Are we buying clicks or valuable customers?
Coming soon
Product & business analytics
I connect user behaviour with product and business decisions. My background spans applied psychology and software engineering.
My work spans lifecycle and incentive analytics at JD Daojia, cloud photo analytics at Baidu, and enterprise software at D3 Security and PingCAP / TiDB.
Use customer response, holdouts, and subsidy cost to shape segmented offers and a repeatable campaign strategy.
Connect package use, repeat purchase, and modeled subsidy efficiency to product and pricing decisions.
Follow plan mix and purchase batches to distinguish weaker active purchasing from renewal performance.
Connect geographic demand, audience momentum, customer value, and feature use to a focused growth agenda.
Turn weak return moments into clearer rewards, then review new and existing check-in participants separately.
Locate the first-to-second-order bottleneck and translate channel differences and order timing into follow-up priorities.
Separate platform mix, channel quality, and competing explanations before attributing a retention decline to the product.
Diagnose the first paid moment, the purchase funnel, pricing clarity, and value after the first payment.
Work backward from a DAU goal, compare acquisition schedules, and test the economics behind resource choices.
Repair data production, standardize core metrics, and make recovery and monitoring part of everyday reporting.
Figures are synthetic, not company results. The cases preserve the original analytical approach and directional conclusions. Recommendations and implemented work are identified separately.
Coming soon
Agree on the business outcome, the metric definition, and the cost constraints.
Use the user’s goal, recent behaviour, and lifecycle stage to choose an action and its timing.
Compare outcomes and costs with a credible baseline; use experiments where possible.
Work with product, operations, and engineering to test, review, and make useful findings repeatable.
Dec 2025 – Present
DATABASE SOFTWARETiDB · Distributed SQL database
Mar 2025 – Nov 2025
CYBERSECURITYSecurity workflow automation
Aug 2022 – Jul 2023
CONSUMER CLOUDCloud photo & subscription product
Aug 2021 – Aug 2022
DIGITAL CONTENTContent feed & discovery
Apr 2020 – Aug 2021
LOCAL COMMERCEGrocery & local services
Jun 2018 – Apr 2020
LOCAL RETAIL & DELIVERYJD Daojia · On-demand grocery & local retail