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Jared Knowles

@jaredknowles.com
138 followers 192 following 189 posts

Founder and President of Civilytics Consulting | Political Science Ph.D. | Specializing in data viz 📊, policy research, and data analysis of US public data with a side of public finance 💸 | 🎸 📷 🖥️ self-hoster and active de-googler | Boston, MA

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Jared Knowles @jaredknowles.com · 29/09/2026
Spread your message of repentance far and wide!
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Jared Knowles @jaredknowles.com · 29/09/2026
As someone who has immediate family struggling with mental health disorders, this profile was compassionate and very real feeling. It is hard to describe the ups and downs, day by day, but Brendan Quinn’s writing nails it. Much 💝 to Duncan and his family. 🔗
nytimes.com
Profile of Duncan Robinson: An improbable NBA breakthrough
As someone who has immediate family struggling with mental health disorders, this profile was compassionate and very real feeling. It is hard to describe the ups and downs, day by day, but Brendan Quinn’s writing nails it. Much 💝 to Duncan and his family.
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Jared Knowles @jaredknowles.com · 28/09/2026
I'm US focused so that's ok with me, but these questions are making me think my own web sites could use a bit of answering exactly these questions for folks to decide if getting involved is right for them 🤣
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Jared Knowles @jaredknowles.com · 28/09/2026
This looks very cool. Happy to see it added there. Before I do the adding and commit to maintain I'd want to know more about the project though - the project website is a bit thin!
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Jared Knowles @jaredknowles.com · 28/09/2026
A really interesting "meta-analysis light" approach to summarizing evidence. It reminds me of work eliciting priors, which would be helpful to local evaluators as baseline before doing internal evals. Context matters so much in education as do the biases of the experts polled.
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Jared Knowles @jaredknowles.com · 28/09/2026
Thanks! On my next dataset update pass I'll surface a good subset and make a submission.
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Jared Knowles @jaredknowles.com · 25/09/2026
Took some time today to get out in nature and see some of the great open spaces near my own backyard. This is the Great Meadows Wildlife Reserve!
jaredknowles.com
Sunshine before the storm
Took some time today to get out in nature and see some of the great open spaces near my own backyard. This is the Great Meadows Wildlife Reserve!
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Jared Knowles @jaredknowles.com · 24/09/2026
See you in Boston! Cannot wait to read the book.
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Jared Knowles @jaredknowles.com · 24/09/2026
Saw Brandon Flowers, whose new album Thrasher is great, was playing down the road from me tonight. Grabbed a last minute ticket and hopped on my bike and it's time to rock!
jaredknowles.com
Wednesday night at the rock show
Saw Brandon Flowers, whose new album Thrasher is great, was playing down the road from me tonight. Grabbed a last minute ticket and hopped on my bike and it's time to rock!
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Jared Knowles @jaredknowles.com · 23/09/2026
Tarrant County's 300-page budget landed six days before the only hearing on it. A speaker gets three minutes, cut to two if 30 people register and one if 50 do. The better attended the hearing, the less each person can say. We drafted 10 comments so the group could make 10 arguments.
civilytics.com
A summer of budget reviews, and a New York City partnership
What we’ve been up to lately: budget reviews for grassroots groups in California and Texas, a growing partnership with the Student Leadership Network, and an unglamorous but critical data harvesting project for the ACLU of Southern California.
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Jared Knowles @jaredknowles.com · 22/09/2026
This article in the Economist gets to a layer of AI discourse that seems completely absent. Workers by the thousands are using AI to file administrative claims against their employers in Britain, putting a previously overly burdensome legal remedy in their hands. Sorry for the paywall, but thi... 🔗
economist.com
The Tragedy of the Commons AI Edition
This article in the Economist gets to a layer of AI discourse that seems completely absent. Workers by the thousands are using AI to file administrative claims against their employers in Britain, putting a previously overly burdensome legal remedy in their hands. Sorry for the paywall, but this is worth a read.
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Jared Knowles @jaredknowles.com · 22/09/2026
Comment on Education Department General Administrative Regulations (EDGAR, 2026) The proposed changes in EDGAR would harm small businesses like mine and hurt innovation in education research. Register your opposition to the further politicization of education research today.
jaredknowles.com
Comment on Education Department General Administrative Regulations (EDGAR, 2026)
The proposed changes in EDGAR would harm small businesses like mine and hurt innovation in education research. Register your opposition to the further politicization of education research today.
