MLMORRISMorris Liu
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CaseWork

22 Cases

Selected Cases

Case by case

01Data AnalyticsO2O On-Demand Logistics Platforms

Cancellation Rate Driver Analysis for an On-Demand Logistics Platform

Decomposed cancellation drivers across the order lifecycle and both sides of the marketplace to identify high-risk markets, scenarios, and journey stages for operational improvement.

  • SQL
  • Cancellation Analysis
  • Funnel Analysis
  • Segmentation
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02Data AnalyticsO2O On-Demand Logistics Platforms

Market-Specific On-Demand Booking Analysis

Conducted a deep dive into demand, supply availability, matching efficiency, and completion performance in a priority market to identify localized growth constraints and opportunities.

  • SQL
  • Market Analysis
  • Demand & Supply
  • Cohort Analysis
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03Data AnalyticsO2O On-Demand Logistics Platforms

Two-Sided Marketplace Supply, Demand & Matching Study

Studied both demand-side and service-provider journeys to understand how marketplace liquidity, matching efficiency, and participant behavior shaped completion and retention.

  • SQL
  • Marketplace Analytics
  • User Journey
  • Provider Journey
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04Data AnalyticsO2O On-Demand Logistics Platforms

Cancellation Timing & Order Lifecycle Analysis

Analyzed when cancellations occurred across order states, separating pre- and post-match behavior to identify the highest-value intervention windows.

  • SQL
  • Time-to-Event Analysis
  • Order Lifecycle
  • Cohort Analysis
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05Data AnalyticsConsumer Goods, Retail & Enterprise Management

Global Consumer Enterprise BI Dashboard Planning

Planned enterprise reporting platforms, KPI frameworks, and BI solutions so management and operations could make decisions from consistent measures.

  • Business Intelligence
  • KPI Framework
  • Dashboard Design
  • Reporting
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06Data AnalyticsConsumer Goods, Retail & Performance Management

Global Consumer Enterprise Dashboard Enhancement

Led dashboard optimization, advanced analytics, and performance reporting improvements across multiple business functions.

  • Dashboard Optimisation
  • Advanced Analytics
  • Performance Reporting
  • KPI
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07Data AnalyticsSmart Mobility & Metropolitan Transit

Metropolitan Public Transport OD Demand System

Integrated mobility data and analyzed origin-destination demand and travel patterns while enhancing the system for evidence-based transport planning.

  • Origin-Destination
  • Demand Modelling
  • Mobility Data
  • Transport Analytics
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08AI & Data ScienceMobility Platforms, Ride Services & Airport Transport

Airport Taxi Demand Growth & Operations Pilot

Applied mobility analytics, demand forecasting, and AI-enabled operational optimization to improve airport taxi utilization and service performance.

  • Demand Forecasting
  • Mobility Analytics
  • Operational Optimisation
  • Airport Taxi
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09AI & Data ScienceMaritime, Port Operations & Navigational Safety

Smart Maritime Safety Programme

Led planning, development, and implementation of AI-enabled maritime safety applications, analytics platforms, operational dashboards, and decision-support systems.

  • Maritime Analytics
  • AI Applications
  • Operational Dashboard
  • Decision Support
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10AI & Data SciencePublic Safety, Disaster Information & Government Services

Public-Sector Disaster Information AI Assistant & Multilingual Service

Planned and implemented an AI virtual assistant and multilingual translation capabilities to improve disaster-information accessibility and citizen engagement.

  • AI Assistant
  • LLM
  • Multilingual
  • Translation
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11AI & Data ScienceFinTech, Investment Research & Decision Support

Stock Multi-Agent Financial Analyzer

Financial analysis platform combining an LLM Gateway with Playwright browser automation. Multi-agent collaboration (news / finance / trader / data) with Safety Guard and full artifact traceability.

