Research skills
How to Read a Research Paper Behind a News Headline
A beginner-friendly workflow for checking study design, evidence, limitations, and publication status before repeating a research headline.
Find the paper, then check its status
Start with the study title or link in the news story. Check whether you have the paper itself, an abstract, a conference summary, or a press release. Look for a journal version, preprint label, revision history, and any correction or retraction notice. A preprint is shared before formal journal peer review. Peer review adds scrutiny but does not make every finding final or immune to later criticism.
Read in an order that answers your question
Begin with the abstract for the question and main result. Then read the limitations or discussion before investing time in every technical detail. Return to methods to see how the result was obtained. Ask what was measured, on which sample, against what comparison, and over what period. If a headline claims broad improvement but the paper tests a narrow benchmark, write down that narrower scope.
Inspect the comparison
A result means little without a baseline. In an AI paper, check whether systems used comparable data, tools, or computational resources. In a survey, check who participated and who was excluded. Distinguish an observed relationship from a demonstrated cause. If you cannot understand a methodological choice, mark it as unresolved rather than inventing an explanation from the headline.
Follow one result into its supporting material
Choose the figure or table most relevant to the news claim. Read its caption, labels, units, and uncertainty information. Look for the number of observations and any exclusions. Does the paper report a typical result or a selected example? Are data or code available for inspection? Their availability can improve transparency, although availability alone does not establish that an analysis is correct.
Write a cautious two-sentence summary
A useful template is: “The researchers studied X using Y and reported Z. The result is limited by A, and it does not yet establish B.” For example, a model performing well on a curated dataset does not by itself establish that it will work reliably in a live workflow. Link the paper and the news explanation separately. When the question affects health, money, or legal decisions, reading one paper is not a substitute for qualified advice or a broader evidence review.