Shafaat Ali Choyon.

Essay · Public Health

The $200M question — where to spend it on health

By Md Shafaat Ali Choyon · builds & runs AI in production · Growth & health strategist · 6 min read

Give me real money for a health system and the hardest question isn't how to spend it — it's where a dollar actually changes an outcome, versus where it just looks impressive in a press release. Bangladesh is a live case: the World Bank committed roughly $200 million to strengthen urban primary care for vulnerable populations. That number is a useful prompt. If it were mine to allocate, I wouldn't start with the thing that photographs well. I'd start with the thing that moves the outcome.

A $200M urban primary-care investment; a UHC service index of 54/100; where a dollar actually moves an outcome.
The allocation question, at a glance — click to enlarge.

The temptation is always the shiny layer

Health money gravitates toward the visible: a flagship hospital, a national app, a telemedicine platform with a launch event. Some of that matters. But Bangladesh already scores about 54 out of 100 on the universal-coverage service index, and out-of-pocket costs push tens of millions into hardship. The gap isn't a shortage of impressive buildings or software. It's the unglamorous distance between a service existing and a person actually reaching it, trusting it, and being able to pay. Money spent on the shiny layer rarely closes that distance.

Where I'd actually put it

I'd spend it on the last mile, in three unglamorous buckets. First, people — community health workers who live in the neighborhoods they serve, the exact model that already sustains Bangladesh's immunization above 90%. Second, prevention, which is nearly impossible to retrofit once a system's incentives harden but cheap to build in while it's still forming. Third, the rails — the payment and data plumbing that lets a poor patient actually transact with the system. None of it demos well. All of it decides whether the other spending works.

The dollar that changes an outcome is almost never the dollar that makes a good photograph.

This is a lesson every builder faces

You don't need a national budget to face this question — every team allocates scarce resources between what looks like progress and what produces it. I've made the call on the ground. At Praava we grew corporate health programs from 342 to roughly 1,400 clients by treating prevention and access as a business, not a grant — screening, population-scale programs, care that reached people where they were. The lesson generalizes cleanly to the US, where enormous sums buy marginal improvements for the already-served while the highest-need patients get almost nothing.

The short version

If you had real money for the system you work in, where would you spend it to change an outcome — not to look like progress?

Md Shafaat Ali Choyon (MPH, CHES®, MBA, MCIM) is a growth, marketing and public-health strategist who builds and runs AI in production, with 16+ years across telecom, fintech, e-commerce, consumer tech and healthcare in the US and Bangladesh. See the essays or the portfolio.