What We Get Wrong About Data: A Conversation on Data and Agriculture in the Philippines with Engr. Ivan Chavez

Data and Agriculture in the Philippines

This insight becomes especially critical when we talk about data and agriculture in the Philippines …


What if data isn’t as universal as we think?

That was the core of my podcast conversation with Engr. Ivan Chavez, founder of Fresco Greenovations—a startup dedicated to innovative and sustainable agriculture solutions in the Philippines.

Together, we unpacked a bold idea:

Data is subjective. It only makes sense when rooted in the context of where it comes from and where it’s applied.

This insight becomes especially critical when we talk about data and agriculture in the Philippines, where conditions vary dramatically from province to province, and even barangay to barangay.


Why Context Changes Everything in Agriculture

During our talk, I shared something I often emphasize:

“Data from Local A may not lead to the same results when applied to Local B.”

And Engr. Ivan immediately connected this with his work in agriculture. In his experience, even data from neighboring farms can’t always be applied the same way. Soil conditions, rainfall patterns, planting habits, and even community engagement make a huge difference.

This is where most agri-data initiatives fail.

They assume a level of uniformity that just doesn’t exist in a country as diverse and localized as the Philippines.


The Pitfall of Generic Solutions

One of the recurring challenges in both tech and agriculture is the “copy-paste” approach.

Whether it’s public policy, farm technology, or digital platforms—there’s a tendency to apply one solution across multiple localities, expecting similar outcomes. But as Ivan and I agreed, this rarely works.

In the case of data and agriculture in the Philippines, a strategy that helps a highland vegetable farmer in Benguet might not help a rice farmer in Nueva Ecija.

Why? Because the ecosystem, climate, tools, and labor practices are completely different.

Engr. Ivan emphasized the importance of starting with listening—not just launching. For him, building effective agri-tech starts with understanding the community first, then designing tools that support, not dictate.


Data Should Start Conversations, Not End Them

This is where many data-centric efforts fall short. They rely too much on spreadsheets and not enough on storytelling.
In reality, data should spark questions like:

  • Who is this data about?
  • Was it gathered with local realities in mind?
  • Can this insight translate meaningfully into action?

Engr. Ivan shared how Fresco Greenovations tailors its approach to each locality. Instead of pushing a single farming method, they collect local insights, work with the farmers themselves, and co-create tech that fits their needs.

This bottom-up approach is what’s missing in a lot of discussions around data and agriculture in the Philippines.


Technology That Respects the Farmer

What really stood out in our conversation was the shared belief that technology should empower, not replace.

In agriculture, this means creating tools that enhance traditional knowledge, not erase it.
In governance, this means building systems that adapt to people—not forcing people to adapt to rigid systems.

The future of farming in the Philippines won’t come from importing solutions—it will come from amplifying what already works locally, using data to fine-tune—not override—what our communities already know.


A Smarter Way Forward for Filipino Agriculture

If you’re working in agriculture, technology, or governance, it’s time to rethink how you see data.
Let’s move beyond top-down models. Let’s build systems that are context-aware, community-driven, and culturally grounded.

Because data and agriculture in the Philippines aren’t just about technology—they’re about people, land, and lived experience.


🎙 Catch the full podcast episode with Engr. Ivan Chavez on Spotify, YouTube, or wherever you listen.

#DataAndAgriculturePH #FrescoGreenovations #AgriTechPH #SustainableFarming #FilipinoFarmers #SmartFarming #PhilippineAgriculture #DigitalTransformationPH

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