Methodology notes, from our own team.
Practical, specific guidance from our methodologists and consultants — not general advice you could find anywhere.
All articles
JBI Methodology Consulting: What to Look For
JBI methodology’s broader scope, spanning multiple review types and study-design-specific appraisal tools, means consulting support here needs correspondingly broad, genuine expertise.
Jul 2026 · 5 min read · By Dr. Elena Kowalski
Should You Include Preprints in a Systematic Review?
Preprints can meaningfully reduce publication bias in a fast-moving field, but including them trades away the quality floor peer review normally provides.
Jul 2026 · 5 min read · By Dr. Priya Nair
A Systematic Review on AI in Human Resource Management
AI in HR spans recruitment algorithms, performance evaluation tools, and attrition prediction, and each raises genuinely different methodological and ethical considerations for a review.
Jul 2026 · 5 min read · By Dr. Elena Kowalski
Choosing a Journal for Your Systematic Review
Submitting a well-conducted systematic review to a poorly matched journal is one of the more common, entirely avoidable causes of a slow or unsuccessful publication process.
Jul 2026 · 5 min read · By Sarah Bennett
What Makes a Review 'Cochrane Standard'?
The phrase gets used loosely, but Cochrane standard refers to a specific, well-defined set of methodological and reporting expectations.
Jul 2026 · 5 min read · By Dr. Amara Chen
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
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