Training Example: National Association of Scholars – Review the Data, Give Your Score & Compare to the Real AI Evaluation

Industry Context — Common BS Fingerprints in Education, Schools & Universities
Generic Claims: world-class education, preparing leaders of tomorrow, nurturing potential, outstanding results…
Red Flags: no accreditation details from recognized bodies, graduation rate or employment statistics absent, faculty listed without qualifications, aggressive enrollment marketing with guaranteed outcomes…
Semantic Drift Patterns: homepage claims research-led but no research output listed, claims small class sizes but no student-to-staff ratios given, homepage promotes employability but no employment statistics provided, claims industry connections but no named employer partnerships…
Proof Expectations: accreditation body and registration details, published inspection or assessment results (Ofsted, QAA), specific student outcome statistics (graduation rates, employment rates), named faculty with verifiable qualifications…

National Association of Scholars

(https://nas.org) 📸 Data Snapshot: May 31, 2026

Analyze the raw signals below. How would a machine score this business’s credibility?

Here are the exact signals captured from up to six pages of the site — the same raw inputs the evaluation engine analyzed. They are grouped by signal type so you can weigh each the way the machine does.

🏗️ Semantic Structure — heading hierarchy & page identity (Info Density · Commodity Fingerprint)
HOMEPAGE National Association of Scholars (https://nas.org)
Title

National Association of Scholars

Meta

A network of scholars and citizens working to sustain the tradition of reasoned scholarship, civil debate, and virtuous citizenship in America's colleges and universities.

H1 Our Work
H2 Featured
H2 We uphold the standards of a liberal arts education.
H2 Rescuing Science
H2 The American Revolution Series Is Now on Substack
H2 Shifting Sands: False Positives
H2 Waste Land
H2 Here Comes the Fun(ding) Police! Tracking Foreign Funding of U.S. Universities
H2 Repayments Return: The End of SAVE
H2 Maryland Scholars Back Merit‑Restoring Order, Criticize Racialist Lawsuit
H2 Latest Report
H2 Behind the Climate Curtain
H2 VIDEO: 1776 in Mind: The Declaration of Independence
H2 VIDEO: Winning the Tech Race? Trump 2.0 in the Age of Strategic Competition
H2 VIDEO: The Cather Standards
H2 VIDEO: The Prometheus Program: How to Improve American Science
H2 1776 in Mind: The Wealth of Nations
H2 Journal
H2 Academic Questions Vol 38, No 4 (2025)
H2 Minding the Campus
H2 Techies Without Virtue
H2 What AI Can’t Teach Us
H2 The War on Common Ground
H3 Most Recent Publications
H3 Weekly Newsletter
H3 For reasoned scholarship in a free society.
H5 Reports & Projects
H5 Our Work
H5 Resources
H5 Policy
H5 Members
H5 Academic Questions
H5 Minding the Campus
H5 Civics Alliance
H5 Get Involved
H5 About us
NAV_HEADER_HEADING_REPEATED_BODY_FOOTER Reports | National Association of Scholars (https://nas.org/reports/)
Title

Reports | National Association of Scholars

H2 All Reports and Projects by the National Association of Scholars.
H2 Behind the Climate Curtain
H2 The Cather Standards
H2 The Prometheus Program
H2 When Courts Rely on Unreliable Science
H2 The Ideological Capture of General Education
H2 Rescuing Science
H2 Should Science Go to DIE
H2 A Ramblin’ Wreck Over the Rainbow
H2 Diversity Rocket Science at Caltech
H2 Shifting Sands: Report V
H2 The Archimedes Standards
H2 Ideological Insistence
H2 Waste Land
H2 Instagram the Intifada
H2 Shifting Sands: Report IV
H2 Shadows of Influence
H2 China and Our Children
H2 DEI and Maryland College Campuses
H2 The Franklin Standards
H2 The Illusion of Institutional Neutrality
H2 Imbalanced: A Study of Influence at the University of Virginia
H2 Curriculum of Liberty
H2 DEI, Left to Die
H2 Disowned Yankees
H2 Diversity Statement, Then Dossier
H2 Shifting Sands: Report III
H2 The Company They Keep
H2 Taken for a RIDE
H2 Comprehensive Restructuring
H2 Should Virginians Pay for University “Diversity” Leftism?
H2 Ideological Intensification
H2 Hijacked
H2 Outsourced to Qatar
H2 The Anatomy of a Diversity Equity and Inclusion Takeover
H2 Shifting Sands: Report II
H2 Educating for Citizenship: The Texas Case Study
H2 Educating for Citizenship: The Utah Case Study
H2 After Confucius Institutes
H2 Educating for Citizenship: The Arizona Case Study
H2 Learning for Self-Government
H2 Shifting Sands: Report I
H2 Skewed History
H2 Climbing Down
H2 Priced Out
H2 Freedom to Learn
H2 Rebalancing the Narrative
H2 Disfigured History
H2 Dear Colleague
H2 Corrupting the College Board
H2 Critical Care
H2 The Lost History of Western Civilization
H2 Social Justice Education in America
H2 Beach Books 2018-2019
H2 Separate but Equal, Again
H2 Beach Books 2017-2018
H2 The Irreproducibility Crisis of Modern Science
H2 Charting Academic Freedom
H2 Outsourced to China
H2 Making Citizens
H2 The Disappearing Continent
H2 The Architecture of Intellectual Freedom
H2 Inside Divestment
H2 Sustainability
H2 What Does Bowdoin Teach?
H2 Recasting History
H2 The Vanishing West
H2 A Crisis of Competence
H2 Losing the Big Picture
H2 The Dissolution of General Education
H2 SUNY’s Core Curricula
H3 Weekly Newsletter
H3 For reasoned scholarship in a free society.
H5 We investigate issues affecting academic freedom, the integrity, purpose, and neutrality of the university.
H5 Reports & Projects
H5 Our Work
H5 Resources
H5 Policy
H5 Members
H5 Academic Questions
H5 Minding the Campus
H5 Civics Alliance
H5 Get Involved
H5 About us
NAV_HEADER_HEADING_REPEATED_BODY_FOOTER About us | National Association of Scholars (https://nas.org/about-us/)
Title

