3-4 min read

Simplify Loan Operations

Simplify Loan Operations

ComparaJá.pt · 2021 · 34 weeks

Context

Context

Context

I helped design a platform for a home loan operations team to replace fragmented tools and Excel-based workflows used to evaluate client viability for bank loan proposals.

The platform was used daily by agents, analysts, and partner managers to collect client data, assess risk, and decide whether a process could be sent to banks

My Role: Product Designer

Team: 1 PM, 1 Product Designer, 1 Backend Engineer, 2 Frontend Engineers

Problem

Problem

Problem

The operations team relied on large Excel documents and multiple platforms to manage client processes, which created inefficiency and cognitive overload during live calls with clients.

The main issues were:

  • Excessive scrolling and manual data entry

  • Repeated information across different tools

  • Low visibility of key client and viability data

  • Difficulty understanding if a client was viable for specific banks

This slowed decision-making and increased operational friction

Approach

Approach

Approach

I started with research by shadowing the operations team and conducting interviews to understand their real workflows, constraints, and pain points.

To validate design decisions I've:

  • Observed agents handling real client calls

  • Mapped the full process and required fields for bank rules

  • Built low-fi prototypes focused on clarity and speed

  • Ran 2 usability testing rounds (10 agents, then 5 agents in call-based scenarios)

The main focus was reducing cognitive load and helping agents access critical information instantly during live conversations.

Solution

Solution

Solution

We replaced the Excel-based workflow with a centralized platform structured around two core views:

  • Process view with all relevant client information and journey context

  • Viability tool showing calculated values, bank eligibility, and key decision indicators

The main improvements:

  • Consolidated all client data into a single interface

  • Surfaced crucial values (effort rate, loan amount, viability) at the top

  • Reorganised fields for faster scanning and completion

  • Added contextual explanations when a client was not viable

  • Enabled dynamic calculations that updated based on field changes

This allowed agents to understand client viability in real time while on calls, instead of switching between tools.

Challenges

Challenges

Challenges

01

Domain
complexity

Domain complexity

Domain Complexity

Understanding the domain complexity was a major challenge. Every field impacted financial calculations and bank rules, which required deep collaboration with the product manager and operations team.

02

Time
Constraints

Time Constraints

Time Constraints

Another constraint was time. The project moved quickly in a fast-paced environment, forcing prioritisation and pragmatic design decisions.

03

Technical Constraints

Additionally, we were constrained by an external UI library (Vuetify), which limited visual flexibility and required adapting designs to existing components rather than designing freely.

Impact

Impact

Impact

This project replaced Excel-based workflows with a centralized platform used by the operations team, reducing the time spent finding key client and viability information by around 50% in usability sessions. It also enabled real-time client viability assessment during live calls, improving agents’ confidence and speeding up decision-making.

This is a project snapshot

Contact me to know more. I’m happy to talk through the full process, constraints, and decisions behind the work.

contact@joanapedreira.com

Next project

2025

AI Guidance for Funnel Analytics 🔒

Helping teams make sense of complex analytics by adding AI support directly into the funnel workflow.

AI Design

B2B SaaS

Complex Systems

View Project

2025

AI Guidance for Funnel Analytics 🔒

Helping teams make sense of complex analytics by adding AI support directly into the funnel workflow.

AI Design

B2B SaaS

Complex Systems

View Project

2025

AI Guidance for Funnel Analytics 🔒

Helping teams make sense of complex analytics by adding AI support directly into the funnel workflow.

AI Design

B2B SaaS

Complex Systems

Read Case Study

© 2026 Joana Pedreira

contact@joanapedreira.com

© 2026 Joana Pedreira

contact@joanapedreira.com

© 2026 Joana Pedreira

contact@joanapedreira.com