Livabl

Livabl is an open-source platform that aggregates public datasets to generate a 0–100 Quality of life score for every block, helping homebuyers and renters make data-driven decisions through an interactive map and comparable locality insights.

Description

The Problem

Choosing where to live is one of the biggest financial and lifestyle decisions people make — yet it’s often based on incomplete or biased information. Property listings highlight positives, short visits reveal little about long-term livability, and critical public data about neighborhoods remains scattered across multiple platforms.

As a result, renters and buyers rely mostly on price, brief impressions, and word-of-mouth rather than objective measures of quality of life.


The Solution — A Unified Locality Quality Score

Livabl brings fragmented urban data together to create a standardized Quality of life Score (0–100) for every block.

By combining environmental, infrastructure, accessibility, and civic data, the platform transforms complex datasets into simple, comparable insights that help users evaluate neighborhoods with confidence.

Think of it as a credit score for localities — transparent, data-backed, and easy to understand.

How Users Interact With Livabl:

  1. Open the interactive map of Delhi

  2. Select a ward such as Mukherjee Nagar

  3. View a detailed breakdown of its Quality Score

  4. Compare it side-by-side with another locality like Saket

  5. Make a more informed housing decision

Livabl turns urban complexity into clear, actionable insights.



Core Metrics (MVP)

The scoring engine integrates:

  • Healthcare Access — Hospitals within a 3 km radius.

  • Education Access — Schools within a 3 km radius.

  • Connectivity — Public Transport accessibility index.

  • Environment — Average AQI levels.

  • Civic Responsiveness — Active complaint data.

  • Community Sentiment — User-submitted ratings.


Technology Stack

  • OpenStreetMap — Ward boundaries & base maps.

  • Open AQI datasets — Environmental data.

  • Python — Scoring and data pipeline.

  • React / JavaScript — Interactive dashboard.