About us | National Association of Scholars

Meta

The National Association of Scholars is a 501(c)(3) non-profit organization that seeks to reform higher education. We uphold the standards of a liberal arts education that fosters intellectual freedom, searches…

H1 Our Mission
H2 The National Association of Scholars upholds the standards of a liberal arts education that fosters intellectual freedom, searches for the truth, and promotes virtuous citizenship.
H3 Weekly Newsletter
H3 For reasoned scholarship in a free society.
H5 About us
H5 Journal
H5 Reports
H5 Commentary
H5 Advocacy
H5 Conferences
H5 Reports & Projects
H5 Our Work
H5 Resources
H5 Policy
H5 Members
H5 Academic Questions
H5 Minding the Campus
H5 Civics Alliance
H5 Get Involved
H5 About us
NAV_HEADER_HEADING_REPEATED_FOOTER Donate | National Association of Scholars (https://nas.org/donate/)
Title

Donate | National Association of Scholars

H1 Help us restore the standards of liberal education.
H2 Donate via Donor Advised Funds (DAF)
H2 Donate via Cryptocurrency
H3 Weekly Newsletter
H3 For reasoned scholarship in a free society.
H5 Support our mission and help NAS thrive. We cannot do this without your support.
H5 Reports & Projects
H5 Our Work
H5 Resources
H5 Policy
H5 Members
H5 Academic Questions
H5 Minding the Campus
H5 Civics Alliance
H5 Get Involved
H5 About us
📝 The Narrative — clean text per page (Info Density · Semantic Coherence)
HOMEPAGE (https://nas.org) National Association of Scholars
[H2] Featured

[H2] We uphold the standards of a liberal arts education.

Read more about our mission >

[H2] Rescuing Science

In this report, J. Scott Turner reassesses America’s 75‑year experiment with federally funded “Big Science,” arguing that the system built to spark discovery has instead smothered it under bureaucracy, politics, and perverse incentives. It calls for a bold revival of the older, freer, curiosity‑driven scientific culture that once powered America’s most transformative breakthroughs.

[H2] The American Revolution Series Is Now on Substack

Join us as we celebrate the 250th anniversary of America with this new series exploring the untold stories and events that led to our nation's independence.

[H2] Shifting Sands: False Positives

Shifting Sands: False Positives provides a policy-oriented conclusion to our Shifting Sands reports by outlining Policy Recommendations for how to address the irresponsibility crisis of science policy.

[H2] Waste Land

This report sheds a new light on the history of the U.S. Department of Education, its abuses of policy, and charts a new path forward for American education.

[H1] Our Work

May 26, 2026
Lilla Nora Kiss and Ian Oxnevad

[H2] Here Comes the Fun(ding) Police! Tracking Foreign Funding of U.S. Universities

Despite higher education’s importance to national defense, it remains one of the least policed channels...

China
Foreign Influence
Higher Education

May 26, 2026
Kali Jerrard

[H2] Repayments Return: The End of SAVE

The next chapter of student loan repayments is here, what will it look like for borrowers?

CounterCurrent
Department of Education
Government Policy
Student Loans/Debt

May 22, 2026
Maryland Association of Scholars

[H2] Maryland Scholars Back Merit‑Restoring Order, Criticize Racialist Lawsuit

In voicing overwhelming approval for EO 14398 and other efforts by the Trump administration to dismantle ...

