<?xml version="1.0" encoding="UTF-8"?><rss version="2.0" xmlns:content="http://purl.org/rss/1.0/modules/content/"><channel><title>Brunswick City - EdTribune OH - Ohio Education Data</title><description>Education data coverage for Brunswick City. Data-driven education journalism for Ohio. Every number verified against state DOE data.</description><link>https://oh.edtribune.com/</link><language>en-us</language><copyright>EdTribune 2026</copyright><item><title>11 Ohio Districts Have Lost Students Every Year Since 2015</title><link>https://oh.edtribune.com/oh/2026-05-14-oh-eleven-year-decline-streaks/</link><guid isPermaLink="true">https://oh.edtribune.com/oh/2026-05-14-oh-eleven-year-decline-streaks/</guid><description>East Cleveland City School District enrolled 2,491 students in 2014-15. Eleven years later, it enrolls 1,157. There has not been a single year in between when enrollment rose. Not one.</description><pubDate>Thu, 14 May 2026 12:00:00 GMT</pubDate><content:encoded>&lt;p&gt;&lt;a href=&quot;/oh/districts/east-cleveland-city&quot; class=&quot;district-link&quot;&gt;East Cleveland City School District&lt;/a&gt; enrolled 2,491 students in 2014-15. Eleven years later, it enrolls 1,157. There has not been a single year in between when enrollment rose. Not one.&lt;/p&gt;
&lt;p&gt;East Cleveland is not alone. Across Ohio, 11 districts have lost students every year since 2015, an unbroken run of decline that spans the pre-pandemic economy, the COVID disruption, and the halting recovery that followed. Together, they enrolled 20,345 students in 2015. Today they enroll 14,091, a collective loss of 30.7%.&lt;/p&gt;
&lt;p&gt;&lt;img src=&quot;/oh/img/2026-05-14-oh-eleven-year-decline-streaks-trend.png&quot; alt=&quot;11 Districts, 11 Years of Decline&quot; /&gt;&lt;/p&gt;
&lt;h2&gt;Northeast Ohio&apos;s geography of loss&lt;/h2&gt;
&lt;p&gt;Eight of the 11 are clustered in northeast Ohio, spread across Geauga, Portage, Trumbull, Ashtabula, and Wayne counties. The list spans urban, suburban, and rural: &lt;a href=&quot;/oh/districts/kenston-local&quot; class=&quot;district-link&quot;&gt;Kenston Local&lt;/a&gt; and &lt;a href=&quot;/oh/districts/chardon-local&quot; class=&quot;district-link&quot;&gt;Chardon Local&lt;/a&gt; in Geauga County are solidly suburban. &lt;a href=&quot;/oh/districts/ravenna-city&quot; class=&quot;district-link&quot;&gt;Ravenna City&lt;/a&gt; and &lt;a href=&quot;/oh/districts/crestwood-local&quot; class=&quot;district-link&quot;&gt;Crestwood Local&lt;/a&gt; in Portage County serve small cities and their surroundings. &lt;a href=&quot;/oh/districts/grand-valley-local&quot; class=&quot;district-link&quot;&gt;Grand Valley Local&lt;/a&gt; and &lt;a href=&quot;/oh/districts/joseph-badger-local&quot; class=&quot;district-link&quot;&gt;Joseph Badger Local&lt;/a&gt; are rural.&lt;/p&gt;
&lt;p&gt;The severity varies. East Cleveland has lost 53.6% of its enrollment, the steepest decline among the 11. Grand Valley is down 36.7%, &lt;a href=&quot;/oh/districts/blanchester-local&quot; class=&quot;district-link&quot;&gt;Blanchester&lt;/a&gt; 35.7%, and Crestwood 34.6%. At the other end, Kenston&apos;s 13.3% loss is modest in percentage terms but still unbroken, a steady drip of roughly 35 fewer students each year.&lt;/p&gt;
&lt;p&gt;&lt;img src=&quot;/oh/img/2026-05-14-oh-eleven-year-decline-streaks-districts.png&quot; alt=&quot;Every District Lost Ground&quot; /&gt;&lt;/p&gt;
&lt;p&gt;All 11 now sit at their lowest enrollment on record. Each year sets a new floor.&lt;/p&gt;
&lt;h2&gt;East Cleveland: seven years under state control&lt;/h2&gt;
