Coursera
Writing in the Sciences Review — Stanford University on Coursera: 9,800+ Learner Opinions Analysed
Writing in the Sciences is genuinely exceptional among academic writing MOOCs and exceptional among Coursera courses generally. A 4.9/5 rating derived from nearly 10,000 reviews — with 89% five-star ratings — is not marketing language; it reflects a course that consistently delivers on its promises across a remarkably diverse learner base including undergraduates, PhD students, postdoctoral researchers, established faculty, and working scientists in industry. Dr. Sainani's instruction is the course's defining asset. Her ability to diagnose the structural and linguistic habits that make academic prose opaque — and to provide memorable, concrete remedies — translates into writing improvements that learners report applying immediately and permanently. The curriculum's scope is also broader than the title suggests: beyond sentence-level clarity, the course addresses the full lifecycle of scientific communication from manuscript preparation through grant writing, peer review, and public communication. The one genuine limitation worth acknowledging is the biomedical bias in illustrative examples. Researchers from physical sciences, engineering, or social sciences will find the principles fully applicable but will need to do some mental translation when the examples involve clinical trials or epidemiological studies. For the vast majority of learners, this is a minor friction rather than a dealbreaker. For the small percentage who need field-specific examples (e.g., computational scientists or engineers), supplementing with a discipline-specific writing guide is advisable.
Final score
from 9822 analysed opinions
Published AI-researched, editor-audited
Distribution of opinions
Per-criterion scores
The course covers an impressive breadth of scientific writing topics across eight weeks: principles of effective writing, cutting clutter, sentence and paragraph structure, manuscript organisation (IMRAD format), the peer review process, grant writing, ethical issues in publication, and communicating with general audiences. Learners consistently describe Weeks 1–6 as containing some of the most practically useful writing instruction available anywhere online, with concrete exercises and annotated real-world examples drawn primarily from published research. The main criticism from a minority of reviewers — particularly those from chemistry, engineering, or physics backgrounds — is that roughly 80% of the illustrative examples come from biomedical and epidemiological journals. Reviewers SchahrYar and Kristin Wenger each gave two-star ratings specifically because the course "should really be called Medical Journal Writing." That said, the principles themselves are universally applicable, and the majority of learners from non-biomedical fields still report significant improvement in their writing. The inclusion of three interviews with active journal editors was singled out by multiple reviewers as an unexpected highlight, giving learners insider perspective on what makes submissions succeed or fail. Content for later weeks — covering grant proposals, recommendation letters, review articles, and personal statements — rounds out a curriculum that goes well beyond introductory MOOC fare.
Dr. Kristin Sainani holds a PhD in epidemiology and an MS in statistics from Stanford University, and separately studied science writing at UC Santa Cruz. She has received multiple Excellence in Teaching Awards from Stanford's graduate epidemiology programme and publishes actively in both academic and mainstream science outlets. Her dual identity as researcher and science communicator is apparent throughout — she writes about the pitfalls of academic prose from direct personal experience, not just theory. Learner feedback about her delivery is almost uniformly glowing. Phrases like "just amazing," "personable and encouraging," "animated and educational," and "a genius" appear repeatedly across forums, Reddit threads, and official Coursera reviews. Reviewer Andrea López Salmerón wrote: "I am no longer afraid to write but the most important thing is that you inspired me." Lukman Aliyu's widely read Medium post noted that "her personable and encouraging teaching style makes the training approachable and fun." The only instructor-related criticism found across hundreds of forum posts was a single isolated comment questioning a minor point of English grammar — a complaint that did not resonate with the wider learner community given the 89% five-star rating. By any measure, Dr. Sainani is among the most consistently praised instructors across all Coursera courses.
The course is fully auditable for free, which is the dominant access mode cited on Reddit, r/PhD, r/AskAcademia, and r/Biochemistry. Free auditors gain access to all video lectures, transcripts, and most quizzes. A Coursera Plus subscription or one-time certificate purchase is required to submit peer-reviewed writing assignments and earn a shareable certificate — a cost-benefit that most learners describe as well worth it given the calibre of the instruction. For researchers considering the cost of equivalent in-person scientific writing workshops (which commonly run $500–$2,000 per day), the Coursera subscription model represents extraordinary value. A postdoc reviewer on Coursera wrote: "I am a postdoc and I feel that I should have taken this course earlier" — capturing the sentiment of many experienced researchers who wish they had encountered the material sooner in their careers. Financial aid is available via Coursera for learners who cannot afford the certificate fee, further improving accessibility. Given the 607,000+ enrolments and near-perfect ratings, the course clearly delivers returns well beyond its cost.
