Derek Ouyang (@derekouyang) header
Derek Ouyang (@derekouyang) profile picture

Research Director at the Regulation, Evaluation, and Governance Lab (https://teapawt.net/t.co/uyz1KwNzxM), Executive Director of City Systems (https://teapawt.net/t.co/K2Dx00Hg05).

Walnut Creek, CA
Joined August 2010
Photo by Derek Ouyang (@derekouyang)Photo by Derek Ouyang (@derekouyang)Photo by Derek Ouyang (@derekouyang)Photo by Derek Ouyang (@derekouyang)Photo by Derek Ouyang (@derekouyang)Photo by Derek Ouyang (@derekouyang)Photo by Derek Ouyang (@derekouyang)Photo by Derek Ouyang (@derekouyang)Photo by Derek Ouyang (@derekouyang)Photo by Derek Ouyang (@derekouyang)
Check out the interactive website (hidden-in-plain-text.reglaba…) accompanying our paper "Hidden in Plain Text: LLM-Assisted Detection of Discriminatory Local Laws," designed superbly by @dbateyko! Another compelling RegLab demonstration of how AI can guide local legal reform efforts.
Local law still formally mandates racial segregation. In 2026. We built the largest dataset of local laws and used LLMs to search for discriminatory provisions across the nation. What we found should not still be on the books. New @StanfordHAI hai.stanford.edu/policy/maki…
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Let's say you're trying to understand racial health disparities in the U.S. Does it matter which source of administrative race/ethnicity information you use? We analyzed a dataset of 5M+ patients with linked electronic health records and Census Bureau microdata to find out. 🧵👇
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1/ About 19% of patients were missing race info in their EHRs, which is self-evident. But with the novel data linkage we were able to "recover" the missing race and find substantial disparities in missingness across groups: 18% for White vs. 35% & 39% for Asian & NHPI patients.
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The EPA receives thousands of tips annually from the public about environmental violations. 80% of them shouldn’t even be going to the EPA, and the rest often get sent to the wrong division. We’ve built an LLM-based system to assist with tip routing. aclanthology.org/2025.emnlp-…
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This is a big Abundance-style problem. Desk officers spend 1+ hour per day just removing irrelevant tips, and 2 more rerouting misclassified ones. Inefficiency delays responses to actual environmental crimes (like silive.com/westshore/2018/06…) and prolongs civil enforcement actions.
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Thanks @KelseyTuoc for referencing our ADU study! Couldn't have said it better: "I don’t think we need better enforcement that would prevent this housing from getting built — we need fewer rules for people building much-needed housing!" RegLab is working on this with cities!
I wrote for the Argument today about all the ways our society is set up to reward cheating: strict rules, not really enforced, because we lack the will either to enforce them or to change them. theargumentmag.com/p/the-hon…
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The term "Asian American", developed in the 60s for political purposes, can unfortunately mask significant within-group disparities. We just published a dataset + code in Nature Scientific Data to assist with Asian disaggregation for equity assessments. nature.com/articles/s41597-0…
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Here's an example from the paper: according to federal data on life expectancy, you may conclude that Asian Americans outlive White Americans by eight years. But disaggregate the same data, and you'd find that Chinese Americans outlive Vietnamese Americans by 9.3 to 11.6 years.
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If anybody attended my #NPC25 Denver presentation on unpermitted ADUs and happened to take a photo, I'd appreciate a share!
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Loving the new single from @tracemountains, which over the last few albums has been "leveling up" towards @TheWarOnDrugs. One could affectionately call them The Thumb War on Drugs. open.spotify.com/track/1nrRF…
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About 300 permitted backyard ADUs were built in San Jose, CA from 2016-2020. How about unpermitted ADUs? Our Stanford team annotated 15,000 parcels using public satellite imagery. Our estimate? Over 1,000 unpermitted ADUs in SJ -- a 75% unpermitted rate. tandfonline.com/doi/full/10.…
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These unpermitted detached accessory dwelling units were more likely to be built in less wealthy, higher density, and minority communities. We also found that almost a fifth of these were built on lots smaller than 5,445sf. Prior to July 2018, ADUs were illegal on these lots.