DEI
Higher Education
Law
Legislation, Federal

[H2] Latest Report

[H2] Behind the Climate Curtain

This report uncovers how California’s climate alliance with China—channeled through the UC system—quietly shaped state policy, enriched Beijing’s green‑tech dominance, and ...

May 18, 2026
Ian Oxnevad

Read the Report
View All Reports

[H1] Media

[H2] VIDEO: 1776 in Mind: The Declaration of Independence

Watch

1776 in Mind Webinar Series
American History
Civics Education

[H2] VIDEO: Winning the Tech Race? Trump 2.0 in the Age of Strategic Competition

Watch

Artificial Intelligence
Government Policy
Technology

[H2] VIDEO: The Cather Standards

Watch

Academic Standards
Curriculum
K-12 Education

[H2] VIDEO: The Prometheus Program: How to Improve American Science

Watch

Higher Ed Reform
Science

[H1] Events

event

[H2] 1776 in Mind: The Wealth of Nations

Thursday, June 4

2 pm ET

Online

[H2] Journal

[H2]
Academic Questions
Vol 38, No 4 (2025)

An unorthodox journal studying the virtues & vices of the American higher education establishment.

View the Issue
Browse the Archive

[H2] Minding the Campus

Minding the Campus is a project of the National Association of Scholars (NAS) aimed at fostering dialogue and critique around higher education issues, including free speech, ideological diversity, and administrative overreach in American universities.
Visit MTC

[H3] Most Recent Publications

May 29, 2026
Richard Vedder

[H2] Techies Without Virtue

May 28, 2026
Lilla Nora Kiss

[H2] What AI Can’t Teach Us

May 26, 2026
Wenyuan Wu

[H2] The War on Common Ground

[H3] Weekly Newsletter

Join the National Association of Scholars’ weekly newsletter, CounterCurrent, to stay informed on the latest issues in higher education.

All past issues of the newsletter are available in our archive.
4226 chars
SUB-PAGE (https://nas.org/reports/) Reports | National Association of Scholars
View a report:
Select a report

View all
Behind the Climate Curtain
The Cather Standards
The Prometheus Program
When Courts Rely on Unreliable Science
The Ideological Capture of General Education
Rescuing Science
Should Science Go to DIE
A Ramblin’ Wreck Over the Rainbow
Diversity Rocket Science at Caltech
Shifting Sands: Report V
The Archimedes Standards
Ideological Insistence
Waste Land
Instagram the Intifada
Shifting Sands: Report IV
Shadows of Influence
China and Our Children
DEI and Maryland College Campuses
The Franklin Standards
The Illusion of Institutional Neutrality
Imbalanced: A Study of Influence at the University of Virginia
Curriculum of Liberty
DEI, Left to Die
Disowned Yankees
Diversity Statement, Then Dossier
Shifting Sands: Report III
The Company They Keep
Taken for a RIDE
Comprehensive Restructuring
Should Virginians Pay for University “Diversity” Leftism?
Ideological Intensification
Hijacked
Outsourced to Qatar
The Anatomy of a Diversity Equity and Inclusion Takeover
Shifting Sands: Report II
Educating for Citizenship: The Texas Case Study
Educating for Citizenship: The Utah Case Study
After Confucius Institutes
Educating for Citizenship: The Arizona Case Study
Learning for Self-Government
Shifting Sands: Report I
Skewed History
Climbing Down
Priced Out
Freedom to Learn
Rebalancing the Narrative
Disfigured History
Dear Colleague
Corrupting the College Board
Critical Care
The Lost History of Western Civilization
Social Justice Education in America
Beach Books 2018-2019
Separate but Equal, Again
Beach Books 2017-2018
The Irreproducibility Crisis of Modern Science
Charting Academic Freedom
Outsourced to China
Making Citizens
The Disappearing Continent
The Architecture of Intellectual Freedom
Inside Divestment
Sustainability
What Does Bowdoin Teach?
Recasting History
The Vanishing West
A Crisis of Competence
Losing the Big Picture
The Dissolution of General Education
SUNY’s Core Curricula

Topics:
All Reports
Academic Freedom
Corrupting the University
Costs of College
Foreign Influence
Ideology on Campus
Study of the Curriculum
Title IX
The 1620 Project

