Lineage Quality Measurement

Monday, June 03, 2024 - 4:55 pm5:15 pm

JiSu Kim, Alex Lambert, and Francesco Logozzo, Meta

Abstract: 

Lineage allows us to understand data flows in systems, which is important for privacy because we need to understand where our data goes in order to protect them. There are a variety of Lineage approaches, such as static & dynamic analysis; each approach has potential false positives and false negatives.

These potential false positives and false negatives impact multiple entities: the Lineage tool owners, the product team using the tool, the privacy engineers assessing the products and tools. To ensure all the entities are using and upholding a consistent standard or threshold, we will present a common framework for measuring the performance of Lineage.

With this framework, we can help:

  • Product team and privacy engineers select the most effective and balanced approach for relevant privacy problems;
  • Lineage tool owners focus our engineering efforts on the Lineage improvements that reduce the most risk; and
  • Lineage tool owners develop new Lineage solutions and quantitatively show their efficacy.

JiSu Kim, Meta

JiSu Kim is a privacy engineer at Meta focusing on critical privacy reviews.

Alex Lambert, Meta

Alex Lambert is a software engineer at Meta focusing on privacy and security problems.

Francesco Logozzo, Meta

Francesco Logozzo is a software engineer in the Privacy team at Meta. He has published more 50 academic papers in the main programming languages conferences (POPL, PLDI, OOPSLA, SAS, VMCAI...), gave keynote talks at Academic and Industrial conferences (MSFT BUILD, …) chaired several program committees (SAS, VMCAI...) and served in many many more. He is the co-recipient of the "2021 IEEE Cybersecurity Award for Practice" for his work on Zoncolan.

BibTeX
@conference {296289,
author = {JiSu Kim and Alex Lambert and Francesco Logozzo},
title = {Lineage Quality Measurement},
year = {2024},
address = {Santa Clara, CA},
publisher = {USENIX Association},
month = jun
}