  • FastAPI
  • Playwright
  • React
  • OpenAI
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12AI & Data ScienceMaritime, Vessel Monitoring & Public Safety

Maritime – High‑Risk & Anomaly Prediction

Integrated national weather, vessel static data, and real‑time AIS streams into ClickHouse and deep learning to predict grounding and anomalous behaviors and help prevent maritime incidents.

  • Deep Learning
  • Streaming
  • SQL
  • Structured & Unstructured Data
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13AI & Data ScienceMarTech, Retail & Demand Forecasting

Disrupted Time-Series Forecasting under COVID-19

Compared SARIMA, Holt-Winters, and Prophet under COVID-19 disruptions. Designed three experimental groups (excluding / including / post-COVID data) to quantify the impact of external shocks on time-series forecasting.

  • Python
  • SARIMA
  • Prophet
  • Holt-Winters
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14AI & Data ScienceDigital Gaming, Probability Design & Simulation

Slot Game Engine & Probability Optimizer

3×3 slot game engine combining Monte Carlo simulation with heuristic search to auto-optimize reel configurations under RTP 95% and win rate ≥ 55% constraints. Full-stack implementation with FastAPI backend and React frontend.

  • Python
  • FastAPI
  • React
  • Monte Carlo
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15AI & Data ScienceEnterprise Software, Knowledge Management & GenAI

AutoLLM — No-Code RAG Chatbot Platform

Production-grade RAG platform with document upload, vector retrieval, multi-LLM switching (OpenAI / Gemini / Claude), dual-layer Redis + PostgreSQL storage, and Docker microservice deployment.

  • FastAPI
  • Next.js
  • PostgreSQL
  • pgvector
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16Data EngineeringConsumer Goods, Retail & Enterprise Data

Global Consumer Enterprise Data Integration & Governance

Led enterprise data integration, governance framework design, and digital transformation planning to create a consistent foundation for trusted data use.

  • Data Integration
  • Data Governance
  • Data Quality
  • Operating Model
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17Data Engineering · AI & Data ScienceSmart Mobility & Public Transport

Regional AI Smart Transportation Data Centre

Led development, integration, and operation of an AI-enabled transportation data platform supporting multimodal mobility analytics, governance, and decision-making.

  • Mobility Analytics
  • Data Platform
  • Data Governance
  • Multimodal Data
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18ConsultingPublic Transport & Smart Mobility

Major Public Transport Operator AI Pilot & Capability Building

Served as AI planning consultant and trainer to identify railway AI opportunities, shape pilot roadmaps, and build internal delivery capability through workshops.

  • AI Strategy
  • PoC Planning
  • Workshops
  • Railway
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19ConsultingHealthcare & Life Sciences

Major Healthcare Institution AI Adoption Pilot

Supported healthcare AI adoption strategy, pilot implementation, and stakeholder capability building within a practical governance and feasibility framework.

  • AI Strategy
  • Healthcare AI
  • PoC
  • Stakeholder Workshops
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20ConsultingHighway Transport & Public Infrastructure

Highway Transport Authority AI Pilot

Led AI opportunity identification, proof-of-concept planning, and organizational training to convert highway digital transformation goals into executable pilots.

  • AI Strategy
  • Proof of Concept
  • Public Sector
  • Workshops
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21ConsultingConsumer Goods, Retail & Enterprise Operations

Global Consumer Enterprise Data & AI Adoption

Served as project manager and AI/data lead for enterprise AI strategy, use-case assessment, and implementation planning to accelerate data adoption and business innovation.

  • AI Strategy
  • Use Case Assessment
  • Operating Model
  • Roadmapping
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22ConsultingSmart Government, Public Services & Cybersecurity

Local Government Digital Development & Cybersecurity Strategy

Developed a phased local-government roadmap spanning digital transformation, data governance, smart-government initiatives, and cybersecurity strategy.

  • Digital Strategy
  • Data Governance
  • Smart Government
  • Cybersecurity Strategy
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