&lt;p&gt;East Cleveland&apos;s trajectory stands apart from the other 10. The district spent approximately seven years under an Academic Distress Commission, a state takeover mechanism triggered by persistently low academic performance. It was &lt;a href=&quot;https://www.ideastream.org/education/2026-01-02/a-community-effort-east-cleveland-schools-released-from-state-oversight&quot;&gt;released from state oversight in December 2024&lt;/a&gt;, having met 16 of 20 academic benchmarks and improved its state report card rating from two stars to three.&lt;/p&gt;
&lt;p&gt;The enrollment losses, however, continued throughout. The worst single year was 2019, when the district lost 239 students, an 11.0% drop in one year. Even the years of academic improvement brought decline: 33 students lost in 2025, another 18 in 2026.&lt;/p&gt;
&lt;p&gt;&lt;img src=&quot;/oh/img/2026-05-14-oh-eleven-year-decline-streaks-yoy.png&quot; alt=&quot;East Cleveland: No Year of Relief&quot; /&gt;&lt;/p&gt;
&lt;p&gt;Superintendent Henry Pettiegrew II, who led the district through the entire receivership period, &lt;a href=&quot;https://www.ideastream.org/education/2026-01-02/a-community-effort-east-cleveland-schools-released-from-state-oversight&quot;&gt;described the academic turnaround as &quot;a community effort&quot;&lt;/a&gt; built on listening to residents and maintaining high expectations. The district has responded to declining enrollment with a facilities consolidation plan, voting unanimously for a restructuring that will reconfigure buildings district-wide over three years.&lt;/p&gt;
&lt;h2&gt;Lordstown: after the plant closed&lt;/h2&gt;
&lt;p&gt;&lt;a href=&quot;/oh/districts/lordstown-local&quot; class=&quot;district-link&quot;&gt;Lordstown Local&lt;/a&gt; tells a different story. The village of 3,700 people lost its economic anchor when General Motors closed its assembly plant in March 2019, &lt;a href=&quot;https://psmag.com/economics/gm-unallocated-its-lordstown-ohio-plant-whats-next-for-the-village/&quot;&gt;eliminating 1,500 jobs&lt;/a&gt;. The plant had been the region&apos;s largest employer, and its closure rippled through the local economy.&lt;/p&gt;
&lt;p&gt;The district was already declining before the closure: enrollment dropped from 515 in 2015 to 491 in 2018, losing 24 students, or 4.7%, over three years. The GM shutdown accelerated the pace. The district fell from 491 to 445 between 2018 and 2020, then continued sliding to 359 by 2026, a total loss of 30.3%.&lt;/p&gt;
&lt;p&gt;The district responded with cost-cutting measures, eliminating positions through attrition and negotiating an agreement with a local energy center that brought revenue to offset the lost tax base. But the enrollment trajectory has not reversed.&lt;/p&gt;
&lt;h2&gt;The wider pattern: 72 districts and counting&lt;/h2&gt;
&lt;p&gt;The 11-year streaks are the tail of a much longer distribution. Across Ohio, 72 traditional school districts have declined for five or more consecutive years. They collectively enroll 149,698 students, 8.7% of the state&apos;s total enrollment of 1,718,829.&lt;/p&gt;
&lt;p&gt;&lt;img src=&quot;/oh/img/2026-05-14-oh-eleven-year-decline-streaks-streaks.png&quot; alt=&quot;How Long Ohio&apos;s Decline Streaks Run&quot; /&gt;&lt;/p&gt;
&lt;p&gt;The problem extends well beyond small rural schools. &lt;a href=&quot;/oh/districts/willoughbyeastlake-city&quot; class=&quot;district-link&quot;&gt;Willoughby-Eastlake City&lt;/a&gt; has been declining for nine straight years, from 8,185 students in 2015 to 6,574 in 2026, a 19.7% loss. &lt;a href=&quot;/oh/districts/brunswick-city&quot; class=&quot;district-link&quot;&gt;Brunswick City&lt;/a&gt;, also on a nine-year streak, has dropped from 7,153 to 5,642, down 21.1%. Mentor and Nordonia Hills are mid-size districts on seven- and eight-year streaks, each down roughly 14% to 16% since 2015. Newark City is on a seven-year streak as well, with a more modest 11.4% loss over the same period.&lt;/p&gt;