Tags:
All Reports
AAUP
Academic Freedom
Academic Hiring
Academic Research
Accountability/Public Disclosure
Activism
Administration
American History
and Inclusion
AP European History
AP U.S. History
Beach Books
Boycott, Divest, Sanction
China
Civics Education
Climate Change
College Administration
College Board
College Costs
College Presidents
Confucius Classrooms
Confucius Institutes
Core Curriculum
Curriculum
DEI
Department of Education
Diversity
Diversity, Equity, and Inclusion
Divestment
Environmentalism
EPA
Equity
FDA
Foreign Influence
Government Policy
Higher Ed Finance
Higher Ed Reform
Higher Education
History
Immigration
Intellectual Diversity
Intellectual Freedom
Irreproducibility
Israel
K-12 Education
Legislation, Federal
Legislation, State
Liberty
Mathematics
Middle Eastern Studies
Neo-Segregation
Politics
Science
Science Education
Social Justice
Social Studies
Student Activities
Student Loans/Debt
Sustainability
Title IX
Western Civilization

May 18, 2026
Ian Oxnevad

[H2] Behind the Climate Curtain

This report uncovers how California’s climate alliance with China—channeled through the UC system—quietly shaped state policy, enriched Beijing’s green‑tech dominance, and helped make life in the Golden State more expensive than ever.

Climate Change
Government Policy
Higher Education

April 28, 2026
National Association of Scholars

[H2] The Cather Standards

The Cather Standards articulate clear, content‑rich PreK–12 expectations that cultivate strong reading, writing, speaking, and language skills; ground students in the great works of Western literature; and provide a coherent, year‑by‑year framework that prepares graduates for American civic life and cultural participation.

Curriculum

April 21, 2026
David Randall

[H2] The Prometheus Program

This report outlines a comprehensive plan to reform American science by depoliticizing research, restructuring funding and education systems, and strengthening scientific integrity to better serve national interests.

April 1, 2026
Stan Young and Warren Kindzierski

[H2] When Courts Rely on Unreliable Science

This report argues that the Federal Judicial Center’s Reference Manual on Scientific Evidence systematically minimizes the modern irreproducibility crisis—evident in issues such as replication failures, multiple testing, and selective reporting—and thereby misleads judges who rely on it, particularly in areas such as climate‑related public health claims.

March 30, 2026
David Randall and Angela Moreno

[H2] The Ideological Capture of General Education

The National Association of Scholars has assembled new catalogues of the General Education Requirements (GERs) at the 50 flagship state universities and at 50 leading private universities and colleges. These allow Americans to tell at a glance the nature of GERs in America’s leading universities, many of which have been captured by progressive ideology.

Curriculum

February 14, 2026
J. Scott Turner

[H2] Rescuing Science

In this report, J. Scott Turner reassesses America’s 75‑year experiment with federally funded “Big Science,” arguing that the system built to spark discovery has instead smothered it under bureaucracy, politics, and perverse incentives. It calls for a bold unwinding of the "Big Science Cartel" and a revival of the older, freer, curiosity‑driven scientific culture that once powered America’s most transformative breakthroughs.

Academic Research
DEI
Science

October 3, 2025
Mason Goad

[H2] Should Science Go to DIE

Should Science Go to DIE argues that an authoritarian, anti‑scientific DEI ideology has overtaken MIT—suppressing free speech, distorting scientific inquiry, and splintering into radical factions—and urges the institute’s stakeholders to remove DEI advocates, enact robust free‑speech reforms, and restore MIT’s core commitment to scientific excellence.

Academic Freedom
and Inclusion
Diversity
Equity
Intellectual Diversity

October 2, 2025
Mason Goad and Louis Galarowicz

[H2] A Ramblin’ Wreck Over the Rainbow

This report traces the rise of DEI at Georgia Tech from its ideological roots in movements that sought to inflame racial division, argues that these dynamics persist in contemporary DEI programs, and concludes with recommendations for stakeholders to dismantle DEI’s radical and discriminatory practices and protect the campus from renewed racial antagonism.

October 2, 2025
Ian Oxnevad

[H2] Diversity Rocket Science at Caltech

This report documents the growth and operation of DEI at Caltech, as well as its rebranding over the past two years. It also highlights the awkwardness and ideologically performative nature of DEI in relation to Caltech’s international student body and in addressing real campus tensions surrounding anti-Semitism.

Academic Freedom
Diversity, Equity, and Inclusion
Science Education

August 19, 2025
David Randall, Stan Young, and Warren Kindzierski

[H2] Shifting Sands: Report V

Shifting Sands: False Positives provides a policy-oriented conclusion to our Shifting Sands reports by outlining Policy Recommendations for how to address the irresponsibility crisis of science policy.

Irreproducibility
Legislation, State
Science

May 31, 2025
National Association of Scholars

[H2] The Archimedes Standards

These model PreK–12 mathematics standards aim to ground students in the core concepts, processes, and discoveries of great mathematicians while instilling the spirit and rigor exemplified by Archimedes, whose work reflects both the beauty and the practical power of mathematics.

