Training Example: Ferris State University – 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…

Ferris State University

(https://ferris.edu) 📸 Data Snapshot: May 30, 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 Ferris State University | Bulldogs | Big Rapids MI and Grand Rapids MI (https://ferris.edu)
Title

Ferris State University | Bulldogs | Big Rapids MI and Grand Rapids MI

Meta

Ferris State University has Michigan College Campuses in Big Rapids MI, Grand Rapids MI, and Off Campus Locations Across Michigan. Ferris State University is organized into several academic colleges: Health Professions, Arts and Science, Business, Education and Human Services, Engineering Technology, Pharmacy, the Michigan College of Optometry and more. Apply online today.

H1 Plan Your Visit
H2 Outstanding Graduates
H2 9900+
H2 220+
H2 Top 20
H2 Ferris State Stats
H2 9,900+
H2 220+
H2 TOP  20
H2 180+ In-Demand Degree Programs
H2 Bulldogs Earn more.
H2 Opportunity in Action
H2 Schedule
H2 Scores
NAV_HEADER_REPEATED Application for Admission – Ferris State University (https://ferris.edu/admissions/application/homepage.htm)
Title

Application for Admission – Ferris State University

Meta

Complete your free application to Ferris State University

H2 NewApplicants
H2 ReturningApplicants
H2 GraduateApplicants
H2 DoctoralApplicants
H2 App Help
H2 Application Process
H2 Creating Your Account
H2 Transcripts
H2 Test Scores
H2 KCAD Portfolio Submissions
H2 Application Deadlines
H2 Preferred Browser
H3 Electronically 
H3 Mailed
H3 In-Person
H3 ACT & SAT Scores
H3 CLEP & AP
NAV_HEADER_HEADING_REPEATED_BODY Campus Visits and Tours | Visit Ferris State University in Big Rapids and Grand Rapids (https://ferris.edu/admissions/schedule_visit.htm)
Title

Campus Visits and Tours | Visit Ferris State University in Big Rapids and Grand Rapids

Meta

Explore our campuses in Big Rapids and Grand Rapids, Michigan. Schedule your campus tour or register for an open house or Dawg Day.

H2 Big Rapids Visits
H2 Grand Rapids Visits
H2 Big Rapids Visits
H2 Daily Visit
H2 Dawg Day
H2 Admitted Student Open House
H2 Group Visit
H2 Grand Rapids Visits
H2 Daily Visit
H2 Virtual Tours and Meetings
H2 Virtual Tour – Big Rapids Campus
H2 Admissions Questions
H2 Financial Aid Support
H2 International Admissions Guidance
H2 Statewide and Online Program Advising
NAV_HEADER_REPEATED_FOOTER Make a Gift | Ferris State University (https://ferris.edu/giving/homepage.htm)
Title

Make a Gift | Ferris State University

Meta

Support Ferris Students by making gifts to your favorite program.

H1 Give to Ferris State University
H2 Make an Impact
H2 Support the Future of Ferris State Athletics
H2 Giving Opportunities
H2 Remove Barriers for Students
H2 Support our Champions
H2 Move our World Forward
H2 More Ways to Give
H2 Board of Directors
H2 Athletics
H2 Planned Giving
H3 Alumni Association
H3 Athletics
H3 Card / Riley Conservation and Wildlife Education Center
H3 Hispanic/Latino Cultural Center
H3 College of Arts, Sciences and Education
H3 College of Business
H3 College of Engineering Technology
H3 College of Health Professions
H3 College of Pharmacy
H3 Delta Tau Epsilon – Lambda Chi Alumni Scholarship Endowment
H3 Doctorate in Community College Leadership
H3 Employer Partner in Success Program
H3 First Generation Student Endowed Scholarship
H3 Ferris Cares Opportunity
H3 Honorarium or Memorial Gift
H3 Honors Program
H3 Jim Crow Museum
H3 Kendall College of Art and Design
H3 Latino Business & Economic Development Center
H3 LGBTQ+ Resource Center
H3 Library (FLITE)
H3 Michigan College of Optometry
H3 Office of International Education
H3 Office of Multicultural Student Services
H3 Scholarships & Endowments
H3 University College
H3 University Fund for Excellence
📝 The Narrative — clean text per page (Info Density · Semantic Coherence)
HOMEPAGE (https://ferris.edu) Ferris State University | Bulldogs | Big Rapids MI and Grand Rapids MI
[H1] Plan Your Visit

