Go to LIST taxonomy of legal problems
Find machine-readable codes of legal issues that people in the US face.
Use the Legal Issues Taxonomy (LIST) to tag your services, people’s needs, datasets of people’s stories or cases, or your website pages. Also use it as you develop AI initiatives to classify and spot legal issues.
We built Legal Issues Taxonomy (LIST), as a master list of the legal issues that people face in the US today. This taxonomy can be used as a data standard for AI, applications, and website markup.
Our work on LIST, the Legal Issues Taxonomy, built off of other existing (but not machine-readable) legal help taxonomies. In particular, we built off of the National Subject Matter Index (aka NSMI), which is a 2000s era list of legal issue codes that legal aid groups made, with sponsorship by LSC. NSMI was made by legal aid groups mainly to track their own project work and for billing, grants, and finances.
Our Lab combined this comprehensive NSMI taxonomy with other lists of issues from legal aid groups and legal help website admins. While we were drafting LIST in 2018-2020, we had been calling it NSMIv2. Now we’ve officially updated the name to Legal Issues Taxonomy, LIST.
Why build a legal issues taxonomy like LIST?
We developed LIST to provide crucial infrastructure for a new generation of intelligent tools and resources, that can connect people with legal needs with resources that can help them.
Our goal was to improve from the National Subject Matter Index, to take it from an expert-centered taxonomy to a more user-centered taxonomy that can better link people’s phrasings of problems with experts’. Our research is examining if different rephrasings of these taxonomy terms; if different hierarchies and groupings of these terms; and if additional terms can improve the usability of this taxonomy for spotting legal issues and providing information.
You can see our LIST taxonomy here, and leave edits, comments, and additional details. You can also use the issue codes individually or downloading the full working taxonomy.
What makes the LIST taxonomy special?
LIST takes this compiled earlier legal problem code taxonomies’ terms, and added in new terms suggested by our stakeholders. The resulting Legal Issues Taxonomy can be used to:
- Consistently label legal content + people’s stories, about what legal issue is present (like on Learned Hands, where we need standardized labels for how we’re categorizing Reddit stories’ legal issues)
- Have understandable, non-jargon terms for these issues (so that non-experts, like law students or paralegals) can understand what the term means
- Link a term to multiple parents, to recognize that the same issue may be categorized within multiple legal families of issues
Are you a lawyer, law librarian, or information scientist who wants to help us build and review this LIST taxonomy? We would love your support: fill in this form to let us know your interest.
Our Process to create LIST
We have been working since 2018 to take the original National Subject Matter Index and update it to be ready for more machine learning purposes, and to include more user-centered phrasings and arrangements of issues.
Our essential steps in creating and vetting this revised National Subject Index v2 are as follows:
- Clean Up the Draft Taxonomy: Flesh out + clean up our large list of terms that we have compiled from multiple groups, with de-duplication, re-writing of all the children terms that are vague or jargony, and identifying cross-parents
- Expert Review Sessions: Checking our hierarchies and terminologies with legal experts, to hear if they have concerns about topics’ organization, level on hierarchy, or other issues that need to be present. This is done through phone or video calls with experts, on specific branches of the taxonomy
- Topic Model Review: We will see what the topic modeling of Reddit posts (and other online communities) pull out as clusters of issues. Based on this we will see if our taxonomy is covering all the issues that are showing up on Reddit. This is like a large, digital focus group to see what clusters of issues are present.
- Comparison to other Taxonomies: We will compare our proposed taxonomy categories to those of other legal aid groups, including the site maps of statewide legal help portals (that also present taxonomies of common issues for people to find resources) and other applications that have created taxonomies of legal issues.
- Review through running legal/novice checks through Learned Hands: We will work with Metin + the Learned Hands interface to set up controlled tests in which we present the same posts and term labels to different cohorts of users (experts and novices). We will see if they are using the same terms consistently and if they are confused or unsure about how to apply the labels.
- Mapping Code #s between Taxonomies: Each term in NSMIv1 has a numeric code. We made new codes in LIST. In order to have people who have used NSMIv1 be able to coordinate with the new taxonomy (if they like), we need to map the v1 codes with the v2 codes.
You can read more about our process in an article at Legal Design and Innovation, “Every legal problem that exists: the legal help taxonomy for machine learning”.