&lt;p&gt;&lt;img src=&quot;/oh/img/2026-05-14-oh-eleven-year-decline-streaks-suburban.png&quot; alt=&quot;Suburban Districts in Slow Retreat&quot; /&gt;&lt;/p&gt;
&lt;p&gt;These are not districts that struggled academically or faced state intervention. They are suburban and exurban systems with stable reputations, losing students to demographic forces that operate well beyond the reach of any individual school board.&lt;/p&gt;
&lt;h2&gt;Fewer families, fewer children&lt;/h2&gt;
&lt;p&gt;The most likely explanation for the geographic concentration in northeast Ohio is structural population decline. Chardon Local Superintendent Mike Hanlon &lt;a href=&quot;https://www.geaugamapleleaf.com/news/chardon-student-enrollment-projects-continued-decrease/&quot;&gt;told the Geauga County Maple Leaf&lt;/a&gt; that houses in his district now generate &quot;less than half a student per residence,&quot; down from one to one-and-a-half historically. Out-migration to private schools, he said, averages &quot;in the teens each year, which is pretty typical&quot; and not sufficient to explain the scale of the decline.&lt;/p&gt;
&lt;p&gt;Ohio&apos;s fertility rate fell to &lt;a href=&quot;https://www.urbanacitizen.com/2025/07/16/declining-birth-rates-could-impact-ohios-economic-health-in-2026/&quot;&gt;56.4 births per 1,000 women in 2023&lt;/a&gt;, an 8.9% decrease from the 2011-2020 average. The effect is compounded in regions where young adults are also leaving. Northeast Ohio&apos;s central cities, including Cleveland and Akron, have lost population for decades. Now the surrounding suburbs and exurbs are feeling the same demographic undertow.&lt;/p&gt;
&lt;p&gt;Open enrollment and school choice provide an alternative explanation for some individual districts, but the breadth of the pattern, 76.7% of Ohio&apos;s active districts declined between 2025 and 2026, points to forces larger than any single policy.&lt;/p&gt;
&lt;blockquote&gt;
&lt;p&gt;&quot;Most school districts across the state of Ohio are mimicking this pattern or trend of enrollment, kind of a gradual decline.&quot;
-- &lt;a href=&quot;https://www.geaugamapleleaf.com/news/chardon-student-enrollment-projects-continued-decrease/&quot;&gt;Chardon Superintendent Mike Hanlon, Geauga County Maple Leaf&lt;/a&gt;&lt;/p&gt;
&lt;/blockquote&gt;
&lt;h2&gt;Eleven years and counting&lt;/h2&gt;
&lt;p&gt;Chardon&apos;s superintendent projects another 110-student decline by 2031. The GM plant that anchored Lordstown has not been replaced. East Cleveland improved its state report card from two stars to three and got released from state oversight, and it lost students every year it was doing so.&lt;/p&gt;
&lt;p&gt;Eleven consecutive years of decline is not a trend that a single new employer or one lucky kindergarten cohort can reverse. It is a decade&apos;s worth of houses that produce half a student each, of young families who moved to Columbus suburbs, of birth certificates that were never filed. The 11 districts on this list are not waiting for a turnaround. They are managing a permanent contraction, one budget cycle at a time.&lt;/p&gt;
&lt;p&gt;&lt;em&gt;Detailed code that reproduces the analysis and figures in this article is available exclusively to EdTribune subscribers.&lt;/em&gt;&lt;/p&gt;
</content:encoded></item><item><title>Ohio Lost 19,611 Students in 2025, the Biggest Non-COVID Drop</title><link>https://oh.edtribune.com/oh/2026-04-27-oh-383-at-all-time-low/</link><guid isPermaLink="true">https://oh.edtribune.com/oh/2026-04-27-oh-383-at-all-time-low/</guid><description>In 2024-25, 96 Ohio districts sat at their lowest enrollment on record. One year later, the number is 391.</description><pubDate>Mon, 27 Apr 2026 12:00:00 GMT</pubDate><content:encoded>&lt;p&gt;In 2024-25, 96 Ohio districts sat at their lowest enrollment on record. One year later, the number is 391.&lt;/p&gt;