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Jared Knowles @jaredknowles.com · 21/09/2026
Maureen Tkacik wrote the heck out of this piece which explains the collusion, consolidation, and consumer exploitation at the root of the censorship of Macklemore. The roots run deep and old, but there is hope that the public is showing we’re fed up! 🔗
prospect.org
Macklemore vs. Everybody - The American Prospect
Maureen Tkacik wrote the heck out of this piece which explains the collusion, consolidation, and consumer exploitation at the root of the censorship of Macklemore. The roots run deep and old, but there is hope that the public is showing we’re fed up!
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Jared Knowles @jaredknowles.com · 19/09/2026
If only the national discourse were nuanced enough to distinguish and kept the incentives and motivations of the frontier lab companies in frame when covering these types of stories. Thanks for a clear statement!
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Jared Knowles @jaredknowles.com · 19/09/2026
I'd be interested! Web hosting needs at my company are very small but contributing to a hosting collective that is environmentally conscious and ethically run is very appealing
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Jared Knowles @jaredknowles.com · 17/09/2026
I really enjoyed your talk - thoughtful, practical, and detailed enough to give me a lot to think about! Thanks for sharing your work.
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Reposted by Jared Knowles
Michael Hobbes @michaelhobbes.bsky.social · 17/09/2026
Great system, no notes www.propublica.org/article/scho...
Voucher programs and the private schools they increasingly fund have proliferated across the country. Yet those schools often reject children with disabilities — the very kids who were used to help sell early voucher programs to lawmakers and the public - for having needs that are too costly, complex or disruptive. That leaves those children with few options beyond the public schools. And as public schools lose enrollment as a result of more and more
voucher use, they lose resources that would benefit children who remain, including those with disabilities.
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Jared Knowles @jaredknowles.com · 17/09/2026
Scenes from Posit Conf
jaredknowles.com
Scenes from Posit Conf
Scenes from Posit Conf
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Jared Knowles @jaredknowles.com · 16/09/2026
I think there's a world of difference between some automation of the workflow and the LLM making up the data and visualizations. LLMs are moving automation further up the stack, just like compilers did, and where they fit is one of the questions we should be asking.
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Jared Knowles @jaredknowles.com · 16/09/2026
One of my favorite talks of the whole conference!
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Jared Knowles @jaredknowles.com · 16/09/2026
I loved this talk. Mirai reinvented my workflow and mori looks like another huge level up! Thank you
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Jared Knowles @jaredknowles.com · 16/09/2026
Incredibly impressive project. Excited to collaborate with non-Quarto users much more seamlessly!
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Jared Knowles @jaredknowles.com · 16/09/2026
Wes McKinney’s keynote at #positconf2026 is 🔥 The idea of a clanker constitution is one I’ve been working on as well, but not as elegant. Luckily he’s sharing it so we can read and learn from it. 🔗
github.com
Versioned operating principles for coding agents
Wes McKinney’s keynote at #positconf2026 is 🔥 The idea of a clanker constitution is one I’ve been working on as well, but not as elegant. Luckily he’s sharing it so we can read and learn from it.
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Jared Knowles @jaredknowles.com · 16/09/2026
Yes it was fine during the keynote, but yikes. Sweater already added to the bag for tomorrow.
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Jared Knowles @jaredknowles.com · 15/09/2026
Great keynote by @christinezhang.bsky.social at #positconf2026 giving us the behind the scenes story of the NYT election needle and laying out the many angles to consider when "squaring the circle" of visualizing data uncertainty for a broad audience. Thank you!
A person stands on the stage at Posit Conf with a red backdrop and a large projected screen is to the right with an audience in front.
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Jared Knowles @jaredknowles.com · 15/09/2026
Really enjoying day 1 of #positconf2026. Lots of great ideas being shared. I definitely need to dig in on ShinyChat and data-dict to make public data more accessible.
jaredknowles.com
Posit Conf 2026 Houston
Really enjoying day 1 of #positconf2026. Lots of great ideas being shared. I definitely need to dig in on ShinyChat and data-dict to make public data more accessible.
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Jared Knowles @jaredknowles.com · 15/09/2026
Or just download from the Hugging Face repo using your preferred tool chain. Local use is welcome to spare my basement server 🤣
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Jared Knowles @jaredknowles.com · 15/09/2026
Of course! There's an R package with a function to clone the corpus. It's about 100mb. R package is uscogdata jaredknowles.com/posts/uscogd...
jaredknowles.com
uscogdata: 56 years of US local government finance, in one queryable place
Every dollar US state, county, municipal and township governments reported raising and spending from FY1967 to FY2024 — 46 million rows, free, and it tells you where the numbers get slippery.
