A PERSONAL SPACE ON THE INTERNET   ✳

Curious about people.
Inspired by data.

✳

Hi, I'm Mazwani. Welcome to a little corner of my world — where thoughtful work meets the moments that make life lovely.

Mazwani smiling on a mountain road surrounded by mist and lush forestSOMEWHERE BETWEEN THE MOUNTAINS & THE MOMENTwith love, M.
BASED IN SELANGOR, MALAYSIASCROLL TO EXPLORE ↓
01 / THE PERSON BEHIND THE PAGE

A little about me.

I believe the most interesting insights start with a simple question: why do people do what they do?

I'm Mazwani — a user operations and lifecycle marketing professional with a growing love for analytics and understanding human behaviour. My work lives at the intersection of people, creativity and data: building better experiences, finding meaningful patterns and turning insights into action.

Away from spreadsheets and campaigns, I find inspiration in quiet places, beautiful landscapes and the little details that make ordinary days feel special. This space is a bit of both sides of me.

Mazwani ♡
02 / WHAT I'VE BEEN UP TO

The journey so far.

Different roles, different lessons. One continuous curiosity about connecting with people.

2024 — NOW
User Operation Specialist
CONSTRUCT TECHNOLOGY

Building meaningful user relationships through lifecycle marketing, engagement initiatives, in-app events and data-driven decisions.

↗
2021 — 2024
Lifecycle Marketing Executive
TOLUNA CORPORATE

Managed Malaysia and Singapore user panels, retention campaigns, Braze communications and interactive engagement experiences.

↗
2021
Affiliate Marketing Associate
SHOPEE

Supported affiliate programmes and collaborated across teams to improve acquisition and traffic initiatives.

↗
2020 — 2021
User Operation Management Executive
BIGO LIVE

Coordinated acquisition campaigns, creator partnerships and large-scale online events to grow the community.

↗
2019 — 2020
Online Reputation Associate
OYO MALAYSIA

Worked across online reputation, social campaigns, influencer partnerships and brand collaborations.

↗

DOWNLOAD MY FULL CV ↗

patterns.LOOKING CLOSER, UNDERSTANDING DEEPER
03 / SELECTED RESEARCH

The stories behind the data.

For my Master of Science in Business Intelligence and Analytics at Universiti Teknologi Malaysia, I explored public sentiment about childfree choices in Malaysia — using large language models and transformer-based approaches to understand nuanced conversations.

The project combined text preprocessing, sentiment classification and thematic analysis, bringing together my interest in people with the possibilities of AI.

PythonSentiment analysisLLMsXLM-RoBERTaBusiness intelligence
1,303Threads posts analysed
3.98Master's academic result
A+Master's FYP grade
04 / OUTSIDE OF WORK

Little moments, big feelings.

Because there's more to a person than their résumé. A few frames from the places that make me pause.

05 / KEEP IN TOUCH

Let's make something meaningful.

Have a project, an opportunity or just a lovely thought to share? My inbox is always open to a good conversation.

Say hello
Until then, stay curious. ♡