&lt;p&gt;The quadrupling happened in a single year. Of 920 districts with at least six years of data, 42.5% recorded their lowest enrollment ever in 2025-26. Those 391 districts collectively enroll 783,901 students, nearly half of all students in the analyzed districts. The state lost 19,611 students this year, a 1.1% decline that is the largest single-year drop outside of the pandemic&apos;s 52,242-student plunge in 2020-21.&lt;/p&gt;
&lt;p&gt;&lt;img src=&quot;/oh/img/2026-04-27-oh-383-at-all-time-low-trend.png&quot; alt=&quot;Districts at all-time low, by year&quot; /&gt;&lt;/p&gt;
&lt;h2&gt;The wave did not spare the big districts&lt;/h2&gt;
&lt;p&gt;Every major urban district in Ohio except &lt;a href=&quot;/oh/districts/columbus-city&quot; class=&quot;district-link&quot;&gt;Columbus City Schools District&lt;/a&gt; and &lt;a href=&quot;/oh/districts/dayton-city&quot; class=&quot;district-link&quot;&gt;Dayton City&lt;/a&gt; is at its all-time low.&lt;/p&gt;
&lt;p&gt;&lt;a href=&quot;/oh/districts/cleveland-municipal&quot; class=&quot;district-link&quot;&gt;Cleveland Municipal&lt;/a&gt; has shed 16.7% of its enrollment since 2015, falling from 38,843 to 32,369. &lt;a href=&quot;/oh/districts/cincinnati&quot; class=&quot;district-link&quot;&gt;Cincinnati Public Schools&lt;/a&gt; peaked more recently, in 2020, and has since lost 2,778 students, a 7.7% decline. &lt;a href=&quot;/oh/districts/toledo-city&quot; class=&quot;district-link&quot;&gt;Toledo City&lt;/a&gt; is down 12.0% from its 2019 peak. &lt;a href=&quot;/oh/districts/akron-city&quot; class=&quot;district-link&quot;&gt;Akron City&lt;/a&gt; has lost 10.0% since 2015. &lt;a href=&quot;/oh/districts/canton-city&quot; class=&quot;district-link&quot;&gt;Canton City&lt;/a&gt; has lost a fifth of its students, dropping from 9,272 to 7,341 over the same span. &lt;a href=&quot;/oh/districts/youngstown-city&quot; class=&quot;district-link&quot;&gt;Youngstown City&lt;/a&gt; is down 16.7% from 2019.&lt;/p&gt;
&lt;p&gt;Columbus avoided the list because its enrollment, while well below its 2015 peak of 50,380, ticked up slightly from its 2023 trough of 45,352 to 45,781. Dayton, at 12,795, is 9.8% below its 2015 peak but not at its absolute minimum.&lt;/p&gt;
&lt;p&gt;The crisis is not limited to cities. Suburban districts that were stable a decade ago are now at record lows: &lt;a href=&quot;/oh/districts/parma-city&quot; class=&quot;district-link&quot;&gt;Parma City&lt;/a&gt; is down 19.3%, &lt;a href=&quot;/oh/districts/willoughbyeastlake-city&quot; class=&quot;district-link&quot;&gt;Willoughby-Eastlake City&lt;/a&gt; down 19.7%, &lt;a href=&quot;/oh/districts/brunswick-city&quot; class=&quot;district-link&quot;&gt;Brunswick City&lt;/a&gt; down 21.1%, and &lt;a href=&quot;/oh/districts/westerville-city&quot; class=&quot;district-link&quot;&gt;Westerville City&lt;/a&gt; down 5.4%. All peaked between 2015 and 2019.&lt;/p&gt;
&lt;h2&gt;The middle is hollowing out&lt;/h2&gt;
&lt;p&gt;The pattern is not evenly distributed by district size. The highest rate of all-time lows is in the 1,000-to-1,999 student bracket, where 133 of 219 districts, 60.7%, are at their floor. Districts enrolling 2,000 to 4,999 are close behind at 52.3%. The smallest districts, those under 500 students, show the lowest rate at 22.9%, partly because many community schools in this bracket are still growing.&lt;/p&gt;
&lt;p&gt;&lt;img src=&quot;/oh/img/2026-04-27-oh-383-at-all-time-low-bysize.png&quot; alt=&quot;ATL by size bucket&quot; /&gt;&lt;/p&gt;
&lt;p&gt;Among traditional districts only, the picture is starker. More than half, 335 of 639 (52.4%), are at all-time lows. Only 71 traditional districts (11.1%) are at all-time highs. Community schools show an inverted pattern: 21.4% are at all-time highs versus 19.9% at all-time lows.&lt;/p&gt;
