is performance, not progress.

She went back to the drawing board and to first principles. What was needed was a replicable and scalable model. Project Prayaas was launched in 2023. The redesign required partners to demonstrate three capabilities before engagement: scaling without linear resource growth, financial sustainability without external funding, and government partnerships with embedded inclusion. No more funding dependency masked as capacity building.

Jhunjhunu, Rajasthan shows what changed. Eighteen months on, the government now funds infrastructure, salaries, and training. Perkins is the lead technical partner, bringing in the knowhow. The sponsorship bucket widened to include multi-year grants, government funding at multiple levels and committed CSR partners. This is intelligent capital that invests in system-building blocks (lead factors), not just immediate results (lag metrics).

The Belief Problem

Most analysis of inequity blame scarcity. Barsha rejects this completely.

"Inequity is not the lack of resources. It is the lack of belief."

India has inclusive education policies. Budgets allocate funds. Regulations require accommodation. Yet schools still refuse children with disabilities. The gap is structural disbelief that these children can learn. This shows up in who holds decision rights. Who allocates budgets. Who designs teacher training. If the people making those calls view disability as limitation rather than difference, money flows into majoritarian compliance. Ramps get installed but unused. Resource rooms get built but stay empty. Mumbai has eighteen resource rooms. Only three of those function.

Belief shapes power distribution. In India's education system, power flows top-down. Ministries control resources, districts execute mandates while the schools comply. Inclusion becomes yet another checkbox.

The model that Perkins India is now building ensures the mainstream schools and educators are capacitized with the skills and knowhow to welcome children of all abilities. Teachers design individualized plans, schools self-assess and build action roadmaps. Districts support mentor networks and states shift budgets from external grants to internal capability

Power has to travel to the mother waiting at the school door, to the child in the classroom, to the community made invisible by design.

The economic logic is equally clear. India runs two parallel systems: mainstream schools and special schools. Two infrastructures. Two teacher pipelines. Both chronically underfunded because budgets split. A unified inclusive system would cost less and deliver more.

Add workforce participation and the numbers become undeniable. One percent increase in disability employment adds fifteen to twenty thousand crores to the economy over a working lifetime. Early intervention costs a fraction of late correction.

Every rupee spent early saves seven to ten later.

Redesigning Funding Architecture

The challenge with India's current education funding system is threefold:

Firstly, school improvement grants flow through formula-based allocation. Every school receives funding regardless of readiness to include children with disabilities.

What gets funded is what gets normalized, which means the current system funds majoritarian compliance. Schools install ramps that go unused and build resource rooms that stay empty because funding never required demonstrated capability as a precondition.

Conditional allocation would shift this completely. Schools demonstrate inclusion readiness before receiving grants. The resistance comes from predictable sources: vendors profiting from hardware sales without pedagogical support, and district officials who prefer simple distribution formulas over complex capability assessments. But the logic is clear. Make funding contingent on demonstrated readiness and suddenly the standard changes.

Secondly, early identification and intervention face a different structural problem. Responsibility fragments across ministries. Maternal health owns early intervention. Social welfare controls special schools. Education operates separately.

Each ministry protects territory. Accountability dissolves in the gaps. A unified budget line with integrated governance would solve this, but it requires forcing coordination across bureaucratic silos that have very little incentive to cooperate.

The third structural issue is where capability actually lives. Current models fund NGOs to deliver programs, creating parallel systems that evaporate when grants end. Perkins cannot train a million teachers. But it can train thirty who train thousands if those thirty work inside state institutions with permanent capacity. District training institutes, state education councils, and teacher resource groups need funding to build internal capability, not external dependency.

One underlying principle connects all three changes. Build capability multipliers in the mainstream education framework that multiply impact at the exponential rate required to address the scale of the problem. From temporary fixes to permanent capability. This is not about discovering new solutions. This is about rewiring incentives so that what gets funded is what survives.

The Multiplier Effect

Most leaders confuse reach with infrastructure. They are not the same thing.

Reach is additive. It grows with resources. Each increment needs proportional investment. If funding stops, so does impact. Real scale happens when systems internalize new behavior. When teachers adapt methods because they believe, not because they are monitored. When government budgets shift from external dependence to internal ownership.

"If something works only when I am present, it is dependency."

Barsha optimizes for three things.

Depth over distribution. Ten schools transformed fully is a much bigger win than a hundred touched superficially. The goal is creating proof that ripples outward, parents telling other parents "my child did this, take yours there."

Ownership over effort. Quality is a function of who owns the work. Ten things done with deep ownership create transformation that multiplies.

Capability over visibility. Internalising the capabilities in a way that it remains embedded even when no one is providing additional support. In Bagar, Gujarat, teachers now train other teachers without Perkins' involvement. That is capability.