It's the perfect time to tour campus and see why you'll love it at Ferris State University.
Schedule Visit

[H2] Outstanding Graduates

[IMG: Decorative border]

From creative innovation to service-driven leadership, these Ferris State University
graduates turn hands-on learning into meaningful careers that make an impact.
Read Their Stories

[IMG: two images side by side of a student painting a mural and another student at a Ferris State Football Game]

Ferris State Stats

[H2] 9900+

[IMG: decorative border]

Students

[H2] 220+

[IMG: decorative border]

RSOs & Clubs

[H2] Top 20

[IMG: decorative border]

Best Colleges for Athletics

[H2] Ferris State Stats

[IMG: Decorative border]

[H2] 9,900+

Students

[H2] 220+

RSOs & Clubs

[H2] TOP  20

Best Colleges for Athletics

[H2] 180+ In-Demand Degree Programs

Search for Your Program...

All Programs

Undergraduate

Graduate

Doctorate

More Programs

Show Less

View All Programs A - Z

[IMG: Ferris State students graduating at commencement with their diplomas]

[H2] Bulldogs Earn more.

[IMG: Decorative border]

Ferris State University has earned the prestigious Carnegie Classification, proving
you’ll gain access to career-focused programs that help you earn more throughout your
career.
learn more

[IMG: A student on the campus of Ferris State University in Big Rapids MI]

[H2] Opportunity in Action

Ferris State University has been recognized as an Opportunity Institution by the Carnegie
Foundation, highlighting its commitment to expanding access to education and supporting
student success.
Learn More

Loading events...
Loading news...

Bulldog Athletics

[H2] Schedule

Loading...

[H2] Scores

Loading...

See all upcoming games
1997 chars
SUB-PAGE (https://ferris.edu/admissions/application/homepage.htm) Application for Admission – Ferris State University
[H1] Apply Now

[IMG: decorative border]

[H2] NewApplicants

Start your free freshman, transfer, or graduate application. Most applications can
be finished in 15 minutes or less.
Start Application Now
Application Help
KCAD Portfolio Requirement

[H2] ReturningApplicants

Log in to check the status of your application, see missing requirements, or to start
a new application.
Log in to Application

[H2] GraduateApplicants

Start the graduate program application process by learning more about your program's
requirements.
Explore Requirements

[H2] DoctoralApplicants

To apply for one of our doctoral programs, follow the link for the program you plan
on applying for.

Doctor of Community College Leadership
Doctor of Nursing Practice
Doctor of Optometry
Doctor of Pharmacy

[H2] App Help

[H2] Application Process

[IMG: Decorative border]

The application process includes three simple steps.

Submit your free application
Send your transcripts and test scores if required
Look for your decision letter

[H2] Creating Your Account

[IMG: Decorative border]

In order to complete your application, you will first need to create an account. After
providing your name and email address, you will receive an email with a link to finish
setting up your account.
Make sure to check your spam folder if you do not see the email in your inbox.

[H2] Transcripts

[IMG: Decorative border]

Do I need to send Ferris my transcripts?

If you have not completed 12 college credits or more, you must send in your official
high school transcript (or recognized equivalent, such as a GED).
In addition, you must send in a transcript from every college or university you have
attended, whether you earned credits or not.
You do not need to send a transcript for any previous coursework completed at Ferris.
How do I submit my transcripts?

The best place to start is your high school's or college's website. They should have
instructions for requesting a transcript.

[H3] Electronically

Transcripts can be sent electronically from the issuing school through a credentialing
service such as Parchment or National Student Clearinghouse.
Transcripts can also be emailed by the issuing institution to [email protected].

[H3] Mailed

Documents can be mailed to our Admissions office.
Admissions OfficeFerris State University1201 S. State Street, CSS 201Big Rapids MI 49307

[H3] In-Person

You may also deliver you transcript in-person to your nearest Ferris office. Make
sure to keep your transcript sealed in the original envelope it came in. If your transcript
is opened, we can no longer consider it official.
GED transcripts may be sent electronically using the GED website to [email protected].

