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The Emotion of Analysis

analytics change leader practitioner Apr 14, 2026

Written by Ed Cook and Roxanne Brown

You have seen this meeting. You may have led it. An analyst opens a PowerPoint deck, and the first slide is a pasted Excel spreadsheet, twelve columns, forty rows, font size small enough to require reading glasses nobody brought. The analyst reads the numbers aloud. Row by row. Column by column. Someone in the back checks their phone. The CFO stares at the ceiling. When the analyst finishes, there is a pause. Someone asks about the sample size. The meeting ends. No decision is made. Everyone walks out knowing exactly as much as they knew walking in.

This is not a presentation. It is data delivery. As we have argued throughout this series on Data-Driven Change Management, data is not information. Information is defined by one single trait: you can make a decision from it. A pasted spreadsheet holds data. What belongs on a slide is information, which means something has been analyzed, interpreted, and shaped for the human beings in the room. 

We have now reached the fourth and final phase of our Data-Driven Change Management process: Present the Data. In the first three phases, you started with a question or hypothesis that would drive useful decisions. You Chose the Data using the “minimum set” principle, keeping only the metrics that would spur action rather than mere interest. You Collected the Data at the right time, when it can still influence the Change rather than merely document it. You Analyzed the data, interpreting it with the human context that no Large Language Model (LLM) can provide, and you climbed the analytical ladder from descriptive to prescriptive analytics so that your analysis prescribes a course of action rather than merely describing what already happened.

All of that work now must travel the last mile into the room where the decision gets made.

Many leaders believe that business decisions are purely rational, driven solely by data. They are wrong. Not because rationality is unimportant, it is essential, but because rationality alone is insufficient. It is impossible to make a decision without an emotion triggered because emotions are an expression of what we value. If your presentation does not generate the emotion needed to make a choice, the meeting will end the way that the pasted-spreadsheet meeting always ends. With a trite question and no decision.

To move leaders from looking at data to making a decision, a presentation must guide them through three steps: Know, Feel, and Do.

Know: Remove the Cognitive Load

Before anyone can care about what the data means, they have to understand it. This is not as obvious as it sounds. A poorly designed slide does not merely fail to communicate. It actively prevents comprehension. The audience spends its cognitive energy deciphering the format rather than confronting the implications. They are working so hard to read your slide that they never get to think about what it says.

This is where the mechanics of your presentation matter. Two principles govern effective slide design, and every practical rule follows from them.

First: the headers of the slides should be complete sentences. Read together, those sentences should tell the story of the entire presentation. This is a simple test. Pull up a presentation and read only the slide headers, one after another. If they tell a coherent story, the presentation has structure. If they read like a table of contents, "Overview," "Background," "Data," "Next Steps," then the presentation has labels, not structure. Labels tell the audience where they are. Sentences tell the audience what to consider. The difference is the difference between a road sign and a traffic report. Only one is useful for decision-making.

Second: everything in the body of the slide should prove or demonstrate the truth of the header sentence. A chart, a graphic, a key statistic, each element exists to substantiate the claim the header makes. If it does not serve that purpose, it does not belong on the slide.

From these two principles, a set of practical rules follows naturally.

Keep text as thin as possible. If the audience is reading, they are not listening. A slide crammed with text forces a choice: read the slide or listen to the presenter. Most people try to do both, succeed at neither, and retain little. The presenter's voice should carry the argument. The slide should carry the evidence.

Focus on graphics in the body. A well-crafted chart or an illuminating graphic can do the job of a thousand words because it converts data into a visual pattern that the mind grasps immediately. The key word here is well-crafted. A chart that requires a decoder ring and three minutes of explanation is not a well-crafted graphic. It is another pile of data wearing a disguise.

Eliminate decorative graphics. If you are presenting on a peanut farm, do not put cartoon peanuts on the slide. Every element on the page must have a purpose. Decoration is clutter, and clutter is cognitive load. This echoes a principle we have applied throughout this series: the “minimum set.” Just as you selected only the metrics that would drive a decision, your slides should contain only the elements that drive understanding.

Never paste a spreadsheet into the body of a slide. This is worth stating bluntly because it happens repeatedly. Spreadsheets hold data. Slides should hold information. If you paste a spreadsheet, you are confessing that you have not yet done the analytical work of converting one into the other. You are asking the audience to do your job for you, in real time, while also trying to understand the context of the decision.

Pick a template that works with you, not against you. The underlying template (fonts, colors, inherent slide structures) should make it easier to tell the story. A template with a massive logo header that consumes a quarter of the slide is working against you. A template with fourteen competing colors is working against you. The template is scaffolding. It should be invisible when the building is finished.

The goal of Know is to enable Feel. When the information is perfectly clear, the audience stops questioning the analysis and starts confronting the implications. That is where decisions begin.

Feel: The Catalyst for Choice

Here is the contrarian claim that many business professionals will resist: you cannot make a decision without emotion. Not "you should not." You cannot.

This is not a soft argument about the importance of empathy. It is a finding from neuroscience. Patients with damage to the ventromedial prefrontal cortex, the region of the brain that integrates emotion into decision-making, can analyze options flawlessly. They can list pros and cons. They can weigh trade-offs with perfect logic. And then…they cannot choose. The emotion that says "this matters more than that" is missing, and without it, the decision machinery stalls. Antonio Damasio's research on this phenomenon, which he called the somatic marker hypothesis, has been replicated and refined for over three decades. He lays this out well in his book, Descartes Error.

