The No Smoke And Mirrors Analytical Thinking Process

 

Having held senior leadership roles and served senior leadership teams, PE investors, and business owners for over 40 years, I created an analytical thinking process to help teams find root causes more quickly and build strategies based on truths, not intuition, assumptions, biases, or “how we have always done things around here.” When I first engage with a team, we often experience friction because someone on the team shares an opinion but lacks the evidence to support their suggestion today. Strategic growth plans written on assumptions don’t scale revenue, profit, or enterprise value. So I often have a workshop before strategic planning, sharing the no-smoke-and-mirrors analytical thinking process. In this post, I share content from the analytical thinking workshop I use to prepare teams for strategic planning meetings.

If your goal is to drive explosive growth in revenue, profits, and enterprise value, you will value the no-smoke-and-mirrors analytical thinking process.

If your goal is to hire a consultant, an outside third party to confirm your assumptions, I am not the guy. ( I can and often do refer customers wanting to validate their beliefs to other consultants who will tell your team what you want to hear.)

Before I start helping a CEO, PE investor, or a senior leadership team, I encourage them to read my book: Driving Explosive Growth. In this book, I share the no-smoke-and-mirrors process, how we talk about what matters, and how we use data to make strategic decisions.

What is the No Smoke and Mirrors analytical Thinking Process?

1. DEFINE — What problem are we trying to solve?

Before looking for solutions, force the team to write the problem in one sentence.

Not: “Sales are down.”

Instead: “New-customer revenue in our industrial segment is 14% below plan because fewer qualified opportunities are reaching proposal.”

Separate the symptom from the problem. Ask: What do we know versus what do we think we know?

2. FACTS — What does the evidence tell us?

Build a fact base before allowing opinions to dominate the room.

Look across customer/VOC data, financial and transaction data, sales and pipeline data, operational performance, people/capability data, and external market evidence.

Then physically separate three columns:

FACTS | ASSUMPTIONS | UNKNOWN

This matters because research on decision-making shows that simply knowing biases exist isn’t enough; organizations benefit from changing the decision process itself and grounding discussions in a neutral fact base.

3. QUESTION — What would we need to know to understand why?

This is where leaders build analytical muscle.

Don’t stop at what happened. Keep drilling:

What changed first? Why? Where is it occurring? Where isn’t it occurring? What patterns do we see? What variables move together? What’s different about the exceptions? What information are we missing?

A dashboard starts the conversation—not the conclusion.

4. HYPOTHESIZE — What are the possible explanations?

Require at least three plausible explanations before choosing one.

If sales are down, don’t immediately decide:

“We need more leads.”

Or

“ We need to hire more salespeople”

Possible hypotheses might be fewer qualified opportunities, lower conversion, longer buying cycles, competitive losses, pricing, poor follow-up, sales capability, customer churn, market contraction, or several acting together.

Developing multiple hypotheses helps prevent teams from building an entire fact base around the first attractive explanation.

5. CHALLENGE — What if we’re wrong?

This should become mandatory for consequential decisions.

Assign someone to challenge the preferred explanation. Ask:

What evidence contradicts our conclusion? What would have to be true for another explanation to be right? What are we dismissing because it doesn’t fit our story?

For major strategic decisions, use a premortem:

“It’s 12 months from now. This strategy failed badly. Why?”

Premortems are specifically designed to surface risks people may otherwise suppress, while devil’s-advocate roles and deliberately seeking disconfirming evidence can counter groupthink and confirmation bias.

6. DECIDE — What does the evidence support?

Now make the decision. I find senior leadership teams stall here. My job is to facilitate discussions and help the team decide.

As I share with clients. “Based on the evidence and data we have we have made the decision to _____. As we start executing our plan, if we discover new or contrary evidence we were not aware of, we will meet and discuss and possibly adjust our plan”

Why? Why do I say this?

Fear

The fear of making a mistake often derails senior leadership teams from deciding and aligning around a plan.

I have found sharing the above helps team members agree, and we can move forward.

We ask you to document five things:

Decision → Evidence → Assumptions → Owner → Expected outcome

And I suggest we ask one more…

“How confident are we, and what would cause us to change our mind?”

That’s a very different conversation from executives defending their positions.

 

7. TEST — How can we learn before making the biggest bet?

Not every strategic decision needs to become a company-wide initiative immediately.

Ask:

Can we pilot it? Can we test one market? One salesperson? One customer segment? One location? For 30–90 days?

Here I encourage clients to nail it before you scale it.

Define what success and failure look like before seeing the results.

Otherwise, teams can reinterpret mediocre results as proof they were right.

 

8. LEARN — What actually happened?

This step builds muscle memory.

Return to the original decision:

What did we predict?

What actually happened?

Where were we right?

Where were we wrong?

Which assumptions failed?

What did we learn?

What should we change?

Research on decision processes similarly recommends establishing metrics and milestones in advance, monitoring them for course corrections, and conducting postmortems once outcomes are known.

 

Put our analytical thinking process together

 

DEFINE → FACTS → QUESTION → HYPOTHESIZE → CHALLENGE → DECIDE → TEST → LEARN

 

No Smoke & Mirrors Truth: Analytical thinking isn’t knowing more. It’s having the discipline to separate what you know from what you assume, challenge what you believe, and change your mind when the evidence tells you to.

 

One leadership behavior I’d put above the entire framework: the highest-ranking person speaks last.

 The HIPPO, the highest-paid person in the organization, speaks last!

I experienced this way too often when I first started facilitating strategic planning meetings, and meetings to discuss a current constraint. If the CEO announces the answer first, everyone else can unconsciously start assembling evidence around it. As I shared in a recent post, Research on senior-team decision-making similarly recommends that senior leaders initially ask questions rather than state opinions and explicitly encourage dissent.

Please coach your senior CEO, Business Owner, or PE Investor to speak last.

Repeating that process builds the analytical-thinking muscle memory your team needs.

Let’s schedule a call if you would like to discuss our analytical thinking process or if you need someone to facilitate your next senior leadership strategic planning meeting.