Curriculum
Mathematics

April 15, 2025
Mason Goad and Louis Galarowicz

[H2] Ideological Insistence

This report documents the persistence of DEI requirements in higher‑education hiring by analyzing more than 23,000 job postings across 89 public universities, the Ivy League, and MIT, demonstrating the widespread use of mandatory diversity statements and offering the largest quantitative study to date of this ideological practice.

Administration
Diversity, Equity, and Inclusion

February 5, 2025
David Randall, Teresa R. Manning, Neetu Arnold, Mason Goad, and Nathaniel Urban

[H2] Waste Land

This report sheds a new light on the history of the U.S. Department of Education (ED), its abuses of policy, and recommendations for a path forward. The report's evidence, and the long-term political dispositions of America's citizenry, supports the wholesale reform of ED, but not its elimination.

Department of Education
Student Loans/Debt
Title IX

November 9, 2024
Mason Goad

[H2] Instagram the Intifada

This report maps the organization, leadership, and affiliations of America's largest pro-Palestinian and pro-Hamas student organizations—Students for Justice in Palestine.

Boycott, Divest, Sanction
Social Justice
Student Activities

October 15, 2024
David Randall, Warren Kindzierski, and Stanley Young

[H2] Shifting Sands: Report IV

Shifting Sands: Zombie Psychology examines the science underlying implicit bias theory. The report finds that many researchers and legislators believe policies based on this theory are harmful. Moreover, the report finds that the Implicit Association Test does not accurately or reliably measure implicit bias, nor does it reflect the real-world behaviors of individuals.

Irreproducibility
Legislation, State
Science

September 29, 2024
Neetu Arnold

[H2] Shadows of Influence

Foreign funding of American universities remains an open secret. This report details the underreporting of foreign gifts to universities by analyzing a complementary database compiled using public records requests.

Foreign Influence
Middle Eastern Studies

July 16, 2024
Ian Oxnevad

[H2] China and Our Children

This report examines how the Chinese Communist Party uses language as a tool of asymmetric warfare and its deployed effects in the United States. Confucius Classrooms did not only expand from Confucius Institutes and into K-12 schools; instead, they grew out of China’s strategy to influence America’s civic and business leaders.

Confucius Classrooms
Confucius Institutes
Foreign Influence

June 22, 2024
Maryland Association of Scholars

[H2] DEI and Maryland College Campuses

This report surveys the diversity, equity, and inclusion programs and administrative initiatives at 12 University System of Mayland campuses.

Diversity, Equity, and Inclusion

May 24, 2024

[H2] The Franklin Standards

These model K-12 state science standards seek to restore informed and disciplined curiosity to American science education, along with the spirit and the rigor of America's first great scientist and inventor, Benjamin Franklin.

Curriculum
Science Education

April 22, 2024
Peter W. Wood

[H2] The Illusion of Institutional Neutrality

College presidents, often scrutinized for what they say or don’t say on political controversies, frequently invoke “institutional neutrality” to avoid dividing their campuses, but as Peter W. Wood argues, universities should instead reject neutrality and openly defend a clear set of values against pressures from students, faculty, trustees, politicians, foreign governments, and the public.

College Administration
College Presidents
Intellectual Freedom

April 20, 2024
Mitchell Langbert

[H2] Imbalanced: A Study of Influence at the University of Virginia

This analysis finds that political donations from the faculty and staff of the University of Virginia go almost exclusively to the Democratic Party. If the faculty and staff are combined, the ratio of Democratic to Republican (D:R) donations is 18:1. If faculty and staff are viewed separately, for faculty the D:R ratio is 24:1 while for staff the ratio the ratio is 16:1. Of the few blue collar-staff donors whom I could identify, the D:R ratio is 11:8, much different from the white-collar staff’s ratio of 17.5:1 and the faculty’s ratio of 24:1.

Administration
Politics

March 19, 2024
David Randall

[H2] Curriculum of Liberty

The Curriculum of Liberty proposes a content‑rich program to cultivate freedom, truth‑seeking, and virtuous citizenship by teaching Americans the self‑reliance and moral resilience needed to endure and reform a failing regime in the short term, while also equipping them with the scientific and technical knowledge required for long‑term national strength and competition with rising powers such as China.

Academic Freedom
Curriculum
History
Liberty

February 25, 2024
Mason Goad

[H2] DEI, Left to Die

Is DEI still popular? If so, why have DEI-related scholarly works decreased since 2020?

Diversity, Equity, and Inclusion

February 20, 2024
David Randall

[H2] Disowned Yankees

This study examines the origins and meaning of Americans’ birthright of liberty—how it developed, how it is preserved through history and civics education, and what citizens must do to sustain it—and concludes that Connecticut’s current social studies standards fail to fulfill these essential aims.