[H2] Test Scores

[IMG: Decorative border]

Do I need to send Ferris my test scores?

We are currently reviewing applications without test scores. We will process applications
without ACT or SAT scores once your high school transcript is received.

[H3] ACT & SAT Scores

You may need to send in your ACT or SAT scores if you do not meet one of the below
conditions.

You have completed 60 or more college credits
You have an associate degree or higher
You are an international student

If you have not completed college-level English or Math, you are strongly encouraged
to submit ACT or SAT scores for placement purposes.

[H3] CLEP & AP

In order to receive credit for CLEP and AP tests, you must send us your official score
reports. Reports may be used to place you into appropriate courses and determine equivalencies.
Some Ferris programs may have specific score requirements.
If you're still unsure whether or not you need to send in your test scores, give us
a call at (231) 591-2000.
How do I submit test scores?

For standardized tests, including the SAT, CLEP, and AP, visit College Board for instructions. Ferris State University's school code is 1222.
If you need to submit your ACT scores, head to the ACT website. You'll find step-by-step instructions on sending in your scores. Our school code
is 1994.

[H2] KCAD Portfolio Submissions

[IMG: Decorative border]

Your portfolio should include 8-10 pieces of your best, most recent completed work
that reflect your interests and creative potential. This collection of work could
include 2D or 3D artwork, such as drawings, paintings, design, photography, sketches,
animation, typography, videos, collages, ceramics, sculpture, sewn garments or other
forms of creativity. 
Our portfolio requirement isn't about proving you belong at KCAD. It's your opportunity
to show us where your strengths and interests are so we can help you reach your fullest
potential.
SUBMIT portfolio online
You'll receive feedback from KCAD faculty/staff via email prior to receiving an official
decision on your acceptance.
Applicants to the Art History program's Academic Track and Associate degrees are not
required to submit a portfolio.

[H2] Application Deadlines

[IMG: Decorative border]

Freshmen

As a freshmen, you must submit your application 30 days before the first day of the
semester you are applying for.
You can find start dates on our academic calendar.
Academic Calendar
Transfer Students

If you are a transfer student planning to attend our main campus in Big Rapids, you
must submit your application by the following dates.
Fall Semester: July 1Spring Semester: December 1Summer Semester: April 1

[H2] Preferred Browser

[IMG: Decorative border]

We recommend using the Chrome browser to complete your application. You may experience
technical difficulties when using Safari.
5784 chars
SUB-PAGE (https://ferris.edu/admissions/schedule_visit.htm) Campus Visits and Tours | Visit Ferris State University in Big Rapids and Grand Rapids
[H1] Visit Ferris State University

[IMG: Decorative speedline border]

[H2] Big Rapids Visits

Classic college vibes, 9,000+ students, 880 acres, and the home of seven of our academic
colleges.

[H2] Grand Rapids Visits

600+ students at the vibrant heart of downtown Grand Rapids, home to Kendall College
of Art and Design.

Explore Virtual Tours and Meetings

[H2] Big Rapids Visits

[H2] Daily Visit

[IMG: decorative border]

Get the full Ferris State experience with a campus visit that includes an expert-led
presentation from our admissions team and a guided walking tour of our Big Rapids
campus. After you soak it all in, grab lunch at the legendary Rock Cafe, a real Bulldog
favorite. Each student can bring up to two guests, so invite your biggest fans.
Register Now

[H2] Dawg Day

[IMG: decorative border]

Dawg Days are the ultimate campus visit experience. These special Saturday events
are your chance to meet with reps from the majors you're interested in, learn about
financial aid, chat with our student life team, and tour campus. Afterward you'll
grab lunch at one our dining halls and meet plenty of other Bulldogs.
See Upcoming Dates

[H2] Admitted Student Open House

[IMG: decorative border]

Let's go, admitted Bulldogs! If your application has been accepted than this is the
event for you. Learn what living the Bulldog life really means. Meet with your college,
speak with departments, get your Bulldog ID card, and take an optional campus tour.
Register for Feb. 21 Open House
Register for Mar. 21 Open House
Pro tip: You'll need your Ferris State login info to register for these events.

