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▲ Demystifying Tufte's data-ink ratio(tuftesrazor.scienceux.org)
45 points by s4074433 2 days ago | 15 comments
▲wiredfool 30 minutes ago | parent | next [-]

This isn't a great example, because they're effectively using a chart to show a handful of data points. The key with the data/ink ratio is to densify the amount of data shown so that the ink that is used can show additional dimensions or statistics -- such as using a 2 dimensional plot, turning the axes into box plot equivalents, or other relationships.

▲groby_b 25 minutes ago | parent | prev | next [-]

That page is a lot of ink for very little data. It's also somewhat wrong - no, you can't claim the axis marks and labels aren't data ink at all just because it doesn't directly reflect the measure. They are still data that's extremely relevant to reading the chart. Yes, even if Tufte says otherwise.

Meanwhile, even Tufte's advice was explicitly to grey them down, but not completely remove them.

(And we can debate Tufte's advice - lots of other comments on this page how he had great aesthetic sensibility, but his advice wasn't grounded in reason or actual readability research, and so is limited to the examples he chose)

▲oulipo 42 minutes ago | parent | prev | next [-]

To be fair, if someone wanted to present that exact dataset efficiently, they would have probably proposed something much different, like an horizontal chart with thin lines, eg

North [------------] 7

South [--------] 5

East [--------] 5

West [-----] 3

or something, which would have saved a lot of data/ink ratio

▲Transformanshen 8 hours ago | parent | prev | next [-]

That’s interesting. However, with charts, reducing the amount of ink can sometimes compromise readability.

▲johnplatte 5 hours ago | parent [-]

An excellent point that is very well covered in the linked article.

▲nayuki 9 hours ago | parent | prev | next [-]

It makes me think of https://xkcd.com/688/

▲chrisweekly 8 hours ago | parent [-]

Ha! Yes. One of my favorites.

▲hinkley 4 hours ago | parent | prev | next [-]

I think I prefer the 10-12% range myself.

▲BrenBarn 4 hours ago | parent | prev | next [-]

I remember getting Tufte's book ("The Visual Display of Quantitative Information") and being really excited because I'd heard all these great things about it, and then being disappointed because it had no real justification for its claims. The "data ink" thing is a typical example. I'm willing to accept the general concept that many graphs are too cluttered. But there's no particular reason to suppose that quantifying the proportion of "data ink" and trying to optimize it is the best way to handle that. A lot of the book is just taking subjective aesthetic judgements and trying to frame them as some kind of objective truth.

If we really wanted reliable guidelines on how to format graphs, we would want to ground them in psychological research that actually demonstrates that, for instance, some versions result in better understanding or recall of certain information. But as far as I can see Tufte's book makes no attempt to do this. (Perhaps he or those who built on his works did it later on?)

▲AlanYx an hour ago | parent | next [-]

Tufte doesn't really move far beyond exploring examples he likes, and as a result, it's hard to take away any generalizable set of principles. Some of the few "rules" like this data-ink ratio are framed as generalizations but depend on idiosyncratic aesthetic judgments.

I think this is why every Tufte-inspired CSS framework or LaTeX style ends up just cargo-culting the style of his books: Bembo/Palatino/ETBook typography, italicized subheads, an asymmetric wide margin layout, margin notes replacing footnotes, illustrations/diagrams in the margins. (Like the linked website.) Few people are really confident after reading the books to stake out their own approach. It's not a bad aesthetic, but if the books were truly successful at their goal, varied application of the ideas would be as common as imitation.

▲burpingtree 4 hours ago | parent | prev | next [-]

William Cleveland is who you are looking for. He actually did studies like you are looking for on the display of information and its relation to psychological perception. His work is authoritative and predates Tufte significantly. I’m not sure why anyone pays attention to Tufte at all except that he is good at marketing himself. He is kind of the antithesis of quantitative information in that sense. All style and no substance.

▲uolmir 4 hours ago | parent | prev [-]

I agree. I think Tufte has good aesthetic judgement and is often right in his criticism of why certain examples of visual data presentation are flawed. But a researcher on this subject he is not.

To your question, I recommend this recent review as one good example: https://doi.org/10.1177/15291006211051956

▲jameshart 6 hours ago | parent | prev [-]

Viewing in dark mode, so most of the ‘ink’ is used to render the empty background. Every suggested change here decreases the ink/data ratio.

▲justinclift 35 minutes ago | parent | next [-]

Wouldn't "dark mode" be the equivalent of using black paper? :)

It does exist btw, I've used it before myself.

▲snoman 3 hours ago | parent | prev [-]

Paper isn’t ink.