September 16, 2023
John D. Sailer

[H2] Diversity Statement, Then Dossier

In this report, we seek to explain the phenomenon of DEI cluster hiring, demonstrate its widespread practice throughout academia, and highlight the dangers of the practice. Ultimately, DEI cluster hiring signals the total reorientation of the university’s function from the pursuit of truth to the pursuit of political and social transformation.

Academic Hiring
College Administration
Diversity, Equity, and Inclusion

July 13, 2023
David Randall, Warren Kindzierski, and Stanley Young

[H2] Shifting Sands: Report III

Shifting Sands: Confounded Errors focuses on failures by the U.S. Centers for Disease Control and Prevention (CDC) and the National Institutes of Health (NIH) to consider empirical evidence available in the public domain early in the pandemic. The report finds compelling circumstantial evidence that lockdowns and masking mandates imposed during the pandemic had no proven benefit to public health outcomes.

Irreproducibil
15000 chars
SUB-PAGE (https://nas.org/about-us/) About us | National Association of Scholars
The National Association of Scholars is a 501(c)(3) non-profit organization that seeks to reform higher education. We uphold the standards of a liberal arts education that fosters intellectual freedom, searches for the truth, and promotes virtuous citizenship. To accomplish this mission we defend the academic freedom of faculty members, students, and others through individual advocacy; investigate issues affecting the academic freedom, integrity, and purpose of the university and publish our findings as in-depth reports; educate the public about policies and legislation that would preserve the liberal arts and protect academic freedom. These create three pillars from which our work stands: individual advocacy, research reports, and public advocacy.
[H1] Our Mission
The National Association of Scholars upholds the standards of a liberal arts education that fosters intellectual freedom, searches for the truth, and promotes virtuous citizenship.
[H1] Our Ideals
The standards of a liberal arts education that the NAS upholds include reasoned scholarship and civil debate in America’s colleges and universities; and individual merit in academic and scholarly endeavor. We expect that ideas be judged on their merits; that scholars engage in the disinterested pursuit of the truth; and that colleges and universities provide for fair and judicial examination of contending views.
We expect colleges to offer coherent curricula and programs of study. We uphold a view of institutional integrity that includes financial probity as well as transparency in the curriculum and classroom. We uphold the principles of academic freedom that include faculty members’ and students’ freedom to pursue academic research; their freedom to question and to think for themselves; and their freedom from ideological imposition.
We expect colleges and universities to prioritize education as academia’s main purpose. And we understand education in our time and place to entail providing students with a breadth of understanding of core subjects including Western civilization and American history. We recognize that the vitality of American education arises in large part out of the freedom of colleges and universities to experiment and to offer diverse curricula. That robust diversity, however, must be anchored in respect for the abiding ideals of the pursuit of the truth and the cultivation of virtuous citizenship.
We view the liberal arts as foundational in higher education. The liberal arts provide the essential intellectual skills, substantive knowledge, and cultural context that underlie every discipline within the university.  We expect the university as a whole to abide by the standards enunciated in the liberal arts.
We view colleges and universities generally as serving the need to prepare students for virtuous citizenship, which for citizens of the United States entails an understanding of the nature of democratic institutions, including representative government.  More broadly, virtuous citizenship is upholding the principles of the rule of law and taking a positive role in shaping public life.
[H1] What We Do
[H5] Journal
We publish a quarterly journal, Academic Questions, which explores the vices and virtues of the contemporary university. Issues are often themed and include scholarly articles, book reviews, poetry, and items of academic interest. A subscription to Academic Questions is included in NAS membership.
[H5] Reports
We regularly publish studies that examine curricula and other aspects of higher education policy and practice. These studies document trends in contemporary academia. They aim to stimulate improvements to the quality of education in our colleges and universities.
[H5] Commentary
NAS’s website presents daily opinion and commentary on developments and trends in higher education. A high-traffic destination linked by major online publications, NAS.org publishes substantial op-ed style articles by guest authors and NAS staff, along with debates and videos.
[H5] Advocacy
NAS and our members are involved in efforts to pass legislation for true and salutary higher education reform. We file friend-of-the-court briefs in legal cases, defending freedom of speech and conscience, and the civil rights of educators and students. We give testimony before congressional and legislative committees and engage public support for worthy reforms.
[H5] Conferences
NAS holds national and regional conferences that focus on important issues and public policy debates in higher education today. At these meetings and conferences, those concerned about higher education convene to discuss issues of the moment, propose reforms, and recognize individual achievements.

About us

FAQ

Annual Report

Contact us

Staff & Boards

History

Issues & Ideals
Donate
Join

[H3] Weekly Newsletter

Join the National Association of Scholars’ weekly newsletter, CounterCurrent, to stay informed on the latest issues in higher education.

All past issues of the newsletter are available in our archive.
5088 chars
SUB-PAGE (https://nas.org/donate/) Donate | National Association of Scholars
Have you donated to NAS before? Save time by signing in before making a donation.

