<?xml version="1.0" encoding="UTF-8"?><rss version="2.0" xmlns:content="http://purl.org/rss/1.0/modules/content/"><channel><title>Lincoln County - EdTribune WV - West Virginia Education Data</title><description>Education data coverage for Lincoln County. Data-driven education journalism for West Virginia. Every number verified against state DOE data.</description><link>https://wv.edtribune.com/</link><language>en-us</language><copyright>EdTribune 2026</copyright><item><title>One in Three: Clay County&apos;s Hidden Housing Crisis</title><link>https://wv.edtribune.com/wv/2026-02-09-wv-clay-county-33pct-homeless/</link><guid isPermaLink="true">https://wv.edtribune.com/wv/2026-02-09-wv-clay-county-33pct-homeless/</guid><description>In Clay County, 447 of the school system&apos;s 1,336 students are classified as experiencing homelessness under federal law. That is 33.5% of enrollment, a rate more than eight times the statewide average...</description><pubDate>Mon, 09 Feb 2026 12:00:00 GMT</pubDate><content:encoded>&lt;p&gt;In &lt;a href=&quot;/wv/districts/clay&quot; class=&quot;district-link&quot;&gt;Clay County&lt;sup&gt;↗&lt;/sup&gt;&lt;/a&gt;, 447 of the school system&apos;s 1,336 students are classified as experiencing homelessness under federal law. That is 33.5% of enrollment, a rate more than eight times the statewide average, in a county with a population under 8,000 and a median household income below $43,000.&lt;/p&gt;
&lt;p&gt;The number is not a data error. It has held above 28% for four consecutive years. And Clay County is not alone. Across West Virginia, 9,233 students, 4.0% of the state&apos;s shrinking enrollment, are classified as homeless under the McKinney-Vento Act, a rate that &lt;a href=&quot;https://www.americashealthrankings.org/explore/measures/homeless_students/WV&quot;&gt;exceeds the national average&lt;/a&gt; and has climbed 15.7% since 2022-23.&lt;/p&gt;
&lt;h2&gt;What &quot;Homeless&quot; Means Here&lt;/h2&gt;
&lt;p&gt;The federal McKinney-Vento definition of homelessness is broader than the word implies. It covers students who lack a &quot;fixed, regular, and adequate nighttime residence,&quot; including those doubled up with relatives, staying in motels, or living in substandard housing. In West Virginia, &lt;a href=&quot;https://www.lootpress.com/as-more-children-and-youth-experience-homelessness-west-virginia-schools-and-policymakers-search-for-solutions/&quot;&gt;86.1% of students classified as homeless are doubled up&lt;/a&gt; with other families. Only 5.4% are staying in shelters.&lt;/p&gt;
&lt;p&gt;This distinction matters for interpreting Clay County&apos;s 33.5% rate. These are not 447 children sleeping under bridges. They are children whose families cannot secure stable housing of their own, who move from one relative&apos;s couch to another, who change addresses multiple times in a school year. The instability is real even if the word &quot;homeless&quot; overstates what most people picture.&lt;/p&gt;
&lt;p&gt;&lt;img src=&quot;/wv/img/2026-02-09-wv-clay-county-33pct-homeless-trend.png&quot; alt=&quot;Clay County homeless student rate, 2022-23 through 2025-26&quot; /&gt;&lt;/p&gt;
&lt;h2&gt;A County Losing Both Students and Stability&lt;/h2&gt;
&lt;p&gt;Clay County enrolled 2,071 students in 2010-11. By 2025-26, that number fell to 1,336, a decline of 35.5%. The county has lost more than a third of its student body in 15 years, shrinking faster than most of the state&apos;s other 54 county school systems.&lt;/p&gt;
&lt;p&gt;&lt;img src=&quot;/wv/img/2026-02-09-wv-clay-county-33pct-homeless-enrollment.png&quot; alt=&quot;Clay County total enrollment, 2010-11 through 2025-26&quot; /&gt;&lt;/p&gt;
&lt;p&gt;The enrollment decline compounds the homeless rate in two ways. First, families leaving the county tend to be those with the means to relocate, concentrating disadvantage among those who remain. Second, a shrinking student body means fixed costs are spread over fewer students. The West Virginia Board of Education &lt;a href=&quot;https://www.wsaz.com/2024/10/02/potential-consolidation-clay-county-middle-school/&quot;&gt;approved the closure of Clay Middle School&lt;/a&gt; in late 2024, the county&apos;s only middle school, effective at the end of the 2026-27 school year. The consolidation is expected to save $500,000 annually in operational costs.&lt;/p&gt;
