Methodology notes, from our own team.
Practical, specific guidance from our methodologists and consultants, not general advice you could find anywhere.
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Systematic Review Software Compared: Covidence, Rayyan, and DistillerSR
The right software choice depends more on your team’s specific workflow needs than on any single platform being universally best.
Jul 2026 · 5 min read · By Dr. Lauren Ito
A Systematic Review on AI in Tourism: A Methodology Guide
AI in tourism spans personalized recommendation systems, chatbot customer service, and demand forecasting, and a systematic review needs to commit to one of these distinct applications.
Jul 2026 · 5 min read · By Dr. Priya Nair
Open Science Practices for Systematic Reviews: Sharing Your Data and Code
Sharing your extracted data and analysis code alongside a published systematic review is increasingly expected, and it costs less effort than it might seem.
Jul 2026 · 5 min read · By Dr. Priya Nair
What to Do If Your PROSPERO Registration Gets Rejected
A returned PROSPERO submission is a normal, fixable part of the process, not a rejection of your review itself: here is what the feedback usually means.
Jul 2026 · 5 min read · By Dr. Amara Chen
Choosing a Systematic Review Topic: Finding a Genuine Evidence Gap
Committing months to a systematic review only to discover a recent, comprehensive review already answered the same question is a genuinely avoidable disappointment.
Jul 2026 · 5 min read · By Dr. Priya Nair
A Systematic Review on AI in Finance: Search Strategy
AI in finance research spans algorithmic trading, credit risk assessment, and fraud detection, and each application area needs its own dedicated search strategy and appraisal approach.
Jul 2026 · 5 min read · By Dr. Samuel Osei
PICO vs. PICOS: Building a Searchable Review Question
Both frameworks structure a research question into searchable components, but PICOS adds one element that matters more than it might first appear.
Jul 2026 · 5 min read · By Dr. Priya Nair
SUCRA Explained: Interpreting Network Meta-Analysis Rankings Correctly
A high SUCRA score looks like a clear, confident ranking, but the underlying uncertainty is easy to miss unless you check the actual effect estimates behind it.
Jul 2026 · 5 min read · By Dr. Samuel Osei
Getting Your PICO Question Reviewed Before You Start Searching
A vague PICO component costs a few minutes to fix at the framing stage and weeks of inconsistent screening decisions if it survives into the actual review.
Jul 2026 · 5 min read · By Dr. Priya Nair
How to Write a Systematic Review Title That Gets Indexed Correctly
A vague or improperly labeled title can cause a well-conducted systematic review to be missed entirely by future searches, including your own field’s.
Jul 2026 · 5 min read · By James Okafor
Conducting a Systematic Review on AI Ethics
AI ethics research is disproportionately conceptual and qualitative, and a systematic review on this topic needs methodology built around that reality rather than a standard quantitative template.
Jul 2026 · 5 min read · By Dr. Elena Kowalski
PRISMA Extensions Explained: Which One Applies to Your Review
The standard PRISMA 2020 checklist does not fit every review type. Several extensions exist for specific methodologies, and using the wrong one is a common, avoidable gap.
Jul 2026 · 5 min read · By James Okafor
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