Donate via Donor Advised Funds (DAF) instead
Donate with cryptocurrency instead

[H2] Donate via Donor Advised Funds (DAF)

[H2] Donate via Cryptocurrency

Donate with Crypto

About Us
Staff & Boards
FAQ
Annual Reports
Questions about Donations?
If you have any questions about your donation, please contact us at (917) 551-6770 or [email protected].
NAS is a registered 501(c)3 and all donations are tax-deductible. Our EIN is 11-2741490.

[H3] Weekly Newsletter

Join the National Association of Scholars’ weekly newsletter, CounterCurrent, to stay informed on the latest issues in higher education.

All past issues of the newsletter are available in our archive.
801 chars
🛡️ Trust Signals — reviews, proof links, trust-theatre flag (Trust & Proof)
10Review mentions (all pages)
16External proof links (all pages)
PageReviewsProof links
/ (home) 1 4
/reports/ 6 4
/about-us/ 2 4
/donate/ 1 4
🔗 Identity & Technical Layer — schema JSON-LD: identity chains, entity gaps (Identity & Authority)
Homepage schema
{
    "@context": "https://schema.org",
    "@graph": [
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            "@type": "WebSite",
            "@id": "https://www.nas.org/#website",
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                "target": {
                    "@type": "EntryPoint",
                    "urlTemplate": "https://www.nas.org/?s={search_term_string}"
                },
                "query-input": "required name=search_term_string"
            }
        },
        {
            "@type": "NewsMediaOrganization",
            "@id": "https://www.nas.org/#organization",
            "name": "National Association of Scholars",
            "url": "https://www.nas.org",
            "alternateName": "NAS",
            "sameAs": [
                "https://www.facebook.com/NationalAssociationofScholars/",
                "https://twitter.com/NASorg",
                "https://www.youtube.com/user/NAScholars"
            ]
        },
        {
            "@type": "WebPage",
            "@id": "https://www.nas.org/#webpage",
            "url": "https://www.nas.org/",
            "description": "A network of scholars and citizens working to sustain the tradition of reasoned scholarship, civil debate, and virtuous citizenship in America's colleges and universities.",
            "name": "Home Page",
            "datePublished": "2024-06-19T14:04:19+00:00",
            "dateModified": "2026-04-07T19:04:06+00:00"
        }
    ]
}
/reports/
{
    "@context": "https://schema.org",
    "@graph": [
        {
            "@type": "WebSite",
            "@id": "https://www.nas.org/#website",
            "url": "https://www.nas.org",
            "name": "National Association of Scholars"
        },
        {
            "@type": "NewsMediaOrganization",
            "@id": "https://www.nas.org/#organization",
            "name": "National Association of Scholars",
            "url": "https://www.nas.org",
            "alternateName": "NAS",
            "sameAs": [
                "https://www.facebook.com/NationalAssociationofScholars/",
                "https://twitter.com/NASorg",
                "https://www.youtube.com/user/NAScholars"
            ]
        },
        {
            "@type": "CollectionPage",
            "@id": "https://www.nas.org/reports/#collectionpage",
            "url": "https://www.nas.org/reports/",
            "name": "Reports"
        }
    ]
}
/about-us/
{
    "@context": "https://schema.org",
    "@graph": [
        {
            "@type": "WebSite",
            "@id": "https://www.nas.org/#website",
            "url": "https://www.nas.org",
            "name": "National Association of Scholars"
        },
        {
            "@type": "NewsMediaOrganization",
            "@id": "https://www.nas.org/#organization",
            "name": "National Association of Scholars",
            "url": "https://www.nas.org",
            "alternateName": "NAS",
            "sameAs": [
                "https://www.facebook.com/NationalAssociationofScholars/",
                "https://twitter.com/NASorg",
                "https://www.youtube.com/user/NAScholars"
            ]
        },
        {
            "@type": "WebPage",
            "@id": "https://www.nas.org/about-us/#webpage",
            "url": "https://www.nas.org/about-us/",
            "description": "The National Association of Scholars is a 501(c)(3) non-profit organization that seeks to reform higher education. We uphold the standards of a liberal arts education that fosters intellectual freedom, searches…",
            "name": "About us",
            "datePublished": "2024-06-03T12:52:54+00:00",
            "dateModified": "2026-03-27T07:09:43+00:00"
        }
    ]
}
/donate/
{
    "@context": "https://schema.org",
    "@graph": [
        {
            "@type": "WebSite",
            "@id": "https://www.nas.org/#website",
            "url": "https://www.nas.org",
            "name": "National Association of Scholars"
        },
        {
            "@type": "NewsMediaOrganization",
            "@id": "https://www.nas.org/#organization",
            "name": "National Association of Scholars",
            "url": "https://www.nas.org",
            "alternateName": "NAS",
            "sameAs": [
                "https://www.facebook.com/NationalAssociationofScholars/",
                "https://twitter.com/NASorg",
                "https://www.youtube.com/user/NAScholars"
            ]
        },
        {
            "@type": "WebPage",
            "@id": "https://www.nas.org/donate/#webpage",
            "url": "https://www.nas.org/donate/",
            "name": "Donate",
            "datePublished": "2024-07-02T11:14:39+00:00",
            "dateModified": "2024-07-02T11:37:56+00:00"
        }
    ]
}

