IMPACT or How I Learned to Start Worrying and Fear Altmetrics

Altmetrics is the idea that scientific publications should be judged (perhaps primarily) on the impact they have in the general media, including on social media. This is in alternative to looking at either citations of journal impact factors.


People who know me outside of science know that antibiotic overuse is a pet peeve of mine [1]. We just published a paper touching on this very subject. It also touched on antibiotic use in agriculture. Both of these can be sold as hot subjects and it’d certainly be possible to try to get some attention in social media with a few bolder statements: antibiotic use in factory farming causes antibiotic resistant infections!

Oh, the altmetrics would go through the roof, but we don’t have the data to support anything like that claim. Our data and analysis is congruent with the idea that antibiotic overuse by humans and farm animals leads to increased resistance which may lead to increased antibiotic resistant infections, but we must acknowledge that there are a large number of confounders and no proof of direct causality. Broadly speaking, people in countries that like to give their animals antibiotics also take a bunch themselves, thus we cannot disentangle farm-to-fork from human antibiotic (over)use. Furthermore, the presence of antibiotic resistant genes is not sufficient to infer the presence of clinically-relevant antibiotic resistant pathogens (this may be a limitation of current methods of analysis, naturally, but a limitation it is). The paper, naturally, has more details on these questions.

We wrote as good scientists, presenting our data and conclusions, acknowledging limitations. We hope to get scientific recognition for this. Most directly in the form of citations, naturally, but more generally in recognition (those people in the Bork lab did a really good job both on their own data and in reviewing other work).

If our incentives were to stir up controversy in social networks, then they would point away from this towards a more polemical stance (and whilst they may, in some sense, draw more engagement with scientific results, they would, in a more fundamental sense, move the discourse away from a evidence-based direction [2]).

When writing blogposts, I put in short pithy sentences for twitter; it’d be dangerous if I did the same when writing a journal paper.


Metrics don’t just measure, they also shape behaviour, you need to solve for the equilibrium.

You need to ask: would it be a good thing if people started, on the margin, to optimize for your metric? In the case of scientists and altmetrics, the answer may be NO.


An unrelated criticism of altmetrics is that they’d be outright gamed and that the scientific world has nowhere close to the capacity to fight spam like google et al. do. The linked article is also notable for using the word meretricious in the title.

Also, do read the rejoinder.

[1] I’m the sort of guy that when a person complains that their doctor didn’t give them antibiotics for the flu is liable to praise the doctor instead of expressing empathy.
[2] In fact, public diffusion of speculative scientific results can lead to mistrust of science as these speculative results will then tend to contradict themselves leading to dismissal of science in general.

2 thoughts on “IMPACT or How I Learned to Start Worrying and Fear Altmetrics

  1. I think you are following a dangerous path when you condone the use of altmetrics. To see why, you need to look at individual papers, as Plested and I did at Why You Should Ignore Altmetrics and other Bibliometric Nightmares

    As you say yourself

    “public diffusion of speculative scientific results can lead to mistrust of science as these speculative results will then tend to contradict themselves leading to dismissal of science in general.”

    That is a very real danger. It’s already happening.

  2. Pingback: The Ecosystem of Unix and the Difficulty of Teaching It | Meta Rabbit

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