Strategy · Research · AI Builder
Business analyst at Shopee · Ex PwC Strategy& · 2.5 years across consulting and tech, with extensive international project experience, cross-market insights, and hands-on experience building AI tools for internal use.
My strength is finding work that teams repeat again and again, understanding why it is slow or messy, and building a simpler way to do it.
I started in strategy consulting, where I learned research, problem solving, and executive communication. At Shopee, I have used those skills to build tools, improve workflows, and help teams move faster.
These tools show how I work: I find a repeated team problem, build a solution, and make it simple enough that people actually use it.
Built a Multi-Agent workflow on SMART platform and connected it to 82+ CI documents, including monthly reports, deep-dives, and meeting notes. Deployed it as a SeaTalk bot so teammates can ask questions in plain language and get sourced answers in direct chats or group chats.
Before this, people had to search through decks and notes by hand. After this, they could get answers much faster.
Replaced a manual monthly process with a Python pipeline connected to Google Sheets. It reads 3 source sheets, applies use-case mappings, aggregates by country and API type, and writes the results back to the target report.
This saved time every month and made cost tracking more reliable across 5 markets.
# Run once at month start: # python maps_usage_update.py --month "Jan-26" # Add --dry-run to preview without writing def process_ih(client, ih_mapping, month): df = load_sheet_as_df(client, SOURCE_ID, "IH") df = df[df["record_month"] == month_to_num(month)] agg = df.groupby(["module", "use_case", "region"])\ .agg(usage=("usage", "sum")) return agg, na_rows ✅ Written: 847 cells ⚠️ NA: 3 rows (usage=0) ✅ Done! Check Sheet & review NA report.
These projects show how I work beyond building tools: solving business problems, aligning teams, and pushing work through to execution.
My titles have changed, but the pattern is consistent: I started with research and strategy, and gradually moved toward building systems and driving execution.