Master’s in Analytics & Visualisation · Automation · UX

Building a bridge between data, AI and practical workflows.

I’m developing my analytics and AI capabilities through my master’s, while drawing on professional experience in workflow automation, UX, learning technology and media production.

Areas I’m connectingLearn → prototype → apply
  1. 01Data & analyticsdeveloping through my master’s
  2. 02Applied AIcoursework · projects · prototypes
  3. 03Automationprofessional workflows & apps
  4. 04UX & visualisationprofessional practice & study

Differentiating strengths Broadcasting & media · ACLP · Learning facilitation · Learning design · Animation · 3D · AR/VR

Selected work

Projects across data, AI, automation and UX.

Showing all projects

SMU sustainability education webpage
SMUWeb contentLearning design

Web & Interactive Learning Content

End-to-end web content across institutions, from banners and EDMs to clickable HTML information pages. The SMU sustainability education page is one public example.

View webpage
COCO gyroscope game with a dog, ball and flower field
Personal R&DUnity WebGLInteraction

COCO Gyroscope Mobile Game

A small Unity WebGL game controlled by tilting a mobile phone, built as an interaction experiment using device motion.

Play
NTU AI faculty sharing sessionNTU AI faculty sharing session
NTUAI adoption

Sharing AI Tools with Faculty

Early faculty sharing sessions on tools such as Descript and D-ID, focused on trust, deepfake concerns, responsible use and reducing unnecessary studio re-recording.

Facilitation / change adoption
On-location production shootGreen-screen studio production
NTUProductionStudio operations

Production & Shoot Support

Camera, framing, lighting, green-screen capture, live monitoring and post-production support for faculty and industry shoots.

Video / studio operations

Technical toolkit

Technical enough to build. Human-centred enough to make it useful.

I work across analysis, automation and interface design — connecting the operational problem to a testable solution.

01

Programming & data

From raw data to a defensible answer.

Analysis, modelling and visualisation across coursework and applied projects.

PythonRSQLTableauPower BINLPComputer visionStatistical analysisData wrangling
02

Automation & apps

From repetitive hand-off to working workflow.

Low-code and enterprise automation for forms, approvals and operational tools.

WorkatoUiPathServiceNowPower AppsPower AutomatePower Automate Desktop
03

UX & product

From ambiguous brief to a tested experience.

Research, structure and interaction design that connects real user needs to a buildable system.

UX researchInteraction designInformation architectureJourney mappingService designPrototypingUser testingRequirements
04

Creative & learning tools

From concept to interactive media.

Production, authoring and immersive tools for visual and learning experiences.

Adobe Creative CloudLearning management systemsCanvaArticulate RiseStorylineiSpringUnityUnreal EngineMayaZBrushBlenderSubstance Painter

Credentials

Certified across product, process and immersive technology.

Formal training that supports how I frame work, collaborate with teams and improve systems.

2025

Advanced Certificate in Learning and Performance 2.0

Institute for Adult Learning

2024

Lean Six Sigma Green Belt Certification

KPMG

2024

Professional Certificate in Agile Project & Product Management

Singapore University of Technology and Design

2024

Certified Product Owner

Scrum Alliance

2024

Certified Scrum Master

Scrum Alliance

2024

Implement Lean Six Sigma

Learners Hub

2023

UX/UI Digital Product Management

Nanyang Technological University

2021

Designing for Virtual Reality

Mages Studio

2021

Designing for Augmented Reality

Mages Studio

Education

Analytics depth, built on a creative-technology foundation.

Undergraduate degree

BA (Hons) Animation Art
3D Animation

Goldsmiths, University of London
via LASALLE College of the Arts

A creative-technology foundation in 3D production, visual storytelling, environment design, modelling, lighting and rendering.

Experience

Where I’ve worked.

Roles across enterprise innovation, public-sector learning, higher education, media production and immersive training. Responsibilities are drawn from my current resume.

Apr 2026 — Present

Nestlé

Open Innovation, Application Development Intern

  • Gather requirements, rapidly prototype AI-enabled solutions and conduct user testing to refine workflows.
  • Built an end-to-end Power Apps workflow for studio-space and equipment booking and returns, including process documentation.
  • Automated content-design requests with Microsoft Forms, Power Automate, Planner and Teams, and improved Power BI reporting for monthly safety incidents and operational trends.
Jul 2025 — Feb 2026

Singapore Science Centre Board

E-Instructional Designer

  • Developed an AI-powered proof of concept for automated assignment grading, including submission evaluation and a human-review interface.
  • Streamlined grading workflows through Power Automate and updated Moodle course content as required.
Dec 2024 — Jul 2025

Singapore Management University

Learning Technologist, Assistant Manager

  • Produced videos, animations and interactive modules for blended and online learning.
  • Transformed traditional courses into engaging blended formats through instructional design and digital content development.
Oct 2023 — May 2024

Singapore Institute of Technology

Assistant Manager

  • Developed a new compulsory undergraduate module, Storytelling Using Generative AI.
  • Managed student developers and testers delivering e-learning courseware against project goals and timelines.
  • Created newsletters and EDMs for the Centre for Digital Enablement and managed online webinars from planning through technical facilitation.
Oct 2021 — Oct 2023

Nanyang Technological University

Senior Executive, Video & Studio Support

  • Supported video production, audio recording, editing and multimedia creation for learning content.
  • Piloted AI-generated faculty voiceover workflows for faster content updates and more scalable production.
  • Researched AR, VR and AI tools, and provided creative and AV support for curriculum and non-curriculum projects.
May 2021 — Aug 2021

SMRT

3D Graphic Artist Trainee · SGUnited Traineeships

  • Modelled and textured 3D assets for virtual-reality training.
Sep 2020 — Mar 2021

Singapore Polytechnic

Digital Learning Developer Trainee · SGUnited Traineeships

  • Worked with lecturers to transform lecture material into immersive, interactive e-learning packages using Articulate Rise and Storyline.
  • Created supporting visual media to improve comprehension.

About

I’m expanding a human-centred practice into data and AI.

My master’s is developing my capabilities in analytics, visualisation and applied AI. My professional experience is strongest in workflow automation, UX, learning technology and media production. I’m now exploring how those strengths can work together in clear, practical solutions.

DevelopingAnalytics · Visualisation · NLP · Computer vision
Professional practiceAutomation · UX · Learning technology · Media
Creative foundationBroadcasting · Animation · 3D · AR/VR

Let’s build something useful

Have a data, AI or automation problem that needs a human-centred solution?

karanamniha@gmail.com