This is how SkillScouter’s editorial team operates: who reviews what, how we evaluate every course, what our affiliate relationships look like, and how often we update our work.
SkillScouter has been reviewing online courses since 2019. The market has changed — AI rewrote half the syllabus in 2024, the platforms keep changing their pricing, and there are now thousands of “best courses” lists written by people who haven’t taken any of them. Here’s how we work.
Who reviews what
Three editors run SkillScouter. We pair each topic to the person whose background actually backs the recommendation, because we think you should be able to trust why a recommendation was made — not just that one was made.
Dave Kline covers the Get Hired pillar, AI skills, and AI tools. Dave spent 20+ years leading high-performing divisions at Bridgewater and Moody’s, founded the MGMT Accelerator cohort program on Maven, and coaches eight- and nine-figure CEOs at fast-scaling companies. When Dave recommends an AI tool or career course, he’s used the tool to run his own business or vetted the course against what actually moves careers in the operator class.
Marsden Kline covers management, leadership, sales, negotiation, public speaking, communication, finance, real estate, and career development. Marsden’s career — Goldman Sachs → Google sales → Compass real estate → executive coaching — gives her direct working experience in each of those domains. She co-runs MGMT Accelerator with Dave and works daily with 1,400+ managers from companies like Tesla, NVIDIA, Meta, Oracle, and JPMorgan Chase.
Lewis Keegan, who founded SkillScouter, is our Senior Course Review Editor. Lewis covers technology, coding, data, analytics, design, creative, and the broad platform-comparison work. After 8 years and hundreds of cross-platform reviews, his value is comparison breadth — knowing what good looks like across Coursera, Udemy, Skillshare, edX, LinkedIn Learning, DataCamp, Pluralsight, and the rest — rather than any single industry credential.
How we evaluate courses
Every course on every list has to clear four filters:
- Course quality. Production value, syllabus rigor, depth of practice exercises, the quality of supporting materials. We’re harder on courses with weak hands-on components than ones with strong ones.
- Instructor credentials. Real industry track record, not just teaching career. We disclose when we’re recommending a course taught by someone whose work we know personally — and when we are, we evaluate the course on the same criteria as everyone else’s.
- Certificate or outcome value. Does the certificate actually open doors? Is the program recognized by employers? For career-track courses, we weight this heavily.
- Student outcomes. Real ratings, real reviews, real cohort completion rates. We discount courses with thin or suspicious review patterns regardless of how good the syllabus looks.
Affiliate relationships
SkillScouter earns commissions on some of the courses we link to. This never influences which courses we recommend or how they’re ranked — our editorial assignments are made independent of the affiliate relationship, and our criteria above apply equally to courses we earn on and ones we don’t. When we cover a program one of us teaches or co-teaches (notably Maven, where Dave and Marsden run the MGMT Accelerator), we say so on the article itself, prominently, in the first 100 words. For the full breakdown, see our Affiliate Disclosure.
How often we update
Our pillar articles get a full review at least quarterly. Course catalogs, pricing, certificate names, and instructor rosters change constantly, and we’d rather be a few weeks late than three months stale. Every article shows its last-updated date. If you find something that’s out of sync with reality — wrong price, missing course, retired certificate — email us and we’ll fix it within 7 days.