Bio
Credentials
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Public policy analysis
The London School of Economics and Political Science (LSE)May, 2022- Apr, 2026 -
AI Ethics & Governance
Nanyang Technological University SingaporeFeb, 2022- Apr, 2026 -
Certified Information Management Professional (Data Governance)
eLearningCurveAug, 2021- Apr, 2026 -
Data Quality Fundamentals
eLearningCurveAug, 2021- Apr, 2026 -
Data Stewardship Fundamentals
eLearningCurveAug, 2021- Apr, 2026 -
How to Deploy and Sustain Data Governance
eLearningCurveAug, 2021- Apr, 2026 -
Information Management Fundamentals
eLearningCurveAug, 2021- Apr, 2026 -
Data Governance Fundamentals
eLearningCurveAug, 2020- Apr, 2026 -
Data Rights Foundations
LinkedInApr, 2020- Apr, 2026 -
Giving Your Elevator Pitch
LinkedInApr, 2020- Apr, 2026 -
Learning Data Governance
LinkedInApr, 2020- Apr, 2026 -
Learning Information Governance
LinkedInApr, 2020- Apr, 2026 -
Sheryl Sandberg and Adam Grant on Option B: Building Resilience
LinkedInApr, 2020- Apr, 2026 -
61st IATSS Forum Participant
IATSS FORUMJul, 2019- Apr, 2026 -
EMC - Data Science Associate
Dell EMCJul, 2018- Apr, 2026 -
ADM-333 | HDP Operations: Core Administration
HortonworksMay, 2018- Apr, 2026 -
Spark - Level 1
IBMMay, 2018- Apr, 2026 -
Big Data Foundations - Level 1
IBMApr, 2018- Apr, 2026 -
Hadoop Foundations - Level 1
IBMApr, 2018- Apr, 2026 -
Certified Analytics Professional
(CAP®) Certified Analytics ProfessionalOct, 2018- Apr, 2026
Experience
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Singapore Land Authority
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Singapore
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Deputy Director
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Feb 2022 - Present
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Singapore
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KPMG Singapore
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Singapore
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Associate Director
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Aug 2021 - Feb 2022
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Singapore
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Temasek Polytechnic
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Singapore
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Adjunct Lecturer
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Oct 2019 - Sep 2021
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Singapore
Adjunct lecturer for Specialist Diploma in Business Analytics- Business Intelligence Fundamentals- Business Intelligence Project- Augmented Data Preparation- Data-driven Storytelling
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Data Science & Analytics Consultant / Business Lead (Smart Utilities / Infrastructure)
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Nov 2015 - Jul 2021
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Singapore
Data Architect / System Architect- Enterprise Data Analytics and Governance Platform- Embedding analytics into dashboard and reporting systemsProject Manager for Business Process Management System (IBM BPM)- To ensure deliverable milestones are met- Managing financial, manpower and time resources- Working within the project budget- Generating project documents for customer- Managing project risks and to mitigate / minimise the risksBid Project Manager- To estimate man effort costing for tenders- To estimate project risks and plan for risk mitigation- To assist in the generation of the project bid documents- To estimate the project costing and price package- To determine the project development lifecycle and plan for the through flow of man effort- To perform a work breakdown structure to ensure completeness of planningData Analyst- To review data and generate training and testing data for statistical models (Java, PostgreSQL, IBM Streams)- To perform tuning of models to ensure minimise false positive / false negatives- Building predictive models for forecasting systems (Python) Data Science Solution Consultant - Provide SME input for Data Science Solutions for Enterprise Systems- Provide SME input for potential determining data analytics use cases for business solutions- Recommend products for implementation for data science systemsProjects in the areas of:Data Science / Analytics PlatformsBig Data Platform Delivery Big Data AnalyticsData WarehouseBusiness Process Management
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Squadron Officer Commanding
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Apr 2014 - Oct 2015
Main Duties and Responsibilities of an Officer Commanding- Supervise my team/subordinates to ensure that all Squadron missions are executed successfully.- Ensure that staff and subordinates are trained to perform their jobs effectively. - Responsible for well-being of team members and ensure they are motivated, committed, ready and able to execute the mission upon command.- Manage the Squadron’s finance and logistics.- Ensure objectives and missions are executed successful on timely basis.- Involved as management team in strategy, crisis and contingency management, decision making.
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Staff Officer
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Apr 2013 - Mar 2014
Staff Officer to UAV HQ Standards Officer- Review the formation's pilots training requirements and performance- Conduct quarterly meetings to review training methodologies- Plan and Conduct annual UAV skills competition- Review holistic UAV training plan for completeness and effectiveness
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Squadron Standards / Doctrines Officer
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Apr 2011 - Mar 2013
To ensure Squadron UAV Pilots train adequately for the mission requirements- Development of training scenarios to meet the mission objectives- Development of training publications and syllabus to govern training course needs- Conduct training for UAV Pilot trainees- To develop tactical doctrines for the conduct of a UAV mission
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Squadron Safety Officer
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Apr 2008 - Mar 2010
To ensure the safe conduct of operations- Conduct review of safety regulations and publications- Conduct briefings of safety incidents to share safety lessons- Assist in the annual Air Force operations and safety audit- To ensure compliance to safety regulations in daily operations- To assess, mitigate and minimise risk in operations, through education and training
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Squadron Publications Officer / Deputy Safety Officer
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Feb 2006 - Mar 2008
Managed the documentation and publications of the squadron- Conduct reviews of the operational processes and procedures- Conduct reviews of the tactical doctrines of the platform- Assist in the annual audits for documentation and publications stocktakeTo assist the Safety Officer- In the conduct of the monthly safety program- Review the daily processes and procedures to ensure compliance to the safety regulations- Assist in the annual Air Force safety and operations audit to ensure compliance
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Intern
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Nov 2004 - Jan 2005
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Education
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2012 - 2014National University of Singapore
Master’s Degree, Knowledge Engineering -
2001 - 2005UNSW Australia
Bachelor’s Degree, Information Systems -
1997 - 2000Anglo-Chinese School (Barker Road)
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