Coursera
(https://www.coursera.org) 📸 Data Snapshot: May 17, 2026Count 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.
No significant trust theatre was detected as all pages with reviews maintain a proof_links_count of 2, indicating verified external sourcing. The performance claim of 91% of learners achieving positive outcomes is substantiated by a named source (Lightcast Job Postings Report). However, the business page lists a 25% increased productivity figure without an immediate linked study in the crawl, which is a minor evidence gap.
The proof density is high, with a significant ratio of verifiable nouns to marketing adjectives. Over 8 distinct proof points are identified across the site, including 4,700 company partnerships, 170M+ learners, and specific accreditation statements for degree programs. This results in a very low specificity absence score.
Trust & Proof is read by weighing trust language against real verification. Below is the page-by-page tally of review mentions and external proof links, then the schema markup that may (or may not) declare verifiable ratings and identity proof.
🛡️ Trust Signals — reviews, proof links, trust-theatre check
| Page | Reviews | Proof links |
|---|---|---|
| / (home) | 163 | 2 |
| /courses/ | 192 | 2 |
| /business/ | 86 | 2 |
| /degrees/ | 124 | 2 |
| /professional-certificates/google-cybersecurity/ | 129 | 2 |
| /career-academy/ | 112 | 2 |
🔗 Identity & Technical Layer — schema JSON-LD: declared ratings, reviews & identity proof
Homepage schema
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"@type": "FAQPage",
"mainEntity": [
{
"@type": "Question",
"name": "Is Coursera accredited, and are Coursera certificates recognized by employers?",
"acceptedAnswer": {
"@type": "Answer",
"text": "Coursera partners with accredited universities and leading companies such as Google and IBM to offer courses, Specializations, and Professional Certificates. Employers widely recognize these credentials because they are issued directly by trusted institutions. Learners can build job-ready skills with the Google Data Analytics Professional Certificate, the IBM Data Analyst Professional Certificate, or start with accredited university content in high-demand fields like data analytics and cybersecurity."
}
},
{
"@type": "Question",
"name": "Is a Coursera certificate worth it?",
"acceptedAnswer": {
"@type": "Answer",
"text": "For many learners, a Coursera certificate is worth it because it provides job-ready skills and a verifiable credential from respected universities and companies. Learners commonly transition into roles in project management, UX design, and data science through programs such as the Google Project Management Professional Certificate, the Google UX Design Professional Certificate, and the IBM Data Science Professional Certificate. Others enter technical fields by starting with beginner-friendly Python or generative AI courses."
}
},
{
"@type": "Question",
"name": "What is Coursera Plus, and is it worth it?",
"acceptedAnswer": {
"@type": "Answer",
"text": "Coursera Plus is an annual subscription that gives learners unlimited access to thousands of courses, Specializations, and Professional Certificates. It’s a substantial value for anyone planning to complete multiple programs in a year. Learners often use Coursera Plus to explore in-demand areas, such as AI and analytics, through programs like the AI Essentials Specialization, the IBM Data Analyst Professional Certificate, or the Google Cybersecurity Professional Certificate."
}
},
{
"@type": "Question",
"name": "Does Coursera offer free online courses?",
"acceptedAnswer": {
"@type": "Answer",
"text": "Yes. Coursera offers thousands of courses that you can preview for free, including access to the first module, allowing you to explore the content before committing. Learners who want full course access or a certificate can join with a 7-day free trial through Coursera Plus or a subscription-based program. Many learners begin with introductory topics, such as Python, digital marketing, or English speaking, and later move into job-focused programs, like the Google IT Support Professional Certificate, when they’re ready to complete a credential."
}
},
{
"@type": "Question",
"name": "What are the most popular courses on Coursera?",
"acceptedAnswer": {
"@type": "Answer",
"text": "Coursera’s best-known courses and certificates are offered by leading universities and companies in the fields of AI, data science, cybersecurity, and software engineering. Many learners begin with the Machine Learning Specialization or the Deep Learning Specialization. In contrast, others opt for job-aligned pathways, such as the Google Cybersecurity Professional Certificate or the AI Engineer Professional Certificate. You can also browse broad areas, such as artificial intelligence, SQL, or web development, to find highly rated options."
}
},
{
"@type": "Question",
"name": "How can Coursera help me get a job or advance my career?",
"acceptedAnswer": {
"@type": "Answer",
"text": "Coursera offers job-aligned Professional Certificates and Specializations designed in collaboration with employers and universities to help learners qualify for roles in fields such as cybersecurity, UX, data analytics, AI, and business. Programs such as the Google Cybersecurity Professional Certificate, the Data Analysis with Python Specialization, and the UI/UX Design Specialization help learners build employer-relevant skills. At the same time, many career changers explore areas such as product management or business analysis as pathways into business and technology roles.\nCoursera also offers online bachelor’s and master’s degrees from accredited universities, which can support long-term career advancement in business, computer science, data, and other high-growth fields. Learners exploring formal education pathways can browse online degrees or view available bachelor’s programs to find a degree aligned to their career goals."