&lt;p&gt;The overlap between homelessness and other indicators of need in Clay County is striking: 70.2% of students are economically disadvantaged, 25.7% receive special education services, and 2.4% are in foster care. Separately, these are high rates. Together, they describe a school system where the majority of students are navigating at least one form of instability.&lt;/p&gt;
&lt;h2&gt;Not Just a Clay County Problem&lt;/h2&gt;
&lt;p&gt;Three counties now have homeless student rates above 20%. &lt;a href=&quot;/wv/districts/lincoln&quot; class=&quot;district-link&quot;&gt;Lincoln County&lt;sup&gt;↗&lt;/sup&gt;&lt;/a&gt; has seen the steepest acceleration, rising from 16.6% in 2022-23 to 24.3% in 2025-26, a jump of 7.7 percentage points in three years. In absolute terms, Lincoln&apos;s 636 homeless students outnumber Clay&apos;s 447. &lt;a href=&quot;/wv/districts/calhoun&quot; class=&quot;district-link&quot;&gt;Calhoun County&lt;sup&gt;↗&lt;/sup&gt;&lt;/a&gt;, with just 756 students total, classifies 174 of them, 23.0%, as homeless.&lt;/p&gt;
&lt;p&gt;&lt;img src=&quot;/wv/img/2026-02-09-wv-clay-county-33pct-homeless-counties.png&quot; alt=&quot;Top 15 counties by homeless student rate, 2025-26&quot; /&gt;&lt;/p&gt;
&lt;p&gt;Eight counties exceed a 10% homeless rate. Twenty counties, more than a third of the state&apos;s 55 county systems, exceed 5%. At the other end, Putnam County reports a 0.3% rate, and Mason and Wetzel counties report zero homeless students.&lt;/p&gt;
&lt;p&gt;That variation, from 0% to 33.5% within a single state, raises a question: is the gap driven by genuine differences in housing stability, or by differences in how aggressively each county identifies students eligible for McKinney-Vento services?&lt;/p&gt;
&lt;p&gt;&lt;img src=&quot;/wv/img/2026-02-09-wv-clay-county-33pct-homeless-top3.png&quot; alt=&quot;Three counties with highest homeless rates, 2022-23 through 2025-26&quot; /&gt;&lt;/p&gt;
&lt;h2&gt;The Identification Question&lt;/h2&gt;
&lt;p&gt;The most likely explanation for the extreme county-level variation is a combination of real housing instability and uneven identification practices. West Virginia law assigns the McKinney-Vento liaison role to county attendance directors, &lt;a href=&quot;https://www.lootpress.com/as-more-children-and-youth-experience-homelessness-west-virginia-schools-and-policymakers-search-for-solutions/&quot;&gt;effectively doubling their workload&lt;/a&gt;. In a small county where the attendance director knows every family, identification rates may be higher simply because the liaison has direct knowledge of students&apos; living situations. In larger districts, students in doubled-up arrangements may never be flagged.&lt;/p&gt;
&lt;blockquote&gt;
&lt;p&gt;&quot;One child experiencing homelessness is too many.&quot;
— Margaret Williamson, Assistant Superintendent, &lt;a href=&quot;https://www.lootpress.com/as-more-children-and-youth-experience-homelessness-west-virginia-schools-and-policymakers-search-for-solutions/&quot;&gt;West Virginia Department of Education&lt;/a&gt;&lt;/p&gt;
&lt;/blockquote&gt;
&lt;p&gt;&lt;a href=&quot;/wv/districts/jefferson&quot; class=&quot;district-link&quot;&gt;Jefferson County&lt;sup&gt;↗&lt;/sup&gt;&lt;/a&gt; offers a counterpoint to the &quot;small counties identify more&quot; theory. With 8,174 students, it is one of the state&apos;s larger systems, yet it reports 1,013 homeless students, a 12.4% rate and the highest absolute count in the state. Jefferson County&apos;s proximity to the Washington, D.C., metro area has driven &lt;a href=&quot;https://mountainstatespotlight.org/2025/04/01/affordable-housing-lawmakers-session/&quot;&gt;housing costs well above&lt;/a&gt; the state average, pricing families out of stable rentals.&lt;/p&gt;
