Which Philippine Cities Are Actually the Most Competitive?

I came across the DTI's Cities and Municipalities Competitiveness Index (CMCI) while researching another project and got pulled in. The index ranks 149 cities and 1,488 municipalities on five pillars: economic dynamism, government efficiency, infrastructure, resiliency, and innovation. That's a lot of local governments being scored on a lot of dimensions.

What caught my attention wasn't the rankings themselves — it was the scoring methodology. I wanted to know: do these pillars actually tell us something meaningful, or are they just a bureaucratic exercise?

Pulling Apart the Scores

Each pillar is a composite of several indicators. Economic dynamism includes business permits issued, local revenue generation, and employment data. Infrastructure covers road density, internet availability, and health facilities per capita. Government efficiency measures financial management, transparency, and service delivery speed.

I normalized the pillar scores to make them comparable and then ran correlation analysis across all 149 cities.

That 0.82 correlation is high. It means that cities with better infrastructure almost always have stronger economies. That's not surprising on its face, but it raises a chicken-or-egg question: does infrastructure drive economic growth, or do wealthier cities just have more money to build infrastructure? The cross-sectional data can't answer that, but it's an important framing.

The Regional Gap

The single most striking number in the entire dataset is the gap between the best and worst-performing regions.

NCR cities dominate the overall rankings, which isn't surprising given their economic advantages. But the 34.2-point average gap with BARMM is enormous. It's not a small difference in rankings — it's a fundamentally different tier of local governance capacity.

Some findings that stood out:

• Infrastructure is the biggest differentiator — the variance in infrastructure scores across regions is higher than any other pillar. If you want to predict a city's overall rank, infrastructure is the single best indicator.
• Governance doesn't follow wealth — several small municipalities in the Visayas scored in the top 20% for government efficiency despite being in the bottom 30% for economic dynamism. Good governance is possible without being rich.
• Innovation scores are very flat — most cities and municipalities scored poorly on innovation, which includes patents, R&D, and tech adoption. This pillar barely varies outside NCR and a few university towns.
• Resiliency correlates with typhoon exposure — cities in typhoon-prone areas (Eastern Visayas, Bicol) actually scored higher on resiliency, likely because they've been forced to invest in disaster preparedness.

Is the Index Useful?

Honestly, I went in skeptical. Government indices can be fuzzy, self-reported, and politically influenced. But after working through the data, I think the CMCI is more useful than I expected. The pillar structure makes it possible to pinpoint specific weaknesses. A city that ranks poorly overall but scores well on governance has a very different story than one that's weak across the board.

The main limitation is that the index uses a lot of input metrics (money spent, facilities built) rather than output metrics (actual service quality, citizen satisfaction). A city can score well on infrastructure by building roads that nobody uses. That's a real risk with any index that relies on bureaucratic data.

If I extend this project, I'd like to combine CMCI scores with poverty incidence data and migration patterns. My guess is that cities with consistently high competitiveness scores are also the ones attracting the most internal migrants — but I haven't tested that yet.