Custom dataset - design advanced data logic for non-technical users

In 2024, I designed and launched Custom dataset in Report Builder - a tools that help user combining different datasets without the need know how to join data technically. Custom dataset allowing user to pull data from different datasets into one report which significantly reduced the amount of reports that suppliers need to maintain, also providing user flexibility to build their own datasets that meet their busness need. With Custom dataset, suppliers can now is customer, online shopping and store inventory data in one report instead of creating 3 repoerts seperately.

Role

Lead designer

Timeline

2021 - present

Contribution

UI/UX; Research; Testing; VQA

Team

1 Designer (me), 1 PMs, 4 Engineers (Backend + UI)

Result and Impact

85% - reduction in client churn rate within the first year of launch.

30% - decrease in average daily query volume during mornings, improving system efficiency.

18% increase in profit margin due to reduced total query costs.

Please reach out for full case study

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Made with ❤️ and ☕ by Sofia in NYC 2025️

Custom dataset - design advanced data logic for non-technical users

In 2024, I designed and launched Custom dataset in Report Builder - a tools that help user combining different datasets without the need know how to join data technically. Custom dataset allowing user to pull data from different datasets into one report which significantly reduced the amount of reports that suppliers need to maintain, also providing user flexibility to build their own datasets that meet their busness need. With Custom dataset, suppliers can now is customer, online shopping and store inventory data in one report instead of creating 3 repoerts seperately.

Role

Lead designer

Timeline

2021 - present

Contribution

UI/UX; Research; Testing; VQA

Team

1 Designer (me), 1 PMs, 4 Engineers (Backend + UI)

Result and Impact

85% - reduction in client churn rate within the first year of launch.

30% - decrease in average daily query volume during mornings, improving system efficiency.

18% increase in profit margin due to reduced total query costs.

Please reach out for full case study

⬆️ Back to top

🔗 Download my resume

Made with ❤️ and ☕ by Sofia in NYC 2025️

Custom dataset - design advanced data logic for non-technical users

In 2024, I designed and launched Custom Dataset in Report Builder, a feature that empowers users to combine data from multiple sources without needing SQL or technical expertise.

Previously, merchants and suppliers had to run 20+ separate reports just to understand their business performance. This was frustrating, time-consuming, and costly. With Custom Dataset, users can join and reuse data fields across reports, significantly reducing manual work and duplicated queries while giving them flexibility to build datasets tailored to their needs.

Role

Lead designer

Timeline

4 months

Contribution

UI/UX; Research; Testing; VQA

Team

1 Designer (me), 1 PM, 4 Engineers (Backend + UI)

Result and Impact

85% - reduction in client churn rate within the first year of launch.

30% - decrease in average daily query volume during mornings, improving system efficiency.

18% increase in profit margin due to reduced total query costs.

Please reach out for full case study