}
},
{
"@type": "Question",
"name": "What is Coursera for Business, and how much does it cost?",
"acceptedAnswer": {
"@type": "Answer",
"text": "Coursera for Business is Coursera’s enterprise learning platform designed to help organizations reskill and upskill employees with job-relevant training from top universities and companies. It comes in two versions:Coursera for Teams – Designed for small teams and growing businesses. It offers access to thousands of courses and Professional Certificates for a fixed price per user.Coursera for Enterprise – Built for large organizations that need advanced features, including analytics, integrations, skills benchmarking, and scalable workforce training programs tailored to specific roles.Pricing varies depending on the size of your team and the learning needs of your organization. Small businesses can purchase Coursera for Teams directly online, while Coursera for Enterprise pricing is custom and available through a sales consultation."
}
}
]
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"@id": "https://www.coursera.org/#organization",
"@type": "Organization",
"name": "Coursera",
"url": "https://www.coursera.org/",
"logo": "https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/https://coursera.s3.amazonaws.com/media/coursera-rebrand-logo-square.png?auto=format%2Ccompress&dpr=1",
"sameAs": [
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"https://www.instagram.com/coursera/",
"https://www.youtube.com/user/coursera",
"https://twitter.com/coursera",
"https://www.linkedin.com/company/coursera",
"https://www.facebook.com/Coursera"
]
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]
/courses/
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{
"@type": "ListItem",
"position": 1,
"url": "https://www.coursera.org/professional-certificates/google-ai"
},
{
"@type": "ListItem",
"position": 2,
"url": "https://www.coursera.org/professional-certificates/google-data-analytics"
},
{
"@type": "ListItem",
"position": 3,
"url": "https://www.coursera.org/specializations/ai-essentials-google"
},
{
"@type": "ListItem",
"position": 4,
"url": "https://www.coursera.org/professional-certificates/google-project-management"
},
{
"@type": "ListItem",
"position": 5,
"url": "https://www.coursera.org/professional-certificates/google-cybersecurity"
},
{
"@type": "ListItem",
"position": 6,
"url": "https://www.coursera.org/professional-certificates/google-it-support"
},
{
"@type": "ListItem",
"position": 7,
"url": "https://www.coursera.org/professional-certificates/google-digital-marketing-ecommerce"
},
{
"@type": "ListItem",
"position": 8,
"url": "https://www.coursera.org/professional-certificates/google-ux-design"
},
{
"@type": "ListItem",
"position": 9,
"url": "https://www.coursera.org/learn/ai-for-everyone"
},
{
"@type": "ListItem",
"position": 10,
"url": "https://www.coursera.org/specializations/machine-learning-introduction"
},
{
"@type": "ListItem",
"position": 11,
"url": "https://www.coursera.org/learn/google-ai-fundamentals"
},
{
"@type": "ListItem",
"position": 12,
"url": "https://www.coursera.org/professional-certificates/google-advanced-data-analytics"
}
]
}
/degrees/
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"url": "https://www.coursera.org/degrees/data-science"
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"1": {
"@type": "ListItem",
"position": 2,
"url": "https://www.coursera.org/degrees/data-analytics"
},
"2": {
"@type": "ListItem",
"position": 3,
"url": "https://www.coursera.org/degrees/business"
},
"3": {
"@type": "ListItem",
"position": 4,
"url": "https://www.coursera.org/degrees/maestria-en-linea-latinoamerica"
},
"4": {
"@type": "ListItem",
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"url": "https://www.coursera.org/degrees/public-health"
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"url": "https://www.coursera.org/degrees/bachelor-of-science-computer-science-london"
},
"1": {
"@type": "ListItem",
"position": 2,
"url": "https://www.coursera.org/degrees/bsc-data-science-huddersfield"
},
"2": {
"@type": "ListItem",
"position": 3,
"url": "https://www.coursera.org/degrees/msc-cyber-security-london"
},
"3": {
"@type": "ListItem",
"position": 4,
"url": "https://www.coursera.org/degrees/msc-computer-science-heriot-watt"
},
"4": {
"@type": "ListItem",
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"url": "https://www.coursera.org/degrees/bsc-business-administration-london"
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"url": "https://www.coursera.org//degrees/bachelors",
"name": "Bachelor's Degrees"
},
{
"@type": "ListItem",
"position": 2,
"url": "https://www.coursera.org//degrees/masters",
"name": "Master's Degrees"
},
{
"@type": "ListItem",
"position": 3,
"url": "https://www.coursera.org//degrees/postgraduate-studies",
"name": "Postgraduate Programs"
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{
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"@type": "FAQPage",
"mainEntity": {
"0": {
"@type": "Question",
"name": "Are Coursera online degrees offered by accredited universities?",
"acceptedAnswer": {
"@type": "Answer",
"text": "Yes. Coursera online degree programs are awarded by accredited university partners. Accreditation signals academic quality and may support employer recognition and credit transfer, depending on the institution."
