
Mark Li developed and integrated backend features for the bettersg/SchemesSG_v3 repository, focusing on user feedback and scheme management systems. Using Python and Firebase Functions, he built an end-to-end feedback capture pipeline that stores structured user input in Firestore, enabling future analytics and data-driven improvements. Mark enhanced the reliability of feedback submissions by refining error handling and removing redundant validations, which improved data integrity. He also implemented an update_scheme Cloud Function, allowing for flexible creation and editing of scheme entries with expanded payload support. His work demonstrated depth in backend development, API design, and cloud-based data modeling within a short timeframe.
December 2024: Key features delivered include Feedback Submission Reliability and Error Handling improvements and the Update Scheme API with payload enhancements. Major bugs fixed include reliability issues in feedback submission and removal of redundant timestamp validation to boost data integrity. Overall impact: improved data reliability, robust scheme management, and streamlined admin workflows. Technologies/skills demonstrated: Cloud Functions (Firebase), API design, data modeling (schemeEntries collection), and robust error handling.
December 2024: Key features delivered include Feedback Submission Reliability and Error Handling improvements and the Update Scheme API with payload enhancements. Major bugs fixed include reliability issues in feedback submission and removal of redundant timestamp validation to boost data integrity. Overall impact: improved data reliability, robust scheme management, and streamlined admin workflows. Technologies/skills demonstrated: Cloud Functions (Firebase), API design, data modeling (schemeEntries collection), and robust error handling.
In November 2024, delivered end-to-end User Feedback System integration in bettersg/SchemesSG_v3, enabling structured storage of user feedback and paving the way for actionable insights through Firestore.
In November 2024, delivered end-to-end User Feedback System integration in bettersg/SchemesSG_v3, enabling structured storage of user feedback and paving the way for actionable insights through Firestore.

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