[H2] Group Visit

[IMG: decorative border]

Round up ten or more of your high school or college-aged crew and head to Ferris State’s
Big Rapids campus for an unforgettable visit. You’ll get a feel for the real Bulldog
life as you explore campus, learn about programs, and soak up that one-of-a-kind Ferris
State energy. Unforgettable memories? Guaranteed.
Register Your Group

[H2] Grand Rapids Visits

[H2] Daily Visit

[IMG: decorative border]

Get an insider’s look at Ferris State's Grand Rapids campus, including Kendall College
of Art and Design. Join one of our upcoming guided tours to explore campus, discover
student resources, and see why so many Bulldogs love our downtown vibe. Bring a friend,
bring a parent, or just bring yourself.
Register Now

[H2] Virtual Tours and Meetings

[H2] Virtual Tour - Big Rapids Campus

[IMG: decorative border]

Start getting a feel for our Big Rapids campus with a virtual tour. You'll see our
historic and brand-new buildings, take in the beautiful natural scenery, and meet
a few Bulldogs along the way.
Start Your Tour

[H2] Admissions Questions

[IMG: decorative border]

Chat with a Ferris State admissions expert to learn everything you need to know about
our programs, our campuses, and how to complete your free application.
Schedule Appointment

[H2] Financial Aid Support

[IMG: decorative border]

There are so many opportunities for financial aid at Ferris State that it's sometimes
overwhelming. Schedule an appointment with one of our financial aid experts to understand
all of your options and how to make it happen.
Schedule Appointment

[H2] International Admissions Guidance

[IMG: decorative border]

If you're an international student, this is your first stop on your journey toward
studying in the United States. Meet an international admissions expert to explore
the application process, programs, tuition, scholarships, and more.
Schedule Appointment

[H2] Statewide and Online Program Advising

[IMG: decorative border]

Ferris State's Statewide programs give you the chance to earn your degree without
leaving home. Whether you're pursuing your degree online or at one of our hubs across
Michigan, our program advisors will help you make smart decisions about your next
step forward.
Schedule Appointment

Back to All Options
4129 chars
SUB-PAGE (https://ferris.edu/giving/homepage.htm) Make a Gift | Ferris State University
[H1] Give to Ferris

[IMG: Decorative border]

[IMG: Student working with a computer on Ferris State University]

[H2] Make an Impact

[IMG: Decorative border]

When you give to Ferris State University, you're making an investment in the future
of our students, our state and our world. Give now to the Fund for Ferris to support
the most critical needs at our university.
Give Now

[H2] Support the Future of Ferris State Athletics
[IMG: Decorative border]
We don’t just compete — we build champions. Now, we're taking the next bold step:
the construction of a state-of-the-art Indoor Athletics Complex that will transform
the student-athlete experience at Ferris State so we can continue to build champions
for generations to come. We need your help to make it a reality.
Explore the IAC

[IMG: We Build Champions logo and campus aerial view]

[H2] Giving Opportunities

Scholarships
Athletics
Jim Crow Museum

Scholarships

[H2] Remove Barriers for Students

Build on the legacy of Ferris as an institution that knocks down barriers for students.
Support our scholarship funds and keep an education in reach for every Bulldog.
Support Scholarships

Athletics

[H2] Support our Champions

With your support, our student athletes can continue to deliver on the field, ice,
court and in the classroom. Help Ferris be the home of champions for years to come.
Support Athletics

Jim Crow Museum

[H2] Move our World Forward

Support the Jim Crow Museum of Racist Imagery as it expands its mission of teaching
tolerance through objects of intolerance.
Support the Museum