&lt;p&gt;The correlation between county poverty rates and homeless student rates is moderate (r = 0.50), which means poverty explains roughly a quarter of the variation. &lt;a href=&quot;/wv/districts/mcdowell&quot; class=&quot;district-link&quot;&gt;McDowell County&lt;sup&gt;↗&lt;/sup&gt;&lt;/a&gt;, long considered the state&apos;s poorest with a 72.5% economically disadvantaged rate, reports a 12.8% homeless rate. That is high, but far below Clay County&apos;s 33.5%, even though Clay&apos;s economically disadvantaged rate (70.2%) is nearly identical.&lt;/p&gt;
&lt;p&gt;&lt;img src=&quot;/wv/img/2026-02-09-wv-clay-county-33pct-homeless-scatter.png&quot; alt=&quot;Homeless rate vs. economically disadvantaged rate by county, 2025-26&quot; /&gt;&lt;/p&gt;
&lt;p&gt;Something beyond income is driving Clay, Lincoln, and Calhoun into a different tier. The most plausible contributing factor is the collapse of affordable housing stock in rural central West Virginia, where aging properties deteriorate faster than they can be replaced. &lt;a href=&quot;https://mountainstatespotlight.org/2025/04/01/affordable-housing-lawmakers-session/&quot;&gt;Nearly 150,000 West Virginia households&lt;/a&gt; are now considered &quot;housing overburdened,&quot; spending more than a third of their income on housing, a figure that has grown substantially since 2015.&lt;/p&gt;
&lt;h2&gt;The Statewide Picture&lt;/h2&gt;
&lt;p&gt;West Virginia&apos;s 9,233 homeless students in 2025-26 represent a 15.7% increase from the 7,979 counted in 2022-23. The statewide rate has risen from 3.2% to 4.0% over that span. Because total enrollment dropped by 18,545 students over the same period, the rising rate reflects both more identified homeless students and fewer students overall.&lt;/p&gt;
&lt;p&gt;&lt;img src=&quot;/wv/img/2026-02-09-wv-clay-county-33pct-homeless-statewide.png&quot; alt=&quot;Statewide homeless student count and share, 2022-23 through 2025-26&quot; /&gt;&lt;/p&gt;
&lt;p&gt;The 2025-26 count of 9,233 actually dipped from the 2024-25 peak of 9,554. Whether that reflects a genuine improvement in housing stability or a decline in identification is impossible to determine from enrollment data alone. The state&apos;s &lt;a href=&quot;https://www.lootpress.com/as-more-children-and-youth-experience-homelessness-west-virginia-schools-and-policymakers-search-for-solutions/&quot;&gt;McKinney-Vento funding fell to $689,517&lt;/a&gt; this year, down from $817,803 the prior year, which could reduce identification capacity even as the underlying need persists.&lt;/p&gt;
&lt;h2&gt;A Housing Crisis the Schools Cannot Fix&lt;/h2&gt;
&lt;p&gt;West Virginia&apos;s broader housing shortage is well documented. The &lt;a href=&quot;https://nlihc.org/housing-needs-by-state/west-virginia&quot;&gt;National Low Income Housing Coalition&lt;/a&gt; estimates the state needs nearly 25,000 more affordable rental homes to meet demand from extremely low-income households. Sixty-five percent of the state&apos;s extremely low-income renters spend more than half their income on housing.&lt;/p&gt;
&lt;blockquote&gt;
&lt;p&gt;&quot;It feels like there&apos;s just a lot of people doing this kind of work, and we&apos;re just kind of spinning our wheels.&quot;
— Delegate Kayla Young (D-Kanawha), on legislative housing efforts, &lt;a href=&quot;https://mountainstatespotlight.org/2025/04/01/affordable-housing-lawmakers-session/&quot;&gt;Mountain State Spotlight&lt;/a&gt;&lt;/p&gt;
&lt;/blockquote&gt;
&lt;p&gt;State Senator Vince Deeds has &lt;a href=&quot;https://www.lootpress.com/as-more-children-and-youth-experience-homelessness-west-virginia-schools-and-policymakers-search-for-solutions/&quot;&gt;introduced Senate Bill 432&lt;/a&gt;, which would allow youth experiencing homelessness to obtain identification documents at no cost, removing one barrier to employment and housing access. But the legislature has not advanced broader affordable housing measures. The only housing-related bills to move forward have focused on banning public camping and criminalizing squatting, not on supply or affordability.&lt;/p&gt;
