GroundTruthAPI

Observing the real economy.
Markets, merchants, money and movement across West Africa.
Built from the ground up.

[GroundTruthAPI @Groundtruth54]

A note on how to read this account.

GROUND SIGNAL — something we noticed.

MERCHANT SAID — a voice from the market.

FIELD NOTE — context the dataset alone may miss.

UNKNOWN — something we cannot answer yet.

CHANGE DETECTED — reserved for changes we actually observe over time

[GroundTruthAPI @Groundtruth54]

The question now is which changes persist.

Does improved demand translate into cash retained?

Does more inventory produce lasting growth?

Do new operating decisions survive the next month?

A first visit gives us a baseline.

Returning gives us the opportunity to test it.

[GroundTruthAPI @Groundtruth54]

FIELD LOG / YABA

We’re approaching 100 first observations across one Lagos market cluster.

One pattern keeps appearing:

The problem facing a business is not always the same as the thing driving its growth.

A few examples. ↓

[GroundTruthAPI @Groundtruth54]

A food merchant reports earning enough to hire help.

But power interruptions threaten refrigerated goods.

A business can become stronger financially while remaining vulnerable operationally.

[GroundTruthAPI @Groundtruth54]

A merchant starts delivering to homes.

Orders increase, according to the merchant.

But customers owing money for months remain a problem.

More orders do not necessarily mean faster collections…

[GroundTruthAPI @Groundtruth54]

Field is open.

Later tonight we will share what we have seen as we now approach 100+.

[GroundTruthAPI @Groundtruth54]

FIELD NOTE / YABA

A food merchant said business improving enough to hire help. But electricity interruptions still threaten the stock in the freezer. Growth doesn’t remove operational vulnerability. Sometimes it increases what a business stands to lose when infrastructure fails

[GroundTruthAPI @Groundtruth54]

It’s the inability to keep enough goods on the shelf.

One account. A relationship worth following.

[GroundTruthAPI @Groundtruth54]

GROUND SIGNAL 009 / YABA

A merchant receives money from a savings contribution.

Uses it to restock.

Customers begin finding more of what they came to buy.

Sales improve, according to the merchant.

Sometimes the problem isn’t a lack of customers.

[GroundTruthAPI @Groundtruth54]

We’re building the memory.

[GroundTruthAPI @Groundtruth54]

These are merchant-reported experiences, not independently verified causes of growth.

We don’t yet know which adjustments will last. That’s why the next visit matters.

A first observation tells us what a business says happened. A second can begin to establish what happened next

[GroundTruthAPI @Groundtruth54]

These are merchant-reported experiences, not independently verified causes of growth.

We don’t yet know which adjustments will last. That’s why the next visit matters.

A first observation tells us what a business says happened. A second can begin to establish what happened next

[GroundTruthAPI @Groundtruth54]

FIELD LOG / YABA

We’re beginning to notice something across the first merchant observations.

When conditions change, businesses don’t always wait for the economy to improve.

They change how they operate.

Five examples from the field. ↓

[GroundTruthAPI @Groundtruth54]

NETWORKS

A wholesaler reports gaining customers after joining a traders’ group.

Others want introductions to reliable suppliers, business associations and potential buyers.

Not every growth tool is financial.

Sometimes access to people changes access to opportunity.

[GroundTruthAPI @Groundtruth54]

Money can move electronically while the business itself remains difficult to measure.

[GroundTruthAPI @Groundtruth54]

GROUND SIGNAL 008 / RECORDKEEPING

47 of 82 merchants report bank transfers as their main payment method.

50 of 82 say they keep no business records.

Digital payments and digital business management are not the same thing.