4Ps and the data gap

By Herman M. Lagon

At first glance, the numbers sound reassuring. Nine out of 10 beneficiaries of the Pantawid Pamilyang Pilipino Program (4Ps) come from the poorest half of Filipino households. That is not a small achievement. In a country where targeting the “right” poor has always been contested, this suggests that the program is, by and large, reaching those it was designed to serve. For a government intervention of this scale, that level of accuracy reflects years of effort to map poverty in a way that is both systematic and defensible.

But as with many things in governance, the story becomes more complicated once one looks closer.

The Philippine Institute for Development Studies (PIDS), through a study led by Dr. Jose Ramon Albert, reminds us that poverty is not static. While the 4Ps database is highly accurate when it comes to fixed details — names, birthdays and addresses — it struggles with the things that actually define a person’s current condition. Income changes. Jobs are lost. Children stop attending school. Families move. These are not just updates on paper. They are the very things that show whether a family is getting by, getting better or quietly slipping back. But the system captures only around 71% to 76% of these changes. It can identify who you are — but it does not always keep up with what you are going through.

You see this easily in everyday life. A vendor in Lapuz selling fish balls outside a school may have a decent week when students are around. But once classes pause or the weather turns bad, income drops, and everything feels uncertain again. A tricycle driver in Barotac Nuevo may bring home something today and nothing the next. A working student may quietly drop out when transportation costs rise by a few pesos. These are not exceptions — they are everyday patterns. Poverty here does not sit still. It moves, often without warning.

The challenge becomes sharper in urban areas. According to the study, targeting accuracy in rural areas reaches around 70% but drops significantly — sometimes to as low as 40% — in cities. This is not surprising. Rural poverty is often more visible and easier to document. In urban settings, it hides in plain sight. It is the renter who transfers every few months, the vendor who changes location, the gig worker who appears employed but remains one disruption away from crisis. Urban poverty is fluid, informal and difficult to pin down. Systems built on fixed lists struggle in places where life rarely stays fixed.

This is where the idea behind the Dynamic Social Registry, or iRegistro, becomes relevant. It is not just about upgrading technology. It is about helping the system respond more closely to changes in real life. The aim is simple: Instead of waiting years, updates should happen sooner. When a family’s situation changes, the system should be able to catch it while it still matters.

But even that has limits. As DSWD officials remind us, data can go out of date almost instantly. A steady job today can disappear tomorrow. This is not about faulty systems — it is about unstable realities. Technology can follow patterns, but it cannot fully keep up with life as it unfolds.

That is why efforts like PhilSys and CBMS matter. By linking identity information with updated data, they aim to reduce both inclusion and exclusion errors. On paper, this builds a stronger safety net. But in practice, everything rests on coordination, consistent implementation and whether communities trust the system.

And then there is the part that data alone cannot resolve — the question of fairness.

Complaints about “wrong beneficiaries” are not new. You hear them in barangay halls, in Facebook threads and even in casual conversations: “Ngaa sila ara, indi man gid sila pigado?” or “Kami gani mas kinahanglan, pero wala kami.” The frustration is real. But it also reveals something deeper. No system can perfectly define who is poor and who is not. The goal has never been perfection — it is to keep improving while accepting that poverty does not fit neatly into categories.

At the same time, another layer of concern surfaces, often quietly. For some families, 4Ps has become their most reliable source of income — the one steady source of support in otherwise uncertain conditions. For others, questions arise about how the assistance is used or whether long-term reliance begins to form. Some describe this, perhaps too harshly, as encouraging a culture of waiting rather than working. These perceptions are not always fair, but they do not appear out of nowhere. They reflect real tensions — between support and responsibility, and between relief and long-term independence.

Related to this are stories that circulate in communities — of assistance being stretched toward nonessential spending or of the program being drawn into election dynamics, hinted at or used as leverage to influence votes. These stories do not define the program, but they shape perceptions. And perception matters. It can erode trust, especially among those who feel excluded, and it underscores the need for strong safeguards, clear guidance and consistent accountability.

Beyond these tensions lies an even more pressing question: What happens after families leave the program? Do they truly move forward, or do they quietly fall back into the same struggles? Addressing poverty is not just about entering a program — it is about sustaining progress after leaving it. Without steady opportunities, local support and real pathways to stability, “graduation” can become fragile rather than final.

This is why the database must be more than a list. It should reflect movement — whether families are improving, struggling or slipping again. Used well, it can guide not just who receives support but also how that support evolves.

At its core, 4Ps is a recognition that some families need help to keep going. And it has made a difference. It has kept children in school, improved access to health services and eased daily pressure for many households.

But the work is not finished.

Reaching people is one thing. Keeping pace with their lives as they change is another. A system that counts people well but understands them poorly will always fall short.

And perhaps that is the real challenge — not just to measure poverty, but to remain close enough to understand it as it moves.

***

Doc H fondly describes himself as a “student of and for life” who, like many others, aspires to a life-giving and why-driven world grounded in social justice and the pursuit of happiness. His views do not necessarily reflect those of the institutions that employ him or with which he is connected.