&lt;p&gt;For Clay County&apos;s 447 homeless students, school may be the most stable institution in their lives. It stays open at the same address, with the same adults, on a predictable schedule. But the county is closing its only middle school at the end of next year. A third of its students lack stable housing. And the enrollment losses that force these consolidations are not slowing down. Stability, for these children, keeps getting harder to find.&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>One in Five WV Students Now Receives Special Education</title><link>https://wv.edtribune.com/wv/2026-01-12-wv-special-ed-one-in-five/</link><guid isPermaLink="true">https://wv.edtribune.com/wv/2026-01-12-wv-special-ed-one-in-five/</guid><description>West Virginia has lost 52,484 students since the 2010-11 school year, an 18.6% decline that has shuttered schools and strained budgets across all 55 counties. Special education enrollment moved in the...</description><pubDate>Mon, 12 Jan 2026 12:00:00 GMT</pubDate><content:encoded>&lt;p&gt;West Virginia has lost 52,484 students since the 2010-11 school year, an 18.6% decline that has shuttered schools and strained budgets across all 55 counties. Special education enrollment moved in the opposite direction. The state now serves 48,673 students with disabilities, up 4,880 from 2011, pushing the special education rate to 21.2%. That is more than one in every five students enrolled in a West Virginia public school.&lt;/p&gt;
&lt;p&gt;The mismatch between a shrinking student body and a growing share of students entitled to specialized instruction has created a structural budget problem that no amount of austerity can solve. The state&apos;s school funding formula covers only &quot;high acuity&quot; special education cases, leaving counties to absorb the rest. In fiscal year 2025, &lt;a href=&quot;https://wvmetronews.com/2026/01/22/special-education-need-exceeds-funding/&quot;&gt;that gap totaled $224 million statewide&lt;/a&gt;: $584 million in special education expenditures against $360 million in available revenue.&lt;/p&gt;
&lt;p&gt;&lt;img src=&quot;/wv/img/2026-01-12-wv-special-ed-one-in-five-trend.png&quot; alt=&quot;WV Special Education Rate, 2011-2026&quot; /&gt;&lt;/p&gt;
&lt;h2&gt;A rate that only moves in one direction&lt;/h2&gt;
&lt;p&gt;Since 2014, West Virginia&apos;s special education rate has increased every year for which data exists. (The state did not report special education counts for the 2021-22 school year.) The trajectory has been steady: 15.5% in 2011, 16.7% by 2018, 18.0% in 2023. Then it accelerated. The rate jumped 1.8 percentage points in a single year between 2023 and 2024, the largest annual increase in the dataset. It has continued climbing since, reaching 19.8% in 2024, 20.4% in 2025, and 21.2% in 2026.&lt;/p&gt;
&lt;p&gt;The acceleration is partly mechanical. When total enrollment falls and special education counts hold steady or grow, the rate rises from both sides. Between 2011 and 2026, general education enrollment dropped by 57,364 students, a 24.1% decline. Special education gained 4,880, an 11.1% increase. The gap between these two trajectories is widening every year.&lt;/p&gt;
&lt;p&gt;&lt;img src=&quot;/wv/img/2026-01-12-wv-special-ed-one-in-five-scissors.png&quot; alt=&quot;The Scissors Effect&quot; /&gt;&lt;/p&gt;
&lt;h2&gt;Seven counties above one in four&lt;/h2&gt;
&lt;p&gt;The statewide rate of 21.2% masks enormous variation. &lt;a href=&quot;/wv/districts/lincoln&quot; class=&quot;district-link&quot;&gt;Lincoln County&lt;sup&gt;↗&lt;/sup&gt;&lt;/a&gt; leads the state at 28.3%, meaning more than one in four students is entitled to an Individualized Education Program. &lt;a href=&quot;/wv/districts/mcdowell&quot; class=&quot;district-link&quot;&gt;McDowell County&lt;sup&gt;↗&lt;/sup&gt;&lt;/a&gt; follows at 27.3%, then &lt;a href=&quot;/wv/districts/summers&quot; class=&quot;district-link&quot;&gt;Summers County&lt;sup&gt;↗&lt;/sup&gt;&lt;/a&gt; at 26.5%. In all, seven counties have special education rates above 25%, and 36 of 55 counties exceed 20%.&lt;/p&gt;
