A Personal Data Discovery Solution Powered by ML

A Personal Data Discovery Solution Powered by ML

Thanks to GDPR and other data regulations, companies are required to have a certain degree of insight and control of the data they collect and store about individual people, or risk paying hefty fines. But getting the necessary level of insight and control is a big challenge, thanks in part to the way companies store data and the large number of data repositories they use. Now a startup called BigID is using machine learning to help companies identify everywhere individuals’ data resides and how it’s being used.

As a product category, data discovery is a well-trod area of the market. There are many vendors pitching solutions that can find sensitive data, such as Social Security numbers, for example, or credit card numbers hidden in relational databases, file systems, and sundry other locations companies end up stashing data.

But according to Dimitri Sirota, CEO of BigID, standard data discovery tools don’t go far enough in determining the context around the information that companies have stored about individuals. That extra granularity is necessary thanks to the General Data Protection Regulation (GDPR) that give individuals new privacy controls, including the power to demand companies tell them exactly how their data is collected and used.

“The problem with privacy is that you have to find not just PII [personally identifiable information] but PI, all personal information,” Sirota tells Datanami. “And what that means is you have to be able to figure out if it’s personal based on the context to a person.”

Standard data discovery tools can ferret out pieces of PII like names, addresses, phone numbers, and email addresses fairly easily. But under the new data privacy paradigm, individuals are empowered to know about other pieces of data, such as IP addresses, GPS coordinates, and cookies that companies often collect and increasingly use as part of their analytic workflow.

BigID came to market about 18 months ago with a solution designed help companies get a handle on these types of data. Tackling this problem in a head-on, relational or SQL-esque manner would require creating and maintaining intricate tables that track each data field for each individual. Master data management (MDM) software vendors found that nearly an impossible task before the big data boom, and today, it’s simply out of the question.

Share it:
Share it:

[Social9_Share class=”s9-widget-wrapper”]

Leave a Reply

Your email address will not be published. Required fields are marked *

This site uses Akismet to reduce spam. Learn how your comment data is processed.

You Might Be Interested In

The Smart City – What is it and where is it going?

4 Mar, 2017

Tom gets in his car that is parked in a space rented from another resident of SmartCity throughMobypark. SmartCity uses …

Read more

Predictive analytics in healthcare helps manage high-risk patients

16 Jan, 2017

Just because someone works in a hospital doesn’t mean she knows how to navigate the healthcare maze, leverage it to …

Read more

Building an Analytics Center of Excellence – A Practical Guide

3 May, 2017

For companies newly endeavoring in establishing capabilities in Data Science, it is important to keep a few crucial points in …

Read more

Recent Jobs

Senior Cloud Engineer (AWS, Snowflake)

Remote (United States (Nationwide))

9 May, 2024

Read More

IT Engineer

Washington D.C., DC, USA

1 May, 2024

Read More

Data Engineer

Washington D.C., DC, USA

1 May, 2024

Read More

Applications Developer

Washington D.C., DC, USA

1 May, 2024

Read More

Do You Want to Share Your Story?

Bring your insights on Data, Visualization, Innovation or Business Agility to our community. Let them learn from your experience.

Get the 3 STEPS

To Drive Analytics Adoption
And manage change

3-steps-to-drive-analytics-adoption

Get Access to Event Discounts

Switch your 7wData account from Subscriber to Event Discount Member by clicking the button below and get access to event discounts. Learn & Grow together with us in a more profitable way!

Get Access to Event Discounts

Create a 7wData account and get access to event discounts. Learn & Grow together with us in a more profitable way!

Don't miss Out!

Stay in touch and receive in depth articles, guides, news & commentary of all things data.