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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Finding Cochrane Methodology Consulting Support
Following the Cochrane Handbook rigorously requires more than reading it once, and genuine consulting support in this specific methodology catches gaps general systematic review knowledge misses.
Jul 2026 · 5 min read · By Dr. Amara Chen
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
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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