&lt;p&gt;At the other end, only two counties remain below 15%: Tucker (14.5%) and Mingo (14.8%). The median county rate is 21.0%, nearly identical to the state average, which means this is not a story driven by a handful of outliers. The distribution is remarkably tight. Most of West Virginia&apos;s counties cluster between 18% and 25%.&lt;/p&gt;
&lt;p&gt;&lt;img src=&quot;/wv/img/2026-01-12-wv-special-ed-one-in-five-districts.png&quot; alt=&quot;SpEd Rates by County, 2025-26&quot; /&gt;&lt;/p&gt;
&lt;p&gt;The counties with the highest rates tend to be small and rural, but the pattern extends to mid-size systems too. &lt;a href=&quot;/wv/districts/cabell&quot; class=&quot;district-link&quot;&gt;Cabell County&lt;sup&gt;↗&lt;/sup&gt;&lt;/a&gt;, home to Huntington and enrolling 10,894 students, carries a 23.5% special education rate. Its superintendent told state senators that the district runs &lt;a href=&quot;https://www.wsaz.com/2026/03/10/west-virginia-senate-education-committee-pushes-expedite-special-education-funding-schools/&quot;&gt;an $8 million annual deficit on special education alone&lt;/a&gt;.&lt;/p&gt;
&lt;p&gt;&lt;img src=&quot;/wv/img/2026-01-12-wv-special-ed-one-in-five-distribution.png&quot; alt=&quot;How County SpEd Rates Cluster&quot; /&gt;&lt;/p&gt;
&lt;h2&gt;Why the rate keeps climbing&lt;/h2&gt;
&lt;p&gt;Two forces are at work, and they are difficult to disentangle.&lt;/p&gt;
&lt;p&gt;The first is identification. Federal law requires schools to find and evaluate every child who may have a disability, and identification practices have expanded nationwide over the past decade. Specific learning disabilities remain the largest category of IEPs in West Virginia. Improved screening, broader awareness of conditions like autism and ADHD, and post-pandemic referrals for developmental delays have all contributed to higher identification rates. Whether West Virginia is identifying students who were always there but previously missed, or whether the underlying prevalence of disability is rising, the enrollment data alone cannot say.&lt;/p&gt;
&lt;p&gt;The second is compositional. The Hope Scholarship, West Virginia&apos;s universal school voucher program, has grown from &lt;a href=&quot;https://westvirginiawatch.com/2026/03/03/hope-scholarship-voucher-opens-up-to-all-wv-students-lawmakers-propose-211-to-300m-to-cover-cost/&quot;&gt;a $9.2 million program in 2023 to a projected $250 million program by 2027&lt;/a&gt;. As families who can navigate private school alternatives leave the public system, the students who remain are, on average, more likely to receive special education services. Private schools are not required to provide IEP-level accommodations, so families of children with significant disabilities have fewer options outside the public system. The voucher program does not report special education participation at a level that allows direct measurement of this effect.&lt;/p&gt;
&lt;p&gt;&lt;img src=&quot;/wv/img/2026-01-12-wv-special-ed-one-in-five-yoy.png&quot; alt=&quot;Annual Change in SpEd Rate&quot; /&gt;&lt;/p&gt;
&lt;h2&gt;The funding formula&apos;s blind spot&lt;/h2&gt;
&lt;p&gt;West Virginia&apos;s seven-step school aid formula determines how much state money flows to each county based on enrollment, but it does not account for the number of students receiving special education services. The formula provides supplemental funding only for &quot;high acuity&quot; cases, leaving the majority of special education costs to counties.&lt;/p&gt;
&lt;p&gt;When Sen. Amy Grady, chair of the Senate Education Committee, &lt;a href=&quot;https://www.wsaz.com/2026/03/10/west-virginia-senate-education-committee-pushes-expedite-special-education-funding-schools/&quot;&gt;asked county superintendents what they most needed&lt;/a&gt;, the answer was consistent:&lt;/p&gt;