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Jared Knowles @jaredknowles.com · 15/09/2026
AgentsView is amazing - I can't overstate how helpful it is to monitor your usage and periodically analyze usage patterns to improve your token efficiency and success rate in sessions!
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Jared Knowles @jaredknowles.com · 15/09/2026
We also have a case study on how we used an LLM driven development process to pull this off. What worked, what we learned, and how the development process changed as the project progressed. #civicdata #publicfinance Learn more here: civilytics.com/newsletter/c...
civilytics.com
A case study in agentic data science: building the Census of Governments API
Six weeks, roughly 100 human hours, 167 hours of agent time and 6.88 billion tokens went into turning 56 years of Census of Governments finance data into a queryable API. Here is what that actually co...
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Jared Knowles @jaredknowles.com · 15/09/2026
Hey #positconf2026 here's a data source you might find useful to connect with or for your next training! If you want to learn more about the way public money has been used in your community over time - check it out!
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Jared Knowles @jaredknowles.com · 14/09/2026
This might be particularly interesting for #PositConf2026 attendees to check out. What does your usage look like on a typical project? What tools am I missing out on?
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Jared Knowles @jaredknowles.com · 14/09/2026
A case study in agentic data science: building the Census of Governments API Six weeks, roughly 100 human hours, 167 hours of agent time and 6.88 billion tokens went into turning 56 years of Census of Governments finance data into a queryable API. Here is what that actually cost, measured fro... 🔗
civilytics.com
A case study in agentic data science: building the Census of Governments API
Six weeks, roughly 100 human hours, 167 hours of agent time and 6.88 billion tokens went into turning 56 years of Census of Governments finance data into a queryable API. Here is what that actually cost, measured from the session record rather than estimated — including the weeks the ratio of agent output to my own time held steady as the work got harder, the week I switched language models mid-build, and the number this post cannot give you.
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Jared Knowles @jaredknowles.com · 13/09/2026
I really enjoyed rraxijf the ASA Nation’s Data At Risk 2025 report. I’m very late to the party reading it but it does such a valuable service. I’ll have more to say from it soon, but great work by the authors and ASA for bringing it together.
jaredknowles.com
I really enjoyed rraxijf the ASA Nation’s Data…
I really enjoyed rraxijf the ASA Nation’s Data At Risk 2025 report. I’m very late to the party reading it but it does such a valuable service. I’ll have more to say from it soon, but great work by the authors and ASA for bringing it together.
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Jared Knowles @jaredknowles.com · 12/09/2026
Follow the Money: Opening 56 Years of the Fiscal Record of Our Democracy The U.S. Census Bureau has recorded what every state, county, city and township raises and spends since 1967, and it has been effectively out of reach. Today we are re-releasing it as a free API, an interactive explorer... 🔗
civilytics.com
Follow the Money: Opening 56 Years of the Fiscal Record of Our Democracy
The U.S. Census Bureau has recorded what every state, county, city and township raises and spends since 1967, and it has been effectively out of reach. Today we are re-releasing it as a free API, an interactive explorer and a bulk download, aligned across 56 years so a query returns a continuous series. It is a record you can contribute to.
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Jared Knowles @jaredknowles.com · 11/09/2026
Going to my first one live and I'm very excited!
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Jared Knowles @jaredknowles.com · 11/09/2026
The East Bay bike path in Rhode Island is a wonderful 14mile ride that includes this fun piece of public art.
jaredknowles.com
The East Providence troll
The East Bay bike path in Rhode Island is a wonderful 14mile ride that includes this fun piece of public art.
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Jared Knowles @jaredknowles.com · 10/09/2026
Follow the Money: Opening 56 Years of the Fiscal Record of Our Democracy The U.S. Census Bureau has recorded what every state, county, city and township raises and spends since 1967, and it has been effectively out of reach. Today we are re-releasing it as a free API, an interactive explorer... 🔗
civilytics.com
Follow the Money: Opening 56 Years of the Fiscal Record of Our Democracy
The U.S. Census Bureau has recorded what every state, county, city and township raises and spends since 1967, and it has been effectively out of reach. Today we are re-releasing it as a free API, an interactive explorer and a bulk download, aligned across 56 years so a query returns a continuous series. It is a record you can contribute to.
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Jared Knowles @jaredknowles.com · 08/09/2026
What ten models say about Paterson's zero arrests Ten Bayesian models, one case study: what Paterson, NJ’s own arrest history says about whether its reported zero for 2021-22 is real.
civilytics.com
What ten models say about Paterson's zero arrests
Ten Bayesian models, one case study: what Paterson, NJ’s own arrest history says about whether its reported zero for 2021-22 is real.
