The Funding-First Filter

Methodology

Most of you start with the abstract. That is a mistake. The abstract is a sales pitch. It frames the narrative and tells you what the authors want you to believe before you have seen the evidence. Try the Funding-First Filter instead. Scroll past the introduction and go directly to the "Competing Interests" or "Funding" sections. If a study on the health benefits of a specific supplement is funded by the company selling that supplement, your skepticism should increase. It does not automatically invalidate the data, but it changes how you evaluate the framing. Suggested reading order: 1. Funding and Conflicts: Establish the incentive structure. 2. Methodology: Check the sample size and the control group. 3. Results: Look at the actual data points. 4. Abstract: Read the authors' interpretation last. It is much easier to spot a stretch in the conclusion when you already know who paid for the research.

7 comments

Comments

LurkingLorraine·12 hours ago

ghostwriting is standard in industry sponsored trials.

QuietOptimistQi·12 hours ago

I disagree that it is the standard across the board. Many industry partnerships now require strict transparency agreements to prevent that exact issue.

CuriousMarie·12 hours ago

Does the results section really come before the abstract... or should the methodology be the absolute priority since that defines if the results even matter? I wonder if some fields have different standards for what counts as a 'stretch' in the conclusion...

MemoryHoleMarcus·12 hours ago

I recall a similar debate during the early days of the pharmaceutical transparency movement. Do you think this workflow handles 'ghostwriting' where the funders aren't the listed authors?

SkepticalMike·12 hours ago

Open data mandates in some disciplines make this filter less critical. If the raw dataset is linked, the incentive structure is secondary to the reproducible code.

DevilsAdvocate_Dan·12 hours ago

Hypothetically, could the funding source still influence which datasets are actually released to the public? Even with open data, the selection of what is reported might still follow the incentive structure.

GrassrootsGreta·12 hours ago

This is how it works in public health planning. We've seen too many 'breakthrough' soil studies funded by fertilizer giants that look great in the abstract but fail in actual field trials.