&lt;blockquote&gt;
&lt;p&gt;&quot;Nearly every single one said the special education costs.&quot;
— &lt;a href=&quot;https://www.wsaz.com/2026/03/10/west-virginia-senate-education-committee-pushes-expedite-special-education-funding-schools/&quot;&gt;Sen. Amy Grady, R-Mason, WSAZ, March 2026&lt;/a&gt;&lt;/p&gt;
&lt;/blockquote&gt;
&lt;p&gt;The scale of the mismatch is large. &lt;a href=&quot;/wv/districts/berkeley&quot; class=&quot;district-link&quot;&gt;Berkeley County&lt;sup&gt;↗&lt;/sup&gt;&lt;/a&gt; posted a &lt;a href=&quot;https://wvmetronews.com/2026/01/22/special-education-need-exceeds-funding/&quot;&gt;$38 million special education deficit in fiscal year 2025&lt;/a&gt;, the largest in the state. Monongalia County reported a $15.9 million gap; Kanawha, $13.1 million; Harrison, $12.4 million. Only six of 55 counties reported special education revenues that covered their costs.&lt;/p&gt;
&lt;p&gt;The legislature&apos;s response has been modest. Senate Bill 437, the &quot;Fair State Aid Formula Act of 2026,&quot; would have overhauled the funding formula, but senators &lt;a href=&quot;https://westvirginiawatch.com/2026/03/12/wv-senators-axe-most-school-funding-formula-changes-will-consider-only-special-education-funding/&quot;&gt;stripped most provisions and kept only the special education component&lt;/a&gt;. The surviving measure would provide an additional $8 million for high-needs students, but not until the 2027-28 school year. For context, the statewide deficit is $224 million.&lt;/p&gt;
&lt;p&gt;&lt;a href=&quot;/wv/districts/hancock&quot; class=&quot;district-link&quot;&gt;Hancock County&lt;sup&gt;↗&lt;/sup&gt;&lt;/a&gt; announced earlier this session that its ability to make payroll was at risk. Seven county school systems are &lt;a href=&quot;https://mountainstatespotlight.org/2026/03/11/wv-public-school-budget-flat/&quot;&gt;currently under state Department of Education oversight&lt;/a&gt;. Board of Education President Paul Hardesty warned lawmakers that more districts will face insolvency in the years to come.&lt;/p&gt;
&lt;h2&gt;The structural bind&lt;/h2&gt;
&lt;p&gt;&lt;img src=&quot;/wv/img/2026-01-12-wv-special-ed-one-in-five-composition.png&quot; alt=&quot;Where the Students Went&quot; /&gt;&lt;/p&gt;
&lt;p&gt;The instructional programs that special education students receive carry per-pupil costs ranging from 50% to 420% above general education, depending on service intensity. As the share of students entitled to these services rises and the total enrollment generating base funding falls, the per-student cost of operating a West Virginia school district increases even when nothing else changes.&lt;/p&gt;
&lt;p&gt;This is not a problem that can be managed through efficiency alone. &lt;a href=&quot;/wv/districts/jackson&quot; class=&quot;district-link&quot;&gt;Jackson County&lt;sup&gt;↗&lt;/sup&gt;&lt;/a&gt; Superintendent Will Hosaflook &lt;a href=&quot;https://www.wsaz.com/2026/03/10/west-virginia-senate-education-committee-pushes-expedite-special-education-funding-schools/&quot;&gt;told legislators&lt;/a&gt; that counties have been &quot;supplementing with other funds they have available,&quot; but those reserves are finite. Districts facing special education deficits of $10 million or more cannot absorb the cost by cutting electives or deferring maintenance indefinitely.&lt;/p&gt;
&lt;p&gt;Whether the special education rate stabilizes near 21% or continues climbing toward 25% will depend on factors that enrollment data cannot predict: identification practices, voucher uptake, migration patterns, and whether the legislature rewrites a funding formula that was designed for a different era. For now, the data shows a state where one in five public school students is entitled to specialized instruction, and the system built to fund that instruction covers roughly 60 cents of every dollar it costs.&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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