}
},
"1": {
"@type": "Question",
"name": "Can I transfer college credits into an online degree program on Coursera?",
"acceptedAnswer": {
"@type": "Answer",
"text": "That depends on the degree you’re interested in earning. Many of the bachelor’s degrees on Coursera from US-based institutions, such as Georgetown University’s Bachelor of Arts in Liberal Studies, allow students to transfer some previously earned college credits. Some, like the University of North Texas’ Bachelor of Applied Arts and Sciences and Bachelor of Science in General Business, are degree completion programs and require transfer credits in order to enroll. Each university determines the "
}
},
"2": {
"@type": "Question",
"name": "Can I take online degree courses from anywhere in the world?",
"acceptedAnswer": {
"@type": "Answer",
"text": "Yes, all you need is a reliable internet connection. No matter where you are in the world, you can enroll in the degree programs that Coursera’s university partners offer, though there may be specific application requirements based on your status as a domestic or international student."
}
},
"3": {
"@type": "Question",
"name": "How long does it take to finish an online degree?",
"acceptedAnswer": {
"@type": "Answer",
"text": "It depends on the program level, pace, and transfer credits. Many undergraduate online degrees take 2–6 years, while graduate degrees often take 1–3 years. Degree programs on Coursera are designed with flexibility in mind, allowing you to study part-time or full-time based on your schedule."
}
},
"4": {
"@type": "Question",
"name": "What are the application deadlines?",
"acceptedAnswer": {
"@type": "Answer",
"text": "College application deadlines, for both bachelor’s degrees and master’s degrees, tend to occur just once a year. However, on Coursera, you’ll find greater flexibility from universities. Deadlines tend to occur around three times a year—once in the fall, once in the spring, and once in the summer—depending on the institution. Some degree programs, like the University of Colorado Boulder's Master of Science in Data Science, don't require an application for admission. Instead, you can qua"
}
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/professional-certificates/google-cybersecurity/
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{
"@context": "http://schema.org",
"@type": "FAQPage",
"mainEntity": {
"0": {
"@type": "Question",
"name": "What is cybersecurity?",
"acceptedAnswer": {
"@type": "Answer",
"text": "Organizations must continuously protect themselves and the people they serve from cyber-related threats, like fraud and phishing. They rely on cybersecurity to maintain the confidentiality, integrity, and availability of their internal systems and information. Cybersecurity analysts use a collection of methods and technologies to safeguard against threats and unauthorized access — and to create and implement solutions should a threat get through."
}
},
"1": {
"@type": "Question",
"name": "What kind of companies hire cybersecurity professionals?",
"acceptedAnswer": {
"@type": "Answer",
"text": "<text variant="body2">Companies of all sizes hire cybersecurity professionals across a variety of industries, including e-commerce, finance, healthcare, technology, and government. "
}
},
"2": {
"@type": "Question",
"name": "Will completing the certificate prepare me for the CompTIA Security+ exam?",
"acceptedAnswer": {
"@type": "Answer",
"text": "The Google Cybersecurity Certificate helps prepare you for the CompTIA Security+ exam, the industry leading certification for cybersecurity roles. You’ll earn a dual credential when you complete both. Graduates of the Google Cybersecurity Certificate can access the CompTIA Security+ exam and training at a discounted price."
}
},
"3": {
"@type": "Question",
"name": "How much does this certificate cost?",
"acceptedAnswer": {
"@type": "Answer",
"text": "In the U.S. and Canada, Coursera charges $49 per month after the initial 7-day free trial period. The Google Cybersecurity Certificate can be completed in less than 6 months at under 10 hours per week of part-time study, so most learners can complete the certificate for less than $300 USD. In other countries where Google Career Certificates are available, your cost may be lower."
}
},
"4": {
"@type": "Question",
"name": "Is this program offered in other languages?",
"acceptedAnswer": {
"@type": "Answer",
"text": "The Google Cybersecurity Certificate is currently available globally in English. Please check back here for updates."
}
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"url": "https://www.coursera.org/professional-certificates/google-cybersecurity",
"About": {
"@type": "Thing",
"name": {
"0": "Bash (Scripting Language)",
"1": "Computer Security Incident Management",
"2": "Cyber Threat Intelligence",
"3": "Cyber Attacks",
"4": "Cybersecurity",
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"description": "Offered by Google. Get on the fast track to a career in cybersecurity. In this certificate program, you'll learn in-demand skills, and get ... Enroll for free.",
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"hasPart": {
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"@id": "https://www.coursera.org/learn/foundations-of-cybersecurity#mooc",
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This page presents a snapshot of public data from Coursera, captured on May 17, 2026, to show how machine logic reads Trust & Proof signals into an AI reputation evaluation.
Purpose: This data is presented under “Fair Use” for the purpose of independent signal analysis, allowing readers to see the raw signals behind the reputation score.
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