Case Study · Decision Architecture

Pool Planning Decision Tool

Designing clarity into complex decisions

Planning a pool is exciting, but the process quickly becomes overwhelming. This project explores how structured decision architecture can guide homeowners from early inspiration to confident action.

Role

UX Strategy / Information Architecture / Interaction Design

Scope

UX concept study / decision framework design
Timeline
~2 weeks
Tools
Figma, AI-assisted prototyping, front-end implementation
01
Inspiration
02
Goals
03
Cost
04
Readiness
05
Action
Context

Why this project matters

For most homeowners, pool planning starts with a feeling: we want one. What comes next is much less clear.

Suddenly the process involves trade-offs around yard conditions, pool type, installation timeline, permits, ongoing costs, and contractor selection. Most people don’t have a roadmap for working through those decisions, so they either stall out or reach out to builders before they’re ready.

I wanted to explore what it would look like to create a calmer, more structured planning experience—one that helps people understand the decision landscape before they enter a sales conversation.

Key Frictions Observed
  • Fragmented planning information
  • Premature contractor outreach
  • Unrealistic budget expectations
  • Decision fatigue during proposal comparison
  • No clear sequence for what to figure out first
Strategic Goal

Reduce friction. Build confidence.
Shorten the cycle.

The goal of this project was to reduce cognitive overload by organizing pool planning into clear decision layers.

Instead of treating the experience like a quote form or a feature-heavy calculator, I wanted it to feel like a structured guide—something that helps people understand what matters, when it matters, and how early choices shape everything that follows.

Z
what decisions matter
Z
when they matter
Z
and how early choices influence downstream project outcomes
Decision Patterns

Decision patterns observed

Users think in a straight line, but decisions aren’t

Even when people approach planning step-by-step, their choices are deeply connected. A decision about size or features often changes what’s realistic financially.
Excitement comes before clarity

Most users start with inspiration (what they want) before understanding what’s feasible. This creates tension once real constraints enter the picture.

Confidence breaks down at comparison

The hardest moment often isn’t getting started—it’s choosing. Once proposals and trade-offs appear, many buyers realize they never had a framework for evaluating them.

Framework Reveal

A staged framework for complex decisions

Planning a pool is not a linear process; it’s a series of interdependent decisions shaped by lifestyle priorities, physical constraints, and financial considerations.

I structured the journey into five stages, not to force a rigid sequence, but to give people a clearer mental model for how these decisions build toward readiness.

01

Inspiration

02

Goals

03

Cost

04

Readiness

05

Action
01
Inspiration

Users begin by exploring what a pool could look like in their lives. At this point, the focus is emotional: lifestyle, atmosphere, family use, and the kind of experience they want to create.

02

Goals & Constraints

Attention shifts to what is realistically possible. Users evaluate yard limitations, define size and shape direction, and begin prioritizing features against physical and practical constraints.

03

Cost & Timeline

Possibility is grounded in financial reality. Users develop budget awareness, explore financing considerations, and align expectations around installation timelines and long-term ownership costs.

04

Readiness

Before talking to contractors, users need more than preferences, they need confidence. This stage helps them check site planning, permitting awareness, and whether they’re actually prepared to move forward.

05

Action

With decisions more clearly aligned, the final stage supports next steps: requesting consultations, comparing proposals, and moving toward a contractor decision with less uncertainty.
Framework Reveal

From linear flow to decision architecture

Traditional planning tools often assume users move neatly through a fixed sequence of steps. In reality, decision-making is iterative: users revisit earlier assumptions as budget, site conditions, or priorities become clearer.

This framework acknowledges that reality. Instead of presenting the process as a rigid flow, it treats planning as a system of connected decisions that gradually builds toward confidence and action.

Decision framework mapping the journey from early inspiration to contractor readiness

Structural Decisions

Key structural choices and why they matter

Progressive commitment, not immediate commitment

The experience starts with low-pressure exploration and only gradually introduces decisions that feel heavier, like cost, permits, and contractor engagement.

Decision clusters instead of feature lists

Rather than presenting isolated inputs, related decisions are grouped together so users can understand trade-offs in context.
Cost introduced after vision clarity
Financial planning becomes more useful once users have a clearer sense of type, scale, and priorities. Introducing it too early creates unnecessary friction.
Readiness before contractor outreach

Instead of pushing users straight into conversion, the framework helps them reach a more informed state first, making later contractor conversations more productive.

Interfact & Visual Strategy

How the interface builds clarity and trust

Start with orientation, not decisions

Before asking users to make choices, the experience clearly frames what’s ahead: what decisions they’ll make, how long it takes, and what they’ll get out of it.

This reduces hesitation and sets expectations upfront, making users more comfortable engaging with the tool.

Make trade-offs visible

The pool type comparison screen turns abstract differences into something easier to evaluate. Instead of forcing users to guess, it reveals meaningful trade-offs (cost, speed, customization, maintenance) so users can understand how each decision impacts the overall project.

Turn complexity into something manageable
The cost estimator breaks a high-anxiety topic into controllable variables. Users can adjust inputs, see how choices affect range, and access guidance without losing the bigger picture.

Outcomes

What the tool enables

This concept isn’t about generating outputs, it’s about changing how people approach a complex decision.

By structuring the planning process into clear stages, the tool creates conditions for more confident, informed action.

Clarity before commitment

Users can explore options and understand trade-offs before entering a contractor conversation, reducing premature decisions and misaligned expectations.

More confident comparisons

By the time users reach proposal evaluation, they have a clearer sense of priorities, budget range, and constraints, making decisions less reactive.

A smoother path to action
Instead of stalling or second-guessing, users move forward with a stronger understanding of what they want and what’s realistic.
Reflection

What I would refine next

If I continued this project, I’d focus on making the guidance more adaptive—especially in the later parts of the experience, where uncertainty tends to spike.

I’d also want to test how users respond to the staged framework itself: whether the sequence feels intuitive, where they hesitate, and how often they revisit earlier decisions once cost and feasibility enter the picture.

More than anything, this project reinforced how much UX value can come from structuring a decision process well. The interface matters, but the bigger opportunity is helping people feel oriented, informed, and ready to act.

Interested in decision framework design or journey architecture work?

Wireframes

Early homepage wireframes created in Figma to establish content hierarchy and conversion flow before visual design.

Hero & Primary Value Proposition

Early homepage wireframes created in Figma to establish content hierarchy and conversion flow before visual design.

Pool Model Exploration Section
Card layout designed for quick visual comparison.
Closing Conversion Section
Trust signals and CTA reinforce inquiry.

Next Project

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