Preventing Sexual Harassment With Artificial Intelligence

Preventing Sexual Harassment With Artificial Intelligence

  • The Results
Projects finished!

AI-driven heatmaps and safe routes for major Indian cities with award-winning organization Safecity to make the lives of many women saver. 34 Omdena Collaborators leveraged the latest Artificial Intelligence tools to build solutions for preventing Sexual Harassment.

 

Why

UN Women states that 1 in 3 women face some kind of sexual assault at least once in their lifetime.” In Safecity’s experience, the statistics in India seem to be extremely high. A rape occurs every 20 mins. Yet most women and girls do not talk about this abuse for multiple reasons such as fear of society, culture, victim-blaming, fear of the police, tedious formal procedures, etc. Safecity’s mission is to empower women who have experienced sexual abuse and they have done a great job gathering one of the biggest global data sets on sexual harassment cases. In the challenge, the Omdena community built several solutions to help women at risk of sexual abuse.

 

The solutions

The community leveraged open-source data as well as Safecity’s database to built heatmaps and safe routes using Nearby Search, Directions API and Grid Coverage techniques. Part of the solution is a sexual harassment category classifier with 93 percent accuracy and the application of convolutional neural networks and LSTM to predict places at a high risk of sexual harassment incidents.

All articles from the challenge can be found on our blog below.

 

The impact: Sexual Harassment meets Artificial Intelligence

Safecity platform and app

Safecity, both the platform and the app, functions as a crowdsourced place where individuals can share their personal stories of sexual harassment and abuse in public spaces, categorizing them by place, time and type of harassment. This data then gets aggregated into hot spots on a map that indicate trends at a local level. Our AI-driven safe routes and heatmaps automate this process and result in an efficiency and accuracy boost.

We are thanking all community collaborators for the amazing work done!

This project has been hosted with our friends at

Partner feedback

Omdena is one of the world’s finest set of Data Science enthusiasts working for Social Good. In only two months, we accomplished, what we tried for two years reaching out to some of the largest corporations.
Articles from this projects