200+ courses across Coursera, Udemy, Skillshare, edX and more, compared on published curricula, current pricing and outcome data. We bracket them against each other, name the brands worth your money, and publish what failed alongside what won. Free. No email required.
Pick a track (data, AI, design, business, certification, free). The matcher returns a sequenced course path with prerequisites, time-to-skill estimates, total cost, and refund-policy notes. Vincent-tested, certificate-mapped, printable PDF.
Each track is a bracket, courses face off on the six metrics, only the ones that survive enrollment and completion advance.
Python, SQL, statistics, machine learning. Which platforms actually take you from beginner to portfolio-ready vs. which sell you certificates with no skill transfer.
Andrew Ng's specializations, fast.ai, DeepLearning.AI, hands-on transformer courses. What still matters in 2026 when half the syllabi are obsolete.
Google UX Certificate vs. Interaction Design Foundation vs. CareerFoundry. Which portfolios actually land interviews and which feel like Fiverr-grade busywork.
Wharton Business Foundations, Helium 10 Academy, Amy Porterfield. Skip the dropshipping-hype courses, here are the ones with real curriculum density.
Google Career Certificates, AWS Solutions Architect, PMP, CompTIA. Which credentials show up in actual job-posting requirements vs. which are pure resume garnish.
CS50, MIT OpenCourseWare, Khan Academy, freeCodeCamp. Where free actually rivals paid, and where free is missing the structure that makes you finish.
Everything we have scored under The EduBracket Course-ROI Audit, plus the dataset behind it.
Most "best course" lists are rewritten Coursera marketing copy. We enroll, complete, and score every course on the same six metrics, weight them equally on a 10-point scale, and publish what failed alongside what won.
We finish the course, start to last lesson, all assignments, all proctored exams where applicable.
Audio, video, current curriculum, working code samples, no abandoned lessons.
Hours-to-portfolio vs. claimed completion time. Most platforms understate by 30-60%.
Total cost ÷ actual learning hours. Not sticker price. Discounts factored in.
Does it show up in actual job-posting requirements? Quarterly hiring-manager survey of 200+.
Days to refund, manual hoops, chargeback rate when the platform stonewalls.
Three-way and head-to-head bracket reviews of the platforms that win the most career-change traffic.
Pricing, course quality, instructor vetting, credential value. Which platform fits which kind of learner.
When Plus is worth $59/mo vs. one-off course purchases, and which Specializations are most over- and under-priced.
$399/yr for unlimited access. Break-even at 3 Specializations, but only for committed completers. Detailed cost models inside.
Pedagogy depth, interactivity, age range, mobile experience, and which subject ladders are strongest on each.
Career-track curriculum density, hands-on labs, and where DataCamp loses to Coursera + Pluralsight in 2026.
$294 + 6 months. The certificate's actual signal value is more limited than Google claims, but cheaper than alternatives.
Every course is checked against its published syllabus, capstone requirements, current pricing and the platform's own completion data before it ranks. Reviewers are named on each article and the byline reflects who reviewed what.
Reviews data, AI/ML, and developer courses, checking every Coursera Specialization, edX MicroMasters and coding bootcamp against its published curriculum before it ranks.
Time-to-skill and skill-coverage claims source from each course's published syllabus, capstone requirements, and platform-released completion data.
Employer-recognition claims source from quarterly scrapes of public job-listing data: how often a specific credential appears in a "preferred qualifications" or "required" line across a defensible job-listing sample. Method documented per certification review.
Dated changes on EduBracket: new pages, status checks and the pages Microsoft Copilot cites most. This list is rebuilt weekly from those records; each card shows the date of its own event.