200+ courses across Coursera, Udemy, Skillshare, edX and more, enrolled, completed, and scored on six metrics. 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. We surveyed 200+ hiring managers; the certificate's actual signal value is more limited than Google claims, but cheaper than alternatives.
Every course is enrolled in by a real person on our review team. We complete the course, start to last lesson, all assignments, all proctored exams, and score it before publication. Reviewers are named on each article and the byline reflects who tested what.
Reviews data, AI/ML, and developer courses. Tests every Coursera Specialization, edX MicroMasters, and hands-on coding bootcamp before it ranks.
Time-to-skill and skill-coverage claims source from each course's published syllabus, capstone requirements, and platform-released completion data. Hands-on enrollment by Vincent or the editorial team confirms what the syllabus describes against what the course actually delivers.
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.