Civilytics

Independent data science company. We work with researchers, journalists, grassroots organizations, and government agencies at all levels. Founded by @jknowles

[ITP WCER @ITP_WCER]

Three ITP alums receive AERA research grants! Congratulations to @Garret__Hall, and to Hannah Miller and @jknowles at @civilytics. 🏆🏆🏆
https://t.co/gv9i8gaL4R

[Civilytics @civilytics]

This is a really quick and easy but thought-provoking read. Instead of feeding our impulse to lecture and "teach," we should just fill the need. https://t.co/LxyxQ4UNnw

[Civilytics @civilytics]

We highly recommend the Fiscally Standardized Cities data from @landpolicy to understand public finance in metro areas across the US. An essential resource for understanding civic budgets More budget tools: https://t.co/aysbkPgB0P #accountability #budgets #democracy

[Civilytics @civilytics]

The dashboard shows which states have ended prison gerrymandering and, for those that haven't, allows you to see which districts are particularly gerrymandered. Select a state to learn more! https://t.co/F8SLkdYs4F

[Civilytics @civilytics]

Super excited about the release of this new dashboard for the Tableau Racial Equity Data Hub! As usual, @chanjagg from @LovelyticsData and the folks at Tableau were great to work w/ on putting this together! https://t.co/F8SLkdYs4F

[Civilytics @civilytics]

We've been seeing some great ideas from cities & counties on how to use American Rescue Plan funds...and some really terrible ones. Here we're sharing some exciting uses local govts have proposed. #rescuetherescuefunds

[Civilytics @civilytics]

To help facilitate community engagement in shaping how ARPA $$ are spent, @the_seap created a great resource highlighting different engagement/outreach tools, + case studies w/ examples of each in use. We learned a lot! https://t.co/c1ICrIUiH4

[Civilytics @civilytics]

The National Conference of State Legislatures has been compiling & updating a database of how states are using their ARPA Fiscal Recovery Funds. It shows allocations by category + by who authorized (executive or legislature). It's really useful! https://t.co/3gyQFTakOA

[Civilytics @civilytics]

Another thing shown by this dot map: how most of Juneau County, WI, is populated by White residents...except for the correctional facilities. I created the map for a story published by @NatashaHaverty: https://t.co/41jE4QrGHN

[Civilytics @civilytics]

Data requests should never be a one-way street. Think about the value you can get back from the request -- a report, an analysis, documentation of changes to how an element can be used. Read EDDR to learn more: https://t.co/PPr4rLkKRA #eddata #datagovernance #edresearch

[Civilytics @civilytics]

In EDDR we emphasize descriptive stats because they're accessible to a more diverse set of voices and expertise in the school and school environment. They require few assumptions to be trusted and contribute to a richer understanding of the context and strategies to move forward.

[Civilytics @civilytics]

Another thing shown by this dot map: how most of Juneau County, WI, is populated by White residents...except for the correctional facilities. I created the map for a story published by @NatashaHaverty: https://t.co/41jE4QrGHN

[Civilytics @civilytics]

The dashboard shows which states have ended prison gerrymandering and, for those that haven't, allows you to see which districts are particularly gerrymandered. Select a state to learn more! https://t.co/F8SLkdYs4F

[Civilytics @civilytics]

Another viz from the dashboard shows that, if incarcerated people were counted as a single district, there would be enough incarcerated folks to form an entire lower house district in 10 states: https://t.co/xgXjn3lo1a

[Civilytics @civilytics]

4th way to look at police spending: per person. Examples: Boston spends $620 per resident on police. Nashville spends $321 per resident on police + $140 per resident on sheriff’s office. https://t.co/IuUxg0pIc5

[Civilytics @civilytics]

3rd way to look at police spending: Rate. How much has a city’s spending on the police dept grown relative to other cities or to other departments in the same city? https://t.co/IuUxg087kx

[Civilytics @civilytics]

Police involvement in schools varies across and within states. Only 3% of school districts in VT had 1+ student arrests. In contrast, in four states, >50% of school districts arrested at least one student. Check out this dashboard to learn more: https://t.co/OcVWNZtb3w

[Civilytics @civilytics]

Not only was Salt Lake City’s policing budget greater than that of the average city in 1977 and 2017 but Salt Lake City’s police budget grew about twice as much as the average city’s during that time. See your city's spending: https://t.co/XKJYUO74Hs #policebudget #defundpolice

[Civilytics @civilytics]

This book isn't full of research literature - if there were existing resources we wouldn't have needed to write the book. We try to avoid frameworks and abstractions. We focus on practical applied knowledge you can use. https://t.co/PPr4rLkKRA #eddata #edresearch

[Justice Teams Network @JusticeTeamsNet]

It’s not too late to register for the @Ppls_Coalition’s Teach-In, Follow the Money!!- https://t.co/T8cG7aWOfD

Panelists include @Thea_Sebastian9 from @CivRightsCorps, @cort_sand from @CenterOnBudget and @jknowles from @civilytics!

#OurSafetyOurFreedom
#DreamingAndScheming