Business Analytics · NTU Singapore · Class of 2026

Data,
Insight,
Delivered.

Business Analytics graduate turning complex data into decisions that move organisations forward — from pipelines to boardrooms.

View My Work Get in Touch
Emmanuella Nicole
Open to work · Requires EP Sponsorship
Business Analytics· Data Pipelines· Machine Learning· Stakeholder Management· Power BI· Python & SQL· Strategic Analysis· Business Analytics· Data Pipelines· Machine Learning· Stakeholder Management· Power BI· Python & SQL· Strategic Analysis·
92% Manual workload reduced at CapitaLand
$15M Revenue opportunity identified
99.2% Fraud detection model accuracy
4.54 GPA out of 5.00, NTU
About

Bridging data and decisions.

I'm a Business Analytics graduate from Nanyang Technological University, Singapore, with hands-on experience across data engineering, BI, and strategic analysis at CapitaLand, Shopee, and SoDrama Entertainment.

I thrive at the intersection of numbers and narrative — translating raw data into insights that stakeholders actually act on.

Data & Programming Python · SQL · R · Spark · VBA
Visualisation & BI Power BI · Tableau · Adobe Analytics · Fabric
Machine Learning XGBoost · Random Forest · CART · LR
Automation Power Automate · Power Platform · Gurobi
Strategy & Business Stakeholder Mgmt · Root Cause · Financial Modelling
Selected Work

Projects that matter.

Featured · 01
Fraud Detection Prediction Model
Built a predictive model trained on 1M+ transactions using an ensemble of Logistic Regression, CART, Random Forest and XGBoost — achieving 99.2% accuracy and surfacing high-risk fraud indicators through feature importance analysis.
Python XGBoost Random Forest RStudio AUC-ROC
View Project ↗
99.2%
🔍
02
Tourist Itinerary Optimiser
Applied MILP with Gurobi to optimise tourist routes maximising satisfaction under time and distance constraints, with a user-facing planning dashboard.
PythonMILPGurobiFigma
↗ 03
Airlines Sentiment Analysis
NLP-driven sentiment analysis on airline reviews to identify passenger experience pain points and surface actionable service improvement recommendations.
PythonNLPSentiment Analysis
↗ 04
Cycle & Carriage Improvement Analysis
Business analysis identifying operational inefficiencies and delivering data-driven recommendations to improve performance and customer experience.
Business AnalysisData Analysis
↗ 05
Microplastic Consulting Analysis
Consulting-style analysis combining environmental data research with strategic recommendations bridging insights with sustainability implications.
ConsultingSustainabilityData Analysis
↗ 06
Hawker Hunt — Web Platform
Designed and built a web platform celebrating Singapore's hawker culture, demonstrating full-stack development skills and passion for local heritage.
HTML/CSSJavaScriptWeb Dev
↗ 07
Pop Mart Strategic Management
Strategic management deep-dive into Pop Mart's market positioning, competitive landscape, and growth opportunities with actionable business strategies.
StrategyMarket ResearchBusiness Analysis
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Experience

Where I've worked.

CapitaLand
May – Dec 2025
Internal Audit, Data Analyst Intern
  • Engineered a data processing pipeline using Microsoft Fabric to automate policy extraction, reducing manual workload by 92% and enabling faster insights for management reporting.
  • Analysed 6,000+ employee records via Power BI dashboards, flagged 57 non-compliance cases, and escalated actionable insights to HR for rapid remediation.
  • Owned cross-functional coordination, delivering project outputs within tight timelines while incorporating stakeholder feedback.
SoDrama – Kakee
Jul – Sep 2025
Business Analyst Intern (Part-time)
  • Analysed Gen Z engagement data across four product verticals using Adobe Analytics, identifying a $15M revenue opportunity.
  • Translated data findings into 5 actionable recommendations projected to increase user acquisition by 25%.
  • Compiled weekly performance reports, resolving data quality issues before delivering data-driven recommendations.
Shopee Pte. Ltd
May – Aug 2024
Regional SEO Tech Intern
  • Automated SEO workflows using AI and Python, cutting content generation time by 50% across nine regional markets.
  • Conducted competitive gap analyses to strengthen SEO performance against key competitors.
  • Delivered market trend insights for Indonesia and Singapore, liaising with local departments across 9 markets.
Let's Connect

Ready to contribute.

Seeking Business Analyst, Data Analyst or Strategy roles in Singapore.
Requires Employment Pass sponsorship.

nicolesg019@gmail.com LinkedIn Portfolio +65 8272 1613