[H2] More Ways to Give

Search for your cause

[H3] Alumni Association

Give to the Alumni Association

[H3] Athletics

Give to Athletics

[H3] Card / Riley Conservation and Wildlife Education Center

Give to Card / Riley

[H3] Hispanic/Latino Cultural Center

Give to the CLS

[H3] College of Arts, Sciences and Education

Support CASE

[H3] College of Business

Support COB

[H3] College of Engineering Technology

Support CET

[H3] College of Health Professions

Support CHP

[H3] College of Pharmacy

Support Pharmacy

[H3] Delta Tau Epsilon - Lambda Chi Alumni Scholarship Endowment

Support DTE-LXA

[H3] Doctorate in Community College Leadership

Support DCCL

[H3] Employer Partner in Success Program

Become a Partner

[H3] First Generation Student Endowed Scholarship

Give to Ferris Cares

[H3] Ferris Cares Opportunity

Give to Ferris Cares

[H3] Honorarium or Memorial Gift

Make a Honorarium or Memorial Gift

[H3] Honors Program

Support the Honors Program

[H3] Jim Crow Museum

Support the JCM

[H3] Kendall College of Art and Design

Support KCAD

[H3] Latino Business & Economic Development Center

Support the LBEDC

[H3] LGBTQ+ Resource Center

Support the LGBTQ+ Resource Center

[H3] Library (FLITE)

Support FLITE

[H3] Michigan College of Optometry

Support MCO

[H3] Office of International Education

Support OIE

[H3] Office of Multicultural Student Services

Support OMSS

[H3] Scholarships & Endowments

Give to Scholarships & Endowments

[H3] University College

Support University College

[H3] University Fund for Excellence

Support University Fund for Excellence

[H2] Board of Directors

Board members are community, business and industry leaders, along with a Board of
Trustee liaison, alumni and current faculty and staff.
Meet the Foundation Board

[H2] Athletics

Support Ferris Athletics by making a gift to a team, joining a booster club, or attending
one of the events put on by our teams.
Explore Athletics

[H2] Planned Giving

Leave a legacy that will impact current and future students. Explore different ways
to give and support scholarships and programs.
DISCOVER Ways to Give
4294 chars
🛡️ Trust Signals — reviews, proof links, trust-theatre flag (Trust & Proof)
1Review mentions (all pages)
4External proof links (all pages)
PageReviewsProof links
/ (home) 0 1
/admissions/application/homepage.htm 1 1
/admissions/schedule_visit.htm 0 1
/giving/homepage.htm 0 1
🔗 Identity & Technical Layer — schema JSON-LD: identity chains, entity gaps (Identity & Authority)
Homepage — no schema detected (entity gap)
/admissions/application/homepage.htm — no schema detected (entity gap)
/admissions/schedule_visit.htm — no schema detected (entity gap)
/giving/homepage.htm — no schema detected (entity gap)

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: Ferris State University (ferris.edu)

https://ferris.edu 📍 Industry: Education, Schools & Universities
34 BS / 100

Ferris State University delivers a remarkably low-BS experience by prioritizing functional transparency and institutional stats over high-altitude fluff. It functions as a utility for students rather than a pure marketing brochure, though it suffers from a lack of technical structured data (schema).

Info Density Power-words vs. Substance ratio.
10
33% BS
Semantic Coherence Homepage promise vs. Sub-page reality.
3
15% BS
Trust & Proof Verifiable evidence vs. Trust Theatre.
5
25% BS
Commodity Fingerprint Detection of industry clichés/templates.
5
33% BS
Identity & Authority Expert verifiability & Schema depth.
11
73% BS

Integrate EducationalOrganization and CollegeOrUniversity schema to formalize institutional authority in search graphs. Add specific citations and dates to the ‘Top 20’ athletics claim to move it from a generic slogan to a verifiable fact. Replace the generic ‘Admissions Expert’ labels with named staff profiles and links to their professional credentials. Fix the H2 heading repetition on the campus visit page to improve document structure.

The content perfectly aligns with the Higher Education sector, focusing on academic colleges, campus visits, and structured application processes. Evidence including school codes (1222, 1994) and specific degree levels (Undergraduate, Graduate, Doctorate) confirms the classification.

“The score of 34 is primarily driven by the 'Identity and Authority' pillar (11/15) due to the total absence of structured data schema and named experts. 'Information Density' (10/30) contributed minimally as the site provides high levels of specific, actionable data.”

Verified Analysis Date: May 30, 2026 © 1EuroSEO Independent Evaluator — Non-Sponsored Result
Brand AI Reputation