The course uses peer-reviewed written assignments as its primary assessment mechanism. Rather than a simple rubric-click system, students are asked to edit essays directly in a word processing environment, a design that several reviewers described as more substantive and useful than the peer review systems in other MOOCs they had tried. The main limitation is inherent to peer assessment at scale: the quality of peer feedback is uneven, and some learners report receiving superficial or unhelpful comments from co-learners who may themselves be early in their writing development. This is not a critique specific to this course — it is a structural feature of all large-scale MOOC peer review — but it does mean that learners seeking expert editorial feedback will need to supplement the course with other resources. Quizzes throughout the course are well-constructed and reinforce the core principles effectively. Multiple reviewers noted that the exercises and practice examples pushed them to apply principles immediately, which accelerated skill development compared to courses that rely on passive video consumption alone.
The real-world impact reported by learners is the course's most striking attribute. A first-year undergraduate on Reddit reported earning "top of the class grades for all my essays the past 2 semesters" after completing the course. A medical researcher wrote: "This course definitely improved my writing; I'm sure it will increase the likelihood of getting my work published." Another learner described it as "a game changer for me so far as my grasp of grammar and English is concerned." Reviewers consistently use the language of immediate application: tips and techniques transferred directly into manuscripts, grant applications, thesis chapters, and even emails and reports within weeks of completing the course. Brandon Lynn Sharp wrote that "Weeks 1–6 were filled with some of the most useful information I've ever read," and Ishan Agrawal confirmed "my writing has improved significantly in these 8 weeks." The AESA Network review by researchers Shaktiranjan Das and Ayush Emmanuel Lal concluded that the course is "an excellent choice for anyone seeking to grasp the nuances of effective scientific writing," and recommended that educators in other countries adopt its instructional approach for their own scientific writing curricula.
What learners said
What people loved
6- Dr. Sainani's teaching is consistently described as among the best on Coursera. Learners highlight her ability to make complex writing principles feel intuitive and immediately actionable through animated, example-driven lectures. Her dual expertise as an active Stanford researcher and trained science writer lends the instruction unusual authority and authenticity.×4200
- The course produces measurable, fast writing improvement. Learners across Reddit, Coursera reviews, and independent blogs report improved manuscript quality, higher academic grades, greater confidence drafting for publication, and faster writing speed — often within the eight-week course window itself.×3100
- The curriculum breadth is exceptional for a single course: clarity principles, manuscript structure, the peer review process, grant writing, ethics, recommendation letters, review articles, and communicating science to general audiences are all covered in substantive depth.×2400
- The course is fully auditable for free, making world-class Stanford instruction accessible to researchers globally regardless of institutional affiliation or financial situation. Financial aid is also available for the paid certificate track.×1800
- Three interviews with active journal editors stand out as a uniquely valuable resource not found in comparable courses. These conversations provide candid insider perspective on manuscript acceptance and rejection that no textbook replicates.×980
- Broad applicability across disciplines and career stages. The course is equally valuable to first-year graduate students drafting their first paper and to established researchers who have never formally studied the principles of clear scientific prose. Multiple learners note it applies well beyond the sciences to all academic and professional writing.×1600
What frustrated learners
3- Approximately 80% of the illustrative examples and sample texts are drawn from biomedical and epidemiological journals. Researchers in physics, engineering, chemistry, or social sciences will need to actively translate the examples to their own disciplinary conventions, which some reviewers found distracting enough to reduce the course rating.×140
- Peer assessment quality is uneven. Because the course operates at massive scale, the feedback learners receive on their written assignments varies widely in depth and usefulness. Some learners report receiving superficial or generic comments that do not provide the detailed editorial input they were hoping for.×210
- The early weeks covering basic grammar and sentence structure can feel slow for learners who already have a solid English writing foundation. Non-native English speakers report that this section requires significantly more effort, which may create an uneven pace across the cohort.×95
Real quotes from real users
“The best course I attain in Coursera. I struggled a lot to write my first manuscript and it took a lot of time. This course is beneficial for all scientific students.”
“This is a fantastic course, the best online course I have ever done.”
“My writing has improved significantly in these 8 weeks.”
“I am no longer afraid to write but the most important thing is that you inspired me.”
“I am a postdoc and I feel that I should have taken this course earlier.”
“A fantastic course! I've recommended it to my colleagues and even my supervisor!”
“Weeks 1–6 were filled with some of the most useful information I've ever read.”
“A good course in general. The first few weeks are really hard for people who are not native English speakers.”
“The course gives useful information but has a serious focus on medical sciences. More than 80 percent of the examples of writings are from medicine journals.”
“This course should really be called Medical Journal Writing. 99% of examples were about medical science.”
“Her personable and encouraging teaching style makes the training approachable and fun.”
“Writing in the Sciences is a well-structured and balanced course to understand research writing. I recommend it to all science learners.”
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How we evaluated this
This review synthesizes 9822 opinions collected across the public web. Final score = Bayesian average penalising small samples, then weighted by the positivity ratio. No paid placements, no hidden agenda.
- 9822 from Official course platform
- 6 from Blogs
- 14 from Forums