How Third Parties who Act as Brokers of Data will Struggle as the Future of Data Collaboration Changes
And few understand this better than data aggregators. Data aggregators can loosely be defined as third parties who act as brokers of data to other businesses. Verisk Analytics is perhaps the largest and best-known example, but many other companies exist as well: Yodlee, Plaid, MX and many more.
These data aggregators understand the importance of data, and how the right data can be leveraged to create value through data science for consumers and companies alike. But the future of data collaboration is starting to look very different. Their businesses may well start to struggle.
Why data aggregators face a tricky future
As the power of data has become more widely recognized, so too has the importance of privacy. In 2018, the European Union implemented GDPR (General Data Protection Regulation), the most comprehensive data privacy regulation of its kind, with broad-sweeping jurisdiction. GDPR did its work right away, with a succession of privacy leaks across multiple industries that led to highly negative media coverage. Facebook suffered a $5-billion fine.
Where once many were skeptical, today, few people deny the importance of data privacy. Privacy itself has become a separate dimension, distinct from security. The data scientist community has come to understand that datasets must not only be secure from hackers, but de-identified, to ensure no individual can have their information stolen as the data is shared.
In the new era of privacy controls, third party data aggregators will face two problems:
- Privacy Protection Requirements
Using a third party to perform data collaboration is a flawed approach. No matter what regulations or protections you enforce, you are still moving your data out of your data centers, and exposing your raw information (which contains both PII and IP-sensitive items) to someone else. Ultimately, third party consortiums do not maintain a “privacy-by-design” frame, which is the standard required for GDPR compliance.
- Consumers Don’t Consent to Have their Data Used
The GDPR requires that collectors of data also collect the consent of their consumers for its use. If I have information that I’ve collected, I can only use it for the specific purpose the consumer has allowed for. I cannot just share it with anyone, or use it however I like.
These challenges are serious obstacles to data collaboration, and will affect data aggregators the most due to their unique value proposition.Many see data aggregators as uniquely flawed in their dealings with these issues, and that has generated some negative traction against them. A recent Nevada state law required all who qualified to sign up for a public registry.
There is a need for these aggregators to come out ahead of this, in order to overcome challenges to their business model, and to avoid negative media attention.
How CryptoNumerics can help
At CryptoNumerics, we recognise the genuine ethical need for privacy. But we also recognize the vast good that data science can provide. In our opinion, no-one should have to choose one over the other. Hence we have developed new technology that enables both.
CN-Insight uses a concept we refer to as Virtual Data Collaboration. Using technologies like secure multi-party computation and secret share cryptography, CN-Insight enables companies to perform machine learning and data science across distributed datasets. Instead of succumbing to the deficits of the third-party consortium model, we enable companies to keep their data sets on-prem, without need of co-location or movement of any kind, and without needing to expose any raw information. The datasets are matched using feature engineering, and our technology enables enterprises to build the models as if the data sets were combined.
Data aggregators must give these challenges serious thought, and make use of these new technology innovations in order to stay ahead of a new inflection point in their industry. Privacy is here to stay, and as the data brokers that lead the industry, they have an opportunity to play a powerful role in leading the way forward, and improving their business future.
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