Beyond the Numbers

A Human-Centered Framework for FP&A Decision Support

Executive Summary

Financial Planning & Analysis (FP&A) is undergoing a quiet revolution. Once known primarily for budgets, variance analysis, and reporting, the function is evolving into something far more consequential: a leadership discipline that guides how organizations frame challenges, make decisions, take action, and learn.

This whitepaper introduces a new, human-centered framework for FP&A leadership: Frame → Decide → Act → Learn. Rooted in behavioral science, systems thinking, and decision theory, this model elevates FP&A beyond the spreadsheet and into the boardroom.

Drawing on insights from foundational and contemporary thinkers—Daniel Kahneman, Amy Edmondson, Chris Argyris, Gerd Gigerenzer, and Philip Tetlock among others—this framework is designed for leaders ready to navigate complexity with clarity, confidence, and humility.

Introduction

Most FP&A frameworks focus on process and precision. They’re optimized for reporting accuracy and budget control—not for leadership.

But in complex environments, leadership is what matters most. The true value of FP&A is helping the organization see clearly, decide wisely, act with alignment, and learn continuously.

This paper introduces a practical model that supports that role: Frame → Decide → Act → Learn

Each stage reflects a distinct leadership function. Each draws on research from behavioral science, systems thinking, and organizational learning. Together, they define a more human-centered approach to FP&A.

1. Frame

Key question: How do we help the organization see clearly?

Framing is the upstream leadership act that makes every other stage—Decide, Act, Learn—more effective. It’s about ensuring stakeholders share the same question, have the right amount of information, and see the data in terms that are meaningful to them.

Daniel Kahneman showed how framing effects—how problems are presented—can shape decisions as much as the facts themselves. Gerd Gigerenzer has demonstrated that people make better decisions when presented with simple, structured representations of uncertainty.

Good framing is not neutral. It is an active process of defining what matters, why it matters, and how we should think about it. FP&A professionals often hold the best vantage point to do this—because they sit between strategic vision and operational detail.

Key practices:

  • Clarifying the question. Avoid broad or ambiguous requests like “how to reduce costs” Push for specificity—e.g., “How we will reduce expenses by 15% in Q3 relative to Q2, with a decision required by June 16, COB.” This precision aligns effort and expectations.

  • Right-sizing the analysis. Strike a balance between too little information, which forces guesswork, and too much, which stalls momentum. Elegant synthesis builds trust and accelerates action.

  • Translating the numbers. Present data in context for each audience—turning abstract percentages into sales contracts, headcount changes, or productivity gains—so every leader understands the implications for their domain.

Key risks:

  • Anchoring on legacy KPIs or misleading comparisons

  • Framing problems too narrowly

  • Mistaking data volume for insight

Framing is not about predicting the future—it’s about helping others understand the present in a way that enables better judgment. As Philip Tetlock reminds us that the goal isn't to be certain—it's to be calibrated: "less wrong over time."

2. Decide

Key question: How do we help the organization make better decisions?

Decisions don’t happen in spreadsheets. They happen in rooms—between people. And they’re shaped as much by emotion, bias, and noise as by data.

As Daniel Kahneman, Olivier Sibony, and Cass Sunstein have shown, random variability in judgment (“noise”) is often more damaging than bias. Left unchecked, it leads to wildly inconsistent decisions across similar contexts.

The job of FP&A is not to eliminate uncertainty—but to improve the conditions under which decisions are made. That means structuring choices clearly, spotlighting key assumptions, and surfacing trade-offs.

Max Bazerman and Don Moore refer to this as “decision leadership.” It’s not about having the right answer —it’s about shaping the environment in which others can choose wisely.

Key practices:

  • Design scenarios that explore upside, downside, and blind spots—not just averages

  • Clarify assumptions in language, not just in cells

  • Conduct pre-mortems to identify what could go wrong before committing

  • Normalize the use of structured tools (e.g. checklists, decision briefs) to reduce noise

Key Risks:

  • Mistaking model accuracy for decision quality

  • Overconfidence in forecasts or singular outcomes

  • Avoiding uncertainty by deferring or diluting hard choices

FP&A adds value when it brings structure to ambiguity—not when it claims certainty.