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Jared Knowles @jaredknowles.com · 02/09/2026
Saw Coyote vs. ACME last night - it was wonderful. I take to heart its message of perseverance and the importance of trying looking at our primary election results in MA. We need more bold challengers! All the credit to those who took on incumbents, except Seth of course.
jaredknowles.com
Saw Coyote vs. ACME last night - it…
Saw Coyote vs. ACME last night - it was wonderful. I take to heart its message of perseverance and the importance of trying looking at our primary election results in MA. We need more bold challengers! All the credit to those who took on incumbents, except Seth of course.
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Jared Knowles @jaredknowles.com · 01/09/2026
Failure to report, or a real difference in policy? Populous districts reporting zero arrests 125 large school districts reported exactly zero arrests in 2021-22 – a share that’s statistically implausible if the national arrest rate applied uniformly. Policy change, or under-reporting?
civilytics.com
Failure to report, or a real difference in policy? Populous districts reporting zero arrests
125 large school districts reported exactly zero arrests in 2021-22 – a share that’s statistically implausible if the national arrest rate applied uniformly. Policy change, or under-reporting?
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Jared Knowles @jaredknowles.com · 28/08/2026
After an exciting and inspiring week it's time to get together one final time and think about how to carry this work forward!
jaredknowles.com
Final day at PolicyLink #Summit2026
After an exciting and inspiring week it's time to get together one final time and think about how to carry this work forward!
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Jared Knowles @jaredknowles.com · 28/08/2026
Scenes from PolicyLink Summit 2026
jaredknowles.com
Scenes from PolicyLink Summit 2026
Scenes from PolicyLink Summit 2026
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Reposted by Jared Knowles
Jason Song Quinn (Comms Open) @hulkhoquinn.bsky.social · 26/08/2026
Think about Miss Piggy. She lost a best friend and now an ex-lover in matter of 24 hours.
Miss Piggy and Dolly Parton in fancy dresses posing together photo of Tim Curry surrounded by muppets, smiling for a photo. A quote from curry is added “it didn’t go very well. It didn’t survive the shoot. She felt I wasn’t being faithful to her” it’s him discussing his ill fated affair with miss piggy
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Jared Knowles @jaredknowles.com · 26/08/2026
Institutional actors already using AI chatbots as a propaganda vector but if you read the story AI also already surfaced the credibility gap. It’s an incredible story. We have to grapple with the ways this new technology and information dissemination method is being actively used. 🔗
theguardian.com
Fake US thinktank set up and funded by Israel sought to game AI for propaganda
Institutional actors already using AI chatbots as a propaganda vector but if you read the story AI also already surfaced the credibility gap. It’s an incredible story. We have to grapple with the ways this new technology and information dissemination method is being actively used.
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Jared Knowles @jaredknowles.com · 24/08/2026
Nickel and Dimed, a timeless classic, rests at the driver station for the jet bridge at Boston Logan.
jaredknowles.com
Scenes of a rising class consciousness
Nickel and Dimed, a timeless classic, rests at the driver station for the jet bridge at Boston Logan.
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Jared Knowles @jaredknowles.com · 24/08/2026
Flying to DC this morning to join PolicyLink Summit 2026. I’m really looking forward to thinking big about our democracy and public life and how social science expertise can fit into and be in service of a more just, equitable, and rich civic life.
jaredknowles.com
Flying to DC this morning to join PolicyLink…
Flying to DC this morning to join PolicyLink Summit 2026. I’m really looking forward to thinking big about our democracy and public life and how social science expertise can fit into and be in service of a more just, equitable, and rich civic life.
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Reposted by Jared Knowles
Ordinary Notes @hystericalblkns.bsky.social · 23/08/2026
Gary, Indiana has been without power almost 2 weeks.
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Jared Knowles @jaredknowles.com · 19/08/2026
Visited the Toltec ruins at Tula today and spent some time reflecting on just how long people have been building and celebrating and puzzling the mysteries of the universe.
jaredknowles.com
Ancient watchers
Visited the Toltec ruins at Tula today and spent some time reflecting on just how long people have been building and celebrating and puzzling the mysteries of the universe.
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Reposted by Jared Knowles
Sarah Taber @sarahtaber.bsky.social · 18/08/2026
The ag lobby really, really, really, really, really, really, really wants you to think AI is the reason reservoirs are going empty. It's not. It's agriculture.
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