Michelle Spiegel
@michspieg.bsky.social
Postdoc in education policy and equity at Stanford GSE
This paper was a great team effort with @leahclark.bsky.social @t-h-a-d.bsky.social @andrewpenner.bsky.social @emilykpenner.bsky.social Paul Youngmin Yoo, Paul Hanselman
Paper: www.pnas.org/doi/10.1073/...
WP: edworkingpapers.com/ai25-1138
Paper: www.pnas.org/doi/10.1073/...
WP: edworkingpapers.com/ai25-1138
February 14, 2025 at 12:25 AM
This paper was a great team effort with @leahclark.bsky.social @t-h-a-d.bsky.social @andrewpenner.bsky.social @emilykpenner.bsky.social Paul Youngmin Yoo, Paul Hanselman
Paper: www.pnas.org/doi/10.1073/...
WP: edworkingpapers.com/ai25-1138
Paper: www.pnas.org/doi/10.1073/...
WP: edworkingpapers.com/ai25-1138
Parents often report wanting their children to be well-rounded. Schools could support this goal in part by exposing children to diverse income peers. When the top income students are isolated from others, we are missing out on helping all children thrive.
February 14, 2025 at 12:25 AM
Parents often report wanting their children to be well-rounded. Schools could support this goal in part by exposing children to diverse income peers. When the top income students are isolated from others, we are missing out on helping all children thrive.
Low-income students (percentiles 1-40) have an over-representation of low-income peers, though this pattern is much less pronounced than at the top of the distribution.
February 14, 2025 at 12:25 AM
Low-income students (percentiles 1-40) have an over-representation of low-income peers, though this pattern is much less pronounced than at the top of the distribution.
Middle income students (percentiles 41-80), on the other hand, have remarkably more even exposure than their high-income peers.
February 14, 2025 at 12:25 AM
Middle income students (percentiles 41-80), on the other hand, have remarkably more even exposure than their high-income peers.
Students in the top 1% of the income distribution are highly isolated in affluent school enclaves.
💥6%💥 of these top 1% percentile kids’ peers are ALSO in the top income percentile.
💥20%💥 are in the top 5 income percentiles.
💥Nearly 50%💥come from the top 20 income percentiles.
💥6%💥 of these top 1% percentile kids’ peers are ALSO in the top income percentile.
💥20%💥 are in the top 5 income percentiles.
💥Nearly 50%💥come from the top 20 income percentiles.
February 14, 2025 at 12:25 AM
Students in the top 1% of the income distribution are highly isolated in affluent school enclaves.
💥6%💥 of these top 1% percentile kids’ peers are ALSO in the top income percentile.
💥20%💥 are in the top 5 income percentiles.
💥Nearly 50%💥come from the top 20 income percentiles.
💥6%💥 of these top 1% percentile kids’ peers are ALSO in the top income percentile.
💥20%💥 are in the top 5 income percentiles.
💥Nearly 50%💥come from the top 20 income percentiles.
🤓We use records from students in Oregon to examine student exposure to – or isolation from – peers from across the income distribution.
February 14, 2025 at 12:25 AM
🤓We use records from students in Oregon to examine student exposure to – or isolation from – peers from across the income distribution.