Emotion is the trigger for decision-making because it is a reflection of what we value. Consider the most cold-blooded investment banker you can imagine. Even this person makes decisions based on emotion. They care deeply about making money. That caring is the emotion. Strip it away, and they would stare at the spreadsheet with the same blank detachment as Damasio's patients. The numbers would be clear. The choice would be impossible.

Now bring this back to your change presentation. If the analysis you have done across the first three phases of this process does not generate an emotional response in the room, like concern over a rising risk, excitement over an accelerating adoption curve, or urgency over a narrowing window, then no decision will follow. A presentation that relies entirely on Know and skips Feel will fail every time. The audience will understand the information perfectly. They will nod. They may even ask thoughtful questions. But, at the end of the meeting, they will do nothing.

This is where the work of the previous phases pays its highest dividend. When you choose the right data, you select metrics that connect to what leaders value. When you analyze that data and bring the Interpreter's Advantage, the human context that transforms calculation into meaning, you are building the bridge between a number and a feeling. A training completion rate of 47% is a number. A training completion rate of 47% three weeks before go-live, in a region where the same metric was 91% in the pilot, is a story. Stories generate emotions. Emotions generate decisions.

This does not mean manipulating the audience. It means respecting them enough to present the data in a form that connects to what they already care about. One of our Core Four Philosophies is:

Leading change intentionally is simply a gesture of respect

For a manager representing the organization, this is a way to make an invitation to everyone in the room to Participate, Commit, and Grow. They must be willing to do so. This coupling of invitation-willingness grows Joy at Work.  Formatting your information so that it connects to the values of the decision makers is that respect in action. Dumping raw data on them and hoping they figure it out is the opposite.

Do: Make the Decision

The purpose of a presentation should not be to present, meaning a one-way communication. It should be a tool to create a discussion to drive decision-making.

That word — discussion — is worth pausing on. Its etymology comes from the Latin discutere, meaning "to shake apart." A discussion is not about reaching agreement through politeness. It is about shaking the topic apart so that all its components are visible. The three-tiered metrics approach is an example of splitting the metrics apart into Self-Reported, Observable, and Existing Company metrics. Through discussion, the implications can be felt. Now the question is: given what we know and what we value, what should we do?

This is the moment where the useful versus interesting test from the first phase of our process delivers its verdict. If the executives look at your presentation and take no action, then the data was merely interesting. It provoked thought but not choice. It was a lecture, not a decision meeting.

The shift from presenter to facilitator is critical here. You are not telling the leaders what to decide. You are presenting the information in a way that enables them to decide. The prescription you developed through prescriptive analytics is your recommendation, but the values-based evaluation of that recommendation belongs to the leaders in the room. Your job is to make sure they have everything they need (clarity from Know and motivation from Feel) to exercise their judgment.

There is a deeper transformation happening in this moment. When you format your presentation using Know > Feel > Do, you are not just reporting numbers. You are coaching the leader. You are guiding them through a decision process that most business presentations bypass entirely. Most presentations dump data and leave the leader to figure out the rest. A Know > Feel > Do presentation does the harder work of shaping the data into a narrative that enables the leader to see, to care, and to act.

This connects directly to another of our Core Four Philosophies: 

In order for change to happen, the leader must change first. 

A leader who has been coached through a Know > Feel > Do presentation is not the same leader who walked into the room. They have moved from data consumer to decision maker. If you do this consistently, the leader begins to internalize the process. They start asking better questions. They start demanding that data be presented as information. They start expecting presentations that lead to decisions rather than to more meetings.

Making the Change Decision

Picture the alternative. A presentation without Feel is a librarian reading the dictionary aloud. It contains all the right words, organized impeccably, pronounced with perfect diction. But it tells no story. It moves no one. Maybe the audience leaves more literate, but they are unchanged. Perhaps more tragically, Joy at Work has been diminished.

Joy at Work is not a program you implement after the change is done. It is a consequence of how you led the change all along. When you ask for advice and act on the feedback. When you respect the people the data represents. When you extend the invitation for people to belong, to trust, to participate. Every one of the 10 Dimensions of Joy at Work begins with a willingness, the willingness to trust, the willingness to belong, the willingness to be cohesive, and willingness requires an invitation. The way you present data is one of those invitations. A presentation that respects the audience's time, connects to what they value, and leads to a decision they can own is a small but real act of building the kind of workplace where Joy at Work is possible.

Data-Driven Change Management does not end with a dashboard. It does not end with an algorithm. It ends in a room full of people who must decide what to do next. Everything in this series,  the question or hypothesis that gave your inquiry direction, the minimum set of metrics that kept you efficient, the timing that made your data relevant, the interpretation that gave your numbers meaning, the prescriptive analytics that pointed toward action, all of it converges on this moment. The moment when the data, synthesized into a story, meets the values of the people who have the authority to act.

Your job in that room is to take those leaders where they could not go without you. They have the authority. They have the values. What they may lack is the clarity of information and the emotional connection to it that makes a decision feel not just logical but necessary. Know > Feel > Do is the architecture that provides both. The data does not speak for itself, but in the right hands, presented the right way, it speaks clearly enough to move people.