u/Leather-Concept8657

A while back I was asked to figure out why a company's sales had dropped.

The first request was, "Can you build a dashboard so we can track everything?"

After talking to a few people, it became clear they already had plenty of dashboards. Sales, inventory, marketing, finance. Nobody was short on numbers.

The real problem was that every team was looking at different metrics and making decisions independently. Marketing was celebrating lower acquisition costs while operations was struggling with stock shortages. Finance was focused on margins. Sales wanted volume.

The data wasn't wrong. The decisions just weren't connected.

That project changed how I approach reporting. I spend far more time asking what decision someone is trying to make than deciding which charts to build.

A simple report tied to one business decision is usually more valuable than a beautiful dashboard with fifty KPIs.

I've started to think that most companies don't actually have data problems. They have decision problems that happen to involve data.

Curious if others have seen the same thing, or if your experience has been different.

A while back I was asked to figure out why a company's sales had dropped.

The first request was, "Can you build a dashboard so we can track everything?"

After talking to a few people, it became clear they already had plenty of dashboards. Sales, inventory, marketing, finance. Nobody was short on numbers.

The real problem was that every team was looking at different metrics and making decisions independently. Marketing was celebrating lower acquisition costs while operations was struggling with stock shortages. Finance was focused on margins. Sales wanted volume.

The data wasn't wrong. The decisions just weren't connected.

That project changed how I approach reporting. I spend far more time asking what decision someone is trying to make than deciding which charts to build.

A simple report tied to one business decision is usually more valuable than a beautiful dashboard with fifty KPIs.

I've started to think that most companies don't actually have data problems. They have decision problems that happen to involve data.

Curious if others have seen the same thing, or if your experience has been different.

>

I think a lot of businesses are guessing more than they realize.

I've lost count of how many times I've heard things like:

"Our ads aren't working."

"Customers don't like this product."

"We should lower the price."

Then someone finally pulls the numbers together, and the actual problem turns out to be something completely different.

Maybe one product keeps going out of stock.

Maybe 80% of the profit comes from 20% of the customers.

Maybe the expensive marketing campaign is actually bringing in the highest-value customers.

I've realized that most businesses don't have a data problem. They have a visibility problem.

The data already exists. It's sitting in spreadsheets, accounting software, CRMs, Shopify, Google Ads, or somewhere else. Nobody has put the pieces together.

Once everything is in one place, a lot of debates disappear. Decisions become a lot less emotional because everyone is looking at the same picture.

Curious if other business owners have had a moment where the numbers completely changed what they thought was happening.

I was working on a pricing analytics dashboard for a client who wanted to "track pricing performance."

Sounds straightforward, but once we started talking, it turned out pricing wasn't the real issue.

Some products were selling really well with lower margins. Others had healthy margins but barely moved. The client kept adjusting prices without knowing whether the problem was price, demand, or inventory.

Instead of building a dashboard with every pricing metric I could think of, we focused on a few questions:

• Which products are generating profit, not just revenue?
• Which discounts actually increase sales instead of reducing margin?
• Are we losing sales because of pricing, or because the product is rarely in stock?

Once those answers were in one place, pricing discussions became much shorter. Decisions were based on data instead of gut feeling.

That project reminded me that the dashboard wasn't the deliverable. Better business decisions were.

A few years ago, I presented a dashboard that I was really happy with. It had drill-through pages, KPIs, filters, and everything I thought the stakeholders would need.

About 15 minutes into the meeting, someone asked, "Can we quickly see yesterday's numbers by store?"

The answer was buried three clicks deep.

That was the moment I realized I'd built the report around features instead of how people actually worked.

Since then, I always ask users to walk me through the first thing they'll do when they open the dashboard. It usually tells me more than any requirements document.

It's a small change, but it's saved me from building reports that look impressive and barely get used.