3. Act

Key question: How do we help the organization take clear, confident action?

Even great decisions stall without execution. Action depends on belief, clarity, and a shared sense of ownership. FP&A’s role is to help make the path forward actionable—and ensure the organization is aligned around it.

This is not just about accountability. It’s about enabling momentum: translating strategy into operational rhythm, reinforcing priorities, and identifying friction early.

Moore and Bazerman call this the leader’s responsibility to create “decision environments”—intentional structures, norms, and practices that support sound judgment and coordinated action under uncertainty. Amy Edmondson reminds us that people act more freely when they feel safe to take intelligent risks. And Brené Brown emphasizes the trust and vulnerability required to sustain commitment in uncertain conditions.

Key practices:

  • Co-develop investment roadmaps or cost initiatives with those who will implement them

  • Build dashboards that reinforce clarity around priorities, not just performance

  • Use nudges (e.g. default settings, pre-commitments) to reduce friction in action

  • Engage early with skeptics or outliers to anticipate resistance and build credibility

Key risks:

  • Treating execution as a handoff instead of a shared endeavor

  • Focusing on adherence to process without checking whether people understand what matters most

  • Ignoring emotional signals—uncertainty, fatigue, or misalignment

Great FP&A doesn’t just track action—it helps make it possible.

4. Learn

Key question: How do we help the organization reflect and adapt?

Most organizations say they’re data-driven. Few are learning-driven. Reflection is often sidelined in the rush to plan, decide, and execute. But without structured learning, organizations repeat mistakes—and miss opportunities hiding in plain sight.

Chris Argyris distinguished between single-loop learning (adjusting actions) and double-loop learning (re- examining the assumptions behind those actions). The best FP&A teams support both. They make it easier for leaders to not only assess what happened, but why.

Amy Edmondson emphasizes psychological safety as a precondition for honest reflection. Kevin Cashman calls for pausing as a leadership act: making space for perspective before the next move.

Learning in FP&A means turning analysis into insight—and turning insight into improvement.

Key practices:

  • Facilitate forecast retrospectives that focus on signal interpretation, not just accuracy

  • Lead conversations about what was misunderstood, not just what went wrong

  • Build feedback loops into planning processes—not just at year-end

  • Share learning transparently, even (and especially) when uncomfortable

Key risks:

  • Turning retrospectives into blame sessions

  • Mistaking hindsight for insight

  • Ignoring lessons that challenge leadership narratives

Learning is not a luxury. In fast-changing environments, it’s how organizations compound value over time.

Conclusion

The core work of FP&A is not just analytical—it’s interpretive, relational, and adaptive. The numbers matter. But what matters more is how those numbers shape perception, guide decision-making, support execution, and generate insight.

Management teams are increasingly looking to FP&A to support their strategic decision-making. Beyond pure quantitative analysis, the Frame → Decide → Act → Learn model helps clarify what that support actually involves. It offers a practical, human-centered approach—grounded in evidence—that helps teams succeed while avoiding common pitfalls.

Reading:

1 Kahneman, D. Thinking, Fast and Slow (2011).

2 Gigerenzer, G. How to Stay Smart in a Smart World (2022).

3 Tetlock, P., & Gardner, D. Superforecasting (2015).

4 Kahneman, D., Sibony, O., & Sunstein, C. R. Noise: A Flaw in Human Judgment (2021).

5 Bazerman, M. H., & Moore, D. A. Decision Leadership (2022).

6 Ibid.

7 Edmondson, A. C. Right Kind of Wrong: The Science of Failing Well (2023).

8 Brown, B. Dare to Lead (2019).

9 Argyris, C. Teaching Smart People How to Learn (1991).

10 Cashman, K. The Pause Principle (2024).

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