&lt;p&gt;&lt;img src=&quot;/oh/img/2026-04-27-oh-383-at-all-time-low-sector.png&quot; alt=&quot;Traditional vs community school ATL rates&quot; /&gt;&lt;/p&gt;
&lt;h2&gt;Where the deepest damage runs&lt;/h2&gt;
&lt;p&gt;Among traditional districts with at least 2,000 students, &lt;a href=&quot;/oh/districts/ashtabula-area-city&quot; class=&quot;district-link&quot;&gt;Ashtabula Area City&lt;/a&gt; has lost 31.7% from its 2016 peak, falling from 3,642 to 2,487. &lt;a href=&quot;/oh/districts/euclid-city&quot; class=&quot;district-link&quot;&gt;Euclid City&lt;/a&gt; is down 23.9%. &lt;a href=&quot;/oh/districts/east-cleveland-city&quot; class=&quot;district-link&quot;&gt;East Cleveland City School District&lt;/a&gt;, once a district of 2,491, enrolls 1,157 students, a 53.6% collapse since 2015.&lt;/p&gt;
&lt;p&gt;Canton, Brunswick, and Boardman are all down more than 20% from peak. These are not rural hamlets running out of families. They are mid-sized districts in metro areas where the population has aged, birth cohorts have shrunk, and alternatives have multiplied.&lt;/p&gt;
&lt;p&gt;&lt;img src=&quot;/oh/img/2026-04-27-oh-383-at-all-time-low-losers.png&quot; alt=&quot;Deepest declines from peak among ATL districts&quot; /&gt;&lt;/p&gt;
&lt;h2&gt;Birth rates and the voucher question&lt;/h2&gt;
&lt;p&gt;Ohio&apos;s fertility rate fell to &lt;a href=&quot;https://ohiocapitaljournal.com/2025/07/16/declining-birth-rates-could-impact-ohios-economic-health-in-2026/&quot;&gt;56.4 births per 1,000 women in 2023, an 8.9% decline&lt;/a&gt; from the 2011-2020 average of 61.9. The children not born in 2013 and 2014 are the sixth and seventh graders missing from classrooms today. Aaron Churchill of the Thomas B. Fordham Institute has attributed the trend to structural demographics: &quot;All the demographic factors with reduced childbirth rates... just means there are &lt;a href=&quot;https://www.daytondailynews.com/local/enrollment-at-most-local-school-districts-dropping-where-did-they-go/FIZGBMHCY5HNHM5II33XIA3BBU/&quot;&gt;fewer kids to educate&lt;/a&gt;.&quot;&lt;/p&gt;
&lt;p&gt;The view from Cleveland Metropolitan School District tracks that diagnosis. Asked what the district sees as Ohio absorbs its biggest non-COVID decline, Communications Officer Jon Benedict said the city&apos;s enrollment story is now demographic at its core. &quot;Over the last 20 years, the Cleveland Metropolitan School District has lost more than 50% of its enrollment,&quot; he said. &quot;While charter schools and vouchers played a role early in that period, it&apos;s become clear that the largest impact on our enrollment has been the decline in the birth rate within our city and resulting decline in overall population.&quot;&lt;/p&gt;
&lt;p&gt;But birth rates alone do not explain why 2026 produced four times as many all-time lows as 2025. The EdChoice Expansion voucher program, which removed income limits in the 2023-24 school year, is a competing factor. In its first year without income caps, the state distributed &lt;a href=&quot;https://policymattersohio.org/news/2025/02/26/local-data-show-how-vouchers-hurt-public-schools/&quot;&gt;nearly 69,000 new EdChoice Expansion vouchers&lt;/a&gt;, though Policy Matters Ohio found that private school enrollment grew by fewer than 3,700 students, suggesting approximately 65,000 of those vouchers went to families already using private schools. The governor&apos;s budget allocates &lt;a href=&quot;https://policymattersohio.org/news/2025/02/26/local-data-show-how-vouchers-hurt-public-schools/&quot;&gt;$2.4 billion over two years&lt;/a&gt; for EdChoice Expansion.&lt;/p&gt;
&lt;p&gt;The enrollment data alone cannot distinguish how much of the 2026 decline reflects fewer children, how much reflects students leaving for voucher-funded private schools, and how much reflects families choosing homeschooling or out-of-state moves. What the data does show is that the losses are accelerating: the combined drop from 2024 to 2026, at 30,429, exceeds the state&apos;s entire post-COVID recovery of 18,067 in 2021-22.&lt;/p&gt;
