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Spending Analytics Feature Development for Digital Bank

Services Covered:

Custom Software Development
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Industry
Industry

Financial Services

Duration
Duration

16 months

Budget
Budget

Confidential

Client Size
Start Date

1 January 2024

Team Size
Team Size

1-5 Employees

Engagement Model
Engagement Model

Onshore

Project Capability Score (PCS)

gauge meter
84/100
Strong

Project Capability Score (PCS) estimates how capable Designveloper is of successfully delivering a project like this, based on its past experience, track record, and ability to handle similar work. Learn more about PCS

Client

Confidential

mapHo Chi Minh City, Vietnam

Project Summary

Designveloper built a spending analytics feature for a digital bank by integrating the transaction database, designing a machine-learning categorization system, and building a dashboard and UI components. The feature increased weekly active users and received positive customer feedback; the team followed a structured Agile process and delivered mostly on time.

Key Challenges

  • Build an automatic transaction categorization system
  • Provide visual insights and summaries of user spending
  • Integrate with the existing transaction database

Project Deliverables

  • Backend API for data analysis
  • Machine-learning categorization system
  • Dashboard with charts and breakdowns by category, merchant, and time
  • UI component library for the new dashboard
  • Production-ready feature integrated into the mobile app, including testing, documentation, and deployment to iOS and Android

Project Solution

Designveloper was responsible for the end-to-end development of the spending analytics module: integrating with the client's existing transaction database; designing a machine-learning-based categorization system; creating a dashboard with charts, breakdowns by category, merchant and time, goal setting, and monthly spend summaries; and delivering testing, documentation, and deployment to iOS and Android. Key deliverables included the backend API for data analysis, a UI component library, and a fully tested production-ready version of the feature integrated into the client's mobile app.

Project Outcome

  • Increased weekly active users engaging with the personal finance tab
  • Positive customer feedback praising clarity and visuals
  • Mostly on-time delivery with a structured Agile process and strong responsiveness

Platforms

  • MobileMobile

Tech Stack

  • iOSiOS
  • AndroidAndroid
  • REST APIREST API

Client Endorsement

Overall Review Rating

5star

Timeliness

Cost Rating

Willing to Refer

Quality of Deliverables

“Designveloper's work resulted in increased weekly active users and positive customer feedback. The team followed a structured Agile methodology, managed sprints well, was responsive, suggested improvements, and showed ownership. The team's technical strength and UX sensitivity were impressive.”

Thoa Lê Thị Kim

Project Manager

Note: This endorsement is based on publicly available client feedback from external review sources.