Loan Origination System

Overview

Applying for a loan meant paper, waiting, and re-typing.

This system streamlines the loan application process end to end: it minimizes the complexity applicants face, and gives the bank better customer analysis (KYC) on the other side. What used to live in folders and manual data entry now moves as structured, scored data.

I collaborated with backend developers and UI designers to build an engaging, user-friendly frontend in Vue, from the guided application form to the analyst dashboard, keeping the experience responsive and seamless throughout.

The journey

One application, from first question to final decision.

01
Application starts digital
Applicant
Instead of a stack of paper forms at a branch, the applicant works through a guided, step-by-step form online.
02
Documents go to the cloud
Cloud storage
IDs, statements, and collateral papers are uploaded once and stored securely — nothing physical to lose or damage.
03
The borrower gets scored
Governance API
KYC checks and borrower profile scoring run through a governance API, feeding the analyst a profile instead of a folder.
04
Transactions read themselves
AI
AI extracts and analyzes bank transaction histories that staff used to type in by hand.
05
Analyst decides
Dashboard
The analyst sees the scored profile, documents, and transaction analysis in one place and makes the call.

One system, three audiences

Applicants, analysts, and management see different sides of it.

Applicants

A big form, made walkable

Applying for a loan means a lot of questions. The form is broken into small guided sections with clear navigation, so nobody faces a wall of fields.

Analysts

A profile, not a folder

Borrower scoring, documents, and AI-read transaction histories land in one view, so the analysis starts from answers instead of data entry.

Management

The pipeline at a glance

A data-driven dashboard with interactive visualizations shows how applications move through the pipeline and where decisions stall.

Engineering decisions

Four things the build had to get right.

Break the form down, not the applicant

The loan application form was the most complex piece of the system. I took it through iterative design rounds, splitting it into smaller sections with intuitive navigation and inline guidance, so a process that used to be a cumbersome paper stack became a flow people can finish.

Make the dashboard data-driven

The administrative dashboard integrates interactive data visualizations with a governance API for borrower profile scoring. Analysts decide from scored, visualized data instead of raw records.

Move documents off paper

Physical loan documents are vulnerable — they get lost, damaged, and are slow to retrieve. A cloud storage solution made every document secure and instantly accessible from the application it belongs to.

Let AI read the bank statements

Manually entering bank transaction histories was the slowest step in loan approval — staff spent hours typing before analysis could even start. Integrating AI to automate that task significantly expedited approvals, with faster and more accurate assessments.

Loan origination dashboard — Administrative dashboard

Mobile view of the loan application — Mobile view

Outcome

A lending process that finally moves at digital speed.

The bank went from folders and hand-typed spreadsheets to a flow where an application arrives structured, scored, and ready to decide on. The paper stack never came back.

Zero paper: Fully digital applications; The guided form replaced the stack of branch paperwork — applicants finish in one sitting instead of coming back with missing documents.
Hours, not days: Faster statement analysis; Bank transaction histories used to be typed in by hand before analysis could start. AI reads them now, and approvals stopped waiting on data entry.
One screen: Everything an analyst needs; Scored profile, documents, and transaction analysis in a single view — the decision starts from answers, not from assembling a folder.

Next project

Internal system

Smartfish Management

Aquaculture · 2021

A loan approved without a single paper form.