Your Diagnosis

Before revealing the machine’s verdict, predict the BS score for each signal. Higher = more BS (more fluff, less verifiable substance). Drag each slider, then submit to compare your judgment against the engine.

Information Density 0 / 30
Read the Narrative & headings: do hard facts (prices, dates, numbers) outweigh fluff power-words?
Semantic Coherence 0 / 20
Compare the homepage promise against the sub-page reality. Do they hold the same line?
Trust & Proof 0 / 20
Weigh review mentions against actual external proof links. Claims without verification = theatre.
Commodity Fingerprint 0 / 15
Check headings & narrative against the industry clichés in the setup above.
Identity & Authority 0 / 15
Inspect the schema: is there real Organization/Person identity with sameAs links, or gaps?
Your predicted BS score 0 / 100
💡 Stuck? Reveal the heuristic lens — how the deterministic page-auditor reads each signal (no AI, pure pattern rules)

These are the structural rules a local, deterministic auditor applies — the same lens you can use to judge each signal. They describe what to look for, not this company’s result.

Information Density

Classify each sentence as substantive or hollow. Grounding markers — numbers, currencies, dates, technical units, named entities — outweigh marketing adjectives. When fluff sits right next to hard evidence, the fluff is forgiven.

Semantic Alignment

Pull the main entities out of the H1, then check whether they actually recur through the body. A page that announces one thing and then talks about another drifts. Headings with no real sentences underneath read as pseudo-substance.

Trust & Proof

Count trust words (review, testimonial, rating, verified) against real outbound proof links (Google, Trustpilot, Clutch, G2, Yelp). Lots of trust language with zero verification links is trust theatre. Unlinked logo galleries count against it.

Commodity Fingerprint

Look at how much sentence length varies. Natural writing varies its rhythm; templated or mass-produced copy is statistically uniform. Very low variation reads as commodity content — unless unique named entities break the pattern.

Identity & Authority

Inspect the JSON-LD. Is there an Organization or Person schema, and does it carry sameAs links to real external profiles (LinkedIn, socials)? Missing schema or no identity declaration signals an anonymous entity.

Want to apply this lens yourself? The free BS Indicator Chrome extension runs these heuristic checks live on any page. Bear in mind it is a single-page, deterministic tool — it relies only on pattern rules for the page in front of it and does not perform the cross-page semantic correlation this audit uses, so its readout is a starting lens, not the full verdict.

B
BS Level
Education, Schools & Universities
38.5 Avg BS

Based on 816 businesses audited.

BS Detector

Education, Schools & Universities BS: National Association of Scholars (nas.org)

https://nas.org 📍 Industry: Education, Schools & Universities
10 BS / 100

This site is a rare example of high-substance, low-BS digital presence. It functions as a functional research archive rather than a marketing funnel, proving its claims through sheer volume of authored output and transparent policy positioning.

Info Density Power-words vs. Substance ratio.
3
10% BS
Semantic Coherence Homepage promise vs. Sub-page reality.
1
5% BS
Trust & Proof Verifiable evidence vs. Trust Theatre.
2
10% BS
Commodity Fingerprint Detection of industry clichés/templates.
2
13% BS
Identity & Authority Expert verifiability & Schema depth.
2
13% BS

Verify the high-traffic destination claim on the About Us page by linking to a third-party traffic auditor or public impact report. Implement Person schema for primary authors and board members to strengthen the authority footprint beyond simple text names. Correct the heading hierarchy to ensure H5 tags are not used for navigation menus to improve technical signal. Add specific outcome links to the Advocacy section to show the direct results of testimony given before committees.

The site aligns perfectly with the Education and Scholarly Research category. Its content is entirely focused on academic policy, curriculum standards, and higher education reform, moving beyond simple school marketing into institutional critique.

“The score of 10 represents a high level of substance with negligible bullshit. The points lost were primarily due to minor technical heading hierarchy choices and a few unsubstantiated internal claims regarding traffic and impact on the About Us page.”

Verified Analysis Date: May 31, 2026 © 1EuroSEO Independent Evaluator — Non-Sponsored Result
Brand AI Reputation