&lt;p&gt;&lt;img src=&quot;/oh/img/2026-04-27-oh-383-at-all-time-low-yoy.png&quot; alt=&quot;Year-over-year enrollment change&quot; /&gt;&lt;/p&gt;
&lt;h2&gt;The Columbus exception&lt;/h2&gt;
&lt;p&gt;Only 131 districts (14.2%) are at all-time highs. Nearly all the traditional districts in that group are Columbus-area suburbs. &lt;a href=&quot;/oh/districts/olentangy-local&quot; class=&quot;district-link&quot;&gt;Olentangy Local&lt;/a&gt;, at 24,362 students, is at its peak. So is &lt;a href=&quot;/oh/districts/dublin-city&quot; class=&quot;district-link&quot;&gt;Dublin City&lt;/a&gt; at 16,963. Pickerington Local (11,856), Worthington City (10,752), and Gahanna-Jefferson City (8,338) round out the top five traditional districts at record highs.&lt;/p&gt;
&lt;p&gt;The &lt;a href=&quot;https://spectrumnews1.com/oh/columbus/news/2025/01/26/ohio-s-population-expected-to-decline-over-next-few-decades&quot;&gt;Ohio Department of Development projects&lt;/a&gt; that Ohio as a whole will lose 675,000 residents by 2050. Meanwhile, MORPC&apos;s population forecast projects the 15-county central Ohio region will &lt;a href=&quot;https://www.morpc.org/news/central-ohio-region-continues-to-grow-at-accelerated-pace-as-new-economic-development-projects-come-online/&quot;&gt;add 726,000 people&lt;/a&gt; over the same period, reaching 3.15 million residents. School enrollment is following the same divergence: the state empties while its capital region fills.&lt;/p&gt;
&lt;h2&gt;The funding math that follows&lt;/h2&gt;
&lt;p&gt;Ohio&apos;s school funding formula includes a &quot;guarantee&quot; provision that shields districts from funding reductions when enrollment drops. Governor DeWine&apos;s office has framed this as funding &quot;empty desks,&quot; and his budget proposal would &lt;a href=&quot;https://www.10tv.com/article/news/local/dewine-proposed-budget-public-school-funding-cuts/530-2acfd9bc-6777-4a27-a025-52600a20703c&quot;&gt;phase down the guarantee&lt;/a&gt;, reducing it to 95% in fiscal year 2026 and 90% in 2027. More than half of traditional districts would &lt;a href=&quot;https://www.statenews.org/2025-02-19/dewines-budget-includes-less-money-for-ohios-public-schools-more-for-vouchers-and-charters&quot;&gt;receive less state funding&lt;/a&gt; under the plan, even as the budget allocates &lt;a href=&quot;https://www.statenews.org/2025-02-19/dewines-budget-includes-less-money-for-ohios-public-schools-more-for-vouchers-and-charters&quot;&gt;$2.4 billion for voucher programs&lt;/a&gt;, a 16.5% increase. For the 391 districts at all-time lows, the guarantee cut would accelerate the fiscal consequences of enrollment losses that the formula has so far cushioned.&lt;/p&gt;
&lt;p&gt;For a district like Canton, which peaked at 9,272 students in 2015 and now enrolls 7,341, the guarantee has papered over a 20.8% enrollment decline. If the guarantee shrinks, Canton&apos;s budget will confront a 20% enrollment loss that its revenue has not yet reflected. Buildings designed for 9,000 students do not become cheaper to heat when 7,000 show up.&lt;/p&gt;
&lt;p&gt;Ohio added 96 districts to the all-time-low list in 2025. This year it added 295 more. The combined drop from 2024 to 2026, at 30,429 students, exceeds the state&apos;s entire post-COVID recovery of 18,067 in a single bounce-back year. The recovery is gone. The districts at their floor are still digging.&lt;/p&gt;
&lt;p&gt;&lt;em&gt;Detailed code that reproduces the analysis and figures in this article is available exclusively to EdTribune subscribers.&lt;/em&gt;&lt;/p&gt;
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