What Comes First: Data or Strategy?

Posted on: May 14, 2026

2024_Jenna Velez website

Jenna Velez

Sr. Director for Business Strategy, CCSI

By Jenna Velez, Sr. Director for Business Strategy, CCSI

What came first, the chicken or the egg?  It’s a classic question but one with little impact.  A more practical question leaders ask every day is, “What comes first, the data or the strategy?” 

We hear this often when starting an engagement.  Leaders sense something needs to change, and may even have data that suggests it, but taking the first step can feel risky, especially when resources are scarce.

Why Starting With Data Can Feel Safer

The instinct to start with collecting data is understandable. Data feels objective, safe, and defensible.  But starting with data alone often leads to action without direction. You can measure anything and everything and still be no closer to answering the most important question: What are we actually trying to achieve?  That’s where strategy comes in.

What Strategy Really Means

Strategy is not a polished plan or a fancy slide deck. At its core, strategy is a set of decisions, based on a set of questions and answers:

  • What problem are we solving and what root causes are we choosing to address?
  • For whom are we solving the problem – and whose voices are contributing?
  • What will success look like?
  • What are we willing to prioritize, and not prioritize, to get there?

Without knowing those answers, data becomes activity tracking.

Moving Beyond a False Choice

But positioning strategy and data as competing starting points is where the conversation can go wrong. In reality, the strongest organizations don’t choose one over the other.  They build an intentional and disciplined relationship between the two.

A clear strategy gives data meaning. It tells you what to measure and why it matters. It filters out noise and focuses attention on what drives real, meaningful outcomes.

At the same time, data keeps strategy honest. It tests assumptions, surfaces blind spots, and prompts adjustment when reality doesn’t match intention.

The Strategy–Data Loop

The result isn’t a sequence. It’s a loop. A simple way to remember the loop is:

You start with a point of view about the problem and the path forward (Intent). You gather data to understand the current state and test your assumptions (Evidence). You refine your approach based on what you learn (Adjustment). And you continue measuring, not just to report progress, but to decide what to do next.

It may be worth asking yourself if your efforts have ever broken down due to one of these patterns:

  • Leaning too heavily on strategy, treating it as fixed, and failing to adapt when conditions change, or
  • Leaning too heavily on data, continuously collecting and reporting without ever making clear decisions or taking action.

Neither leads to meaningful progress.  The real work is in the integration, and this doesn’t have to be complicated. 

What Integration Looks Like in Practice

Perhaps it means asking better questions before asking for more data. 

Perhaps it means being explicit about what success means and resisting the urge to track everything else.

Perhaps it means using data for both justifying and challenging decisions.

Perhaps most importantly, it requires comfort with repetition. The first version of a strategy is rarely the right version. The first set of data is rarely complete. Progress comes from the willingness to move between the two, intentionally and repeatedly.

So—What Actually Comes First?

So where does that leave us in terms of answering the question at hand?  What comes first, the data or the strategy?

I propose the following:
Start with strategy, just enough to define direction.
Bring in data early, just enough to test your thinking.
Then keep them in constant conversation.

Because the goal isn’t to have more data or a better strategy. It’s to make better decisions, faster, to drive the outcomes that matter.

Sign Up for News & Updates

Name(Required)