How to Read a Paper - Leaders Decision-Making Lab

Why This Matters

Researchers spend hundreds of hours annually reading papers, yet this critical skill is rarely taught systematically. Graduate students often learn through trial and error, and experiencing frustration. This guide presents a disciplined, efficient approach. The three-pass method prevents drowning in details before gaining a bird's-eye view, allows accurate time estimation for paper review, and enables adjustment of evaluation depth based on specific needs and available time.

The Three-Pass Method

Read papers in up to three passes, with each pass accomplishing specific goals and building upon the previous pass. Click on each pass to explore the details.

First Pass

5-10 min

Get a bird's-eye view of the paper

Steps:

Carefully read the title, abstract, and introduction
Read section and sub-section headings (ignore everything else)
Read the conclusions
Glance over references, noting familiar ones

Outcome: Answer the Five Cs

Focus Areas:

Look carefully at figures, diagrams, and illustrations
Pay special attention to graphs - check axes labels and error bars
Mark relevant unread references for further reading
Jot down key points and make margin comments

Outcome:

Summarize the main thrust with supporting evidence. Appropriate for papers in your area of interest but outside your specialty.

If you don't understand: Subject may be new, unfamiliar techniques used, poor writing, or you're tired. Choose to: set aside, return later, or proceed to third pass.

Third Pass

1-5 hours

Understand the paper in depth

Virtual Re-implementation:

Make the same assumptions as authors
Attempt to re-create the work
Compare your re-creation with the actual paper
Identify and challenge every assumption
Think about alternative presentations

Outcome:

Reconstruct the entire paper structure from memory. Identify innovations, hidden failings, assumptions, missing citations, and potential issues with experimental techniques.

Bonus: Add new proof and presentation techniques to your repertoire.

Interactive Reading Checklist

Use this checklist to track your progress through the three-pass method:

Read title, abstract, and introduction carefully

Scan all section and sub-section headings

Read conclusions section

Review references list

Answer the Five Cs (Category, Context, Correctness, Contributions, Clarity)

Examine all figures, diagrams, and graphs carefully

Check graph axes and error bars for statistical significance

Mark unread references for future reading

Take notes and make margin comments

Identify and challenge every assumption

Consider alternative presentations of ideas

Note ideas for future work