Helen Keller said it: if you want to go fast, go alone. If you want to go far, go together.

Perkins moves deliberately, with partners who are ready rather than pressured, with communities that absorb rather than comply.

She calls it muscle memory. When you learn to drive, you stop thinking about each action. It becomes automatic. Inclusion needs to work the same way.

Measuring What Matters

Perkins developed a quality improvement framework over twelve years. Seven domains. A hundred indicators. Zero to a hundred scale. Schools aim for eighty-plus across all areas. It has been tested in Mexico, Brazil, Chile, Croatia, and six Indian states.

It works for two reasons. First, it maintains global standards while allowing local expression. In Gujarat, they use examples stemming from Gujarat. In Maharashtra, different examples. The structure stays universal. The dialect changes.

Second, it builds internal ownership. Schools assess themselves. Find their baseline. Build action plans they can sustain. Ownership lives with the school.

Before entering any school, Perkins forms a core committee. Teachers, principal, one Perkins representative. They train together. Observe together. Co-create the action plan.

"We are not auditors. We are helping you build pathways you can walk when we are gone."

The Perkins International Academy works similarly. Four-level curriculum. Contextualized for local reality. The smallest unit of practice: deliberate teaching through observation, interpretation, action, reflection. That cycle repeats. Teachers are supported through mentor networks. Families are involved in the process: Does the child orient better? Communicate more? Manage daily routines independently?

The first principles drive Project Prayas: fund the design, not the delivery. Multiply capacity inside the system. Build scaffolding that survives when external support leaves.

Leadership BY, Not FOR

Perkins India is intentionally building teams that reflect the communities we serve, by bringing in colleagues with lived experience of disability and neurodivergence to lead programs and projects. They travel. Write reports. Manage stakeholders. Hold clear performance expectations. Accommodations exist and are normalized: people introduce and describe themselves on calls, visual content is narrated, ways of working flex to support different needs, and teams adapt seamlessly.

This is not an exception. This is how the system is designed to work, a normal structure operating at scale.

This year, a leader with lived experience joins the governance board as a decision maker, co-chairing working groups and shaping program strategy.

Leadership by people with disabilities must be architecture, not invitation.

The distinction matters. Advisory roles can offer representation; decision authority creates structural change. Real capability building means enabling people with lived experience to hold decision rights, allocate resources, and shape strategy. If those shaping strategy have not experienced exclusion, systems will continue to reproduce it.

What Comes Next

Universal Design for Learning offers the foundation. Schools must assume difference, not react to it. Timetables need planning time built in. Assessments must be multimodal from the start. Co-teaching must be routine. The educator becomes the designer.

On technology, she is clear-eyed. "AI has potential. Overuse weakens cognitive habits." Assistive devices matter but accessibility matters more.

Her most ambitious idea: every district runs a monthly improvement cycle tracking child-level progress. The goal is habit formation through institutional discipline.

Regular rhythm creates permanence. If that rhythm becomes universal, inclusion becomes irreversible. She positions India as a frontier where low-resource settings force durable design. Solutions built under constraint travel better than solutions built in abundance. The frameworks being developed here offer playbooks for emerging economies everywhere.

In twenty years, she hopes schools no longer need external organizations to explain inclusion. Teachers trained in universal design from day one. Budgets integrating early intervention as standard. Leaders with disabilities sitting at decision tables with formal authority.

What Holds

Here is what Barsha has learned building systems that survive without her.

Capability must remain when capital leaves. That is the only test. Learning loops matter more than training events. Knowledge fades but habits persist. Quality comes before scale. Fund design, not delivery. Catalytic capital multiplies internal capacity.

Inequity often reflects belief gaps, not resource gaps. Representation requires authority, not visibility. Design for constraint first. Solutions built for low-resource settings are more durable. Depth creates more transformation than distribution.

Power must travel to margins. Centralization reproduces exclusion. Systems reward persistence over intensity. Transparency accelerates learning. Pause is strategic, not weak

The Measure

Systems change becomes real when specific things happen without the builder present. In Jhunjhunu, government budgets now cover what donors used to fund. In Bagar, teachers train other teachers without Perkins staff in the room. In Mumbai, three of eighteen resource rooms function, which means the problem is visible and solvable.

These are small signals of larger shifts. Government partnerships that survive budget cycles. Teacher networks that operate without external facilitation. Schools that self-assess and improve using frameworks they own.

The architecture Barsha is building succeeds when Perkins India becomes unnecessary. When teachers trained in universal design make inclusion the default.

When budgets integrate early intervention as standard practice. When leaders with disabilities hold formal decision authority. Whether the capability persists when the capital that built it has long since moved elsewhere.

Barsha measures success by what survives her tenure. In corporate strategy, she built a career. In systems change, she is building infrastructure designed to make her obsolete. That is the only scale worth measuring.