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I have read 100 of 100 books for the 2023 Reading Challenge! What should I read next? goodreads.com/user_challenge…
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I'll be talking about this project on @KCBSRadio 106.9 FM around 8:20a this morning!
Replying to @SFNext
If you got a dollar back for every dollar you spent on public transit, would you spend money at downtown businesses? The ‘Downtown Dollars’ rewards program would incentivize people to ride public transit and cash in on discounts downtown. 4/15 sfchronicle.com/sf/article/s…
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Here's the audio. I totally thought I was going to be able to explain this was a @sfchronicle project, but never got the chance to... audacy.com/podcast/kcbs-radi…
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Thanks for the feature, @paloaltoweekly! Check out aduo.org for the 5-part YouTube series on the demonstration garage conversion project in North Fair Oaks.
Meet the #Stanford grad who created a "plug-in" accessory dwelling unit to solve the housing crisis. paloaltoonline.com/news/2023…
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East Palo Alto homeowners eligible for the CalHome loan could potentially build an Aduo with a $100k construction loan, move into the Aduo, rent out the main house, pay off the loan, move back into the main home, and then rent out the Aduo at market rents epacando.org/cando-adu/
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The most difficult project in #SFNext I worked on was Peacelets. I think this will be the most misunderstood, and hence the most controversial. Here's the full animated design. sfchronicle.com/sf/article/c… (1/7)
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I think the key insight here is that Peacelets are an experiment in peacekeeping, in a particular hyperlocal place, with all the right stakeholders at the table. If we can't figure out peacekeeping at this scale, we can't figure it out period. (2/7)
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I also enjoyed working with Joi Jackson-Morgan from @3rdstyouth on Civic Hall, one of the ten #SFNext proposals focused on filling vacancies in city government. sfchronicle.com/sf/article/t… (1/4)
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Here's a variation on the data viz from the article. Here I plotted 32,000 dots representing all city positions, and the 4000 red dots are vacancies. I did this using ggplot2 in R. (2/4)
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I also think the idea of "solidarity rents" is big. Foster a community where higher-income renters know and are proud of paying a bit more so that lower-income renters can pay a bit less. Better, I think, than inclusionary housing as-is. (2/5)
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This is by far the simplest of the ten #SFNext proposals! Use money on transit, get an equivalent amount in rewards loaded onto your Clipper Card, but you can only use the rewards in downtown, and within 24 hours. (1/6)
Replying to @garciaruize
This proposal, by a group led by @derekouyang, incentivizes commuters to visit downtown by giving them merchant discounts on their clipper cards. Simple and Brilliant. sfchronicle.com/sf/article/s…
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The origin of this idea was @StanfordLaw doing a similar program over the summer to encourage staff to eat at the Law School cafe. We got about $100 on our ID cards, use it or lose it. (2/6)
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This was a really fun one to work on with Tom Radulovich from @Livablecity! (1/6)
With its temperate weather, beautiful architecture, natural beauty and material prosperity San Francisco could be one of the most beautiful, walkable, bikeable cities in the world. Here is a proposal to advance that vision in concrete ways. @derekouyang sfchronicle.com/sf/article/p…
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Here's a simplified diagram of the Big Wiggle, along with its namesake henceforth-to-be-called the Lil' Wiggle, and Market Street. One of ten #SFNext proposals out today. (2/6)
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I love the idea of attracting more universities to Downtown SF, one of ten #SFNext proposals sfchronicle.com/sf/article/d… (1/6)
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I was happy to help out with some quick data wrangling to visualize the publicly owned parcels that could be good candidate sites. Check out the exact tool we used: citysystems.github.io/sf_pub… (2/6)
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I’m proud to be part of the #SFNext team that developed ten ideas for shaping the future of San Francisco. I’ll post a few threads about the projects I was most involved in. Here, I’ll share a bit more about how the sausage was made. sfchronicle.com/sf/article/r… (1/6)
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I was invited to participate based on the recommendation of the fantastic @LauraWenus, who had previously invited me to talk about my research and nonprofit work on the Fixing Our City podcast in Februrary sfchronicle.com/podcasts/art… (2/6)
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The final of five videos documenting Aduo, our open-source, prefab garage ADU concept for the Bay Area youtu.be/JQMjcnqJoTw
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