How to improve the perception of bar charts?
Problem : in order to “read” a regular bar chart, you have to additionally search for a key to understand it - read a signature like “less means more” .
Nirazu is not symbolic and, as a result, slows down perception and is fraught with errors. But the diagrams were created just in order to provide information at this symbolic level, and not to force you to read the text (hello to the tables). Thus, these accompanying labels contradict the very idea of the diagram.
An additional difficulty is that if there are a lot of diagrams in one place, it becomes difficult to switch between opposing positions: “the less, the better” and “the more, the better” .

(copy of image)
Task: on a symbolic level, show who wins and who loses (which side is good and which side is bad).
A certain symbol can indicate the “winning” column (something approving, symbolizing victory, depending on the situation):

(copy of the image)
Here, the hand points to the only winning column and, at the same time, shows that there, on the right, “good”.
I would not use two symbols at the same time to designate different poles (“win” and “lose”), since the user will have to identify each of them and then choose between them - this, in my opinion, takes precious nanoseconds. And choosing between “there is something” and “there is nothing” will be easier. One pole is enough. (However, I will not give any other evidence besides these.)
Such charts combine the results of many tests, so there will be no single winner (in the general case). I will try to move the victory symbol to the axis, visually combining with the maximum value on the scale:

(copy of the image)
In this case, I use the metaphor of the sky (larger values go up into the blue sky). Additionally, everywhere on the diagram is empty, and only at one of the edges something gradually appears, then emptiness is zero, saturation is maximum. In general, the brightness gradient is well and is a smooth flow from minimum to maximum and vice versa; quite clearly in theory:

(copy of the image)
Although sometimes gradients are used simply “for beauty” - this can interfere.
(However, my words above only try to ex post facto justify the existence of the gradient. How it actually works, I do not know for sure; there are doubts.)
However, in the case of “less is better”the gradient works worse or doesn't work at all - from the left edge the elements are too densely arranged, unlike the right one. Try to see it here at all (-:

(copy of image)
It’s interesting that they tell you - I’m no longer able to look at them freshly ...

(copy of image)

(copy of image)
In some cases, the winner could be highlighted in color, but the diagrams are now colorful (each column has its own color), so it will not always work out. And picking up an unambiguous color for expressing thoughts is not easy.
In general, diagrams do not just exist - they are designed to express some specific thought. There are probably cold, impartial individuals, but nevertheless, when drawing a diagram, you should ask yourself, “do I want to express some concrete thought through this?”, Even if I may have a little understanding of it. For example, "Habr is now not the same" or "Ubunta all *** e and *** e with each release . " Then there is a chance that the Great Power of the Context will descend, and the thought can be expressed not in a general way, but in the most effective and appropriate way. And it will become possible, for example, to award the winner (if the “winner”) with a virtual medal.
If you saw examples of diagrams successfully solved in this regard, or if you have something to say on the topic, I ask in the comment. Only pain doesn’t hurt - this is just my sixteenth post on Habré.
Another version, for the situation “less is better” :

(copy of the image)
As a minimal fix, you can convert the phrases “less is better” to this:

(copy of the image)
Simple, but you will have to think a lot less.
There are many more ideas and thoughts in the comments.
I think “more is better” is perceived more naturally, more familiarly and therefore faster. It remains to transform each diagram into this “paradigm”.
Convert the values: the time spent on the passage of the track - at the average speed on the track.
But this is not always possible, and then we will draw the columns not on the left, but on the right! At first it was quite difficult for me to understand, but maybe the X axis, and the marks on it remained as they were:

Gene Zelazny Offline Book " Speak Chart Language " (thanks to Zagrebelion )
Nirazu is not symbolic and, as a result, slows down perception and is fraught with errors. But the diagrams were created just in order to provide information at this symbolic level, and not to force you to read the text (hello to the tables). Thus, these accompanying labels contradict the very idea of the diagram.
An additional difficulty is that if there are a lot of diagrams in one place, it becomes difficult to switch between opposing positions: “the less, the better” and “the more, the better” .

(copy of image)
Task: on a symbolic level, show who wins and who loses (which side is good and which side is bad).
I enter the symbol of "win"
A certain symbol can indicate the “winning” column (something approving, symbolizing victory, depending on the situation):

(copy of the image)
Here, the hand points to the only winning column and, at the same time, shows that there, on the right, “good”.
I would not use two symbols at the same time to designate different poles (“win” and “lose”), since the user will have to identify each of them and then choose between them - this, in my opinion, takes precious nanoseconds. And choosing between “there is something” and “there is nothing” will be easier. One pole is enough. (However, I will not give any other evidence besides these.)
Synthetic Charts
Such charts combine the results of many tests, so there will be no single winner (in the general case). I will try to move the victory symbol to the axis, visually combining with the maximum value on the scale:

(copy of the image)
Gradient
In this case, I use the metaphor of the sky (larger values go up into the blue sky). Additionally, everywhere on the diagram is empty, and only at one of the edges something gradually appears, then emptiness is zero, saturation is maximum. In general, the brightness gradient is well and is a smooth flow from minimum to maximum and vice versa; quite clearly in theory:

(copy of the image)
Although sometimes gradients are used simply “for beauty” - this can interfere.
(However, my words above only try to ex post facto justify the existence of the gradient. How it actually works, I do not know for sure; there are doubts.)
However, in the case of “less is better”the gradient works worse or doesn't work at all - from the left edge the elements are too densely arranged, unlike the right one. Try to see it here at all (-:

(copy of image)
Arrows
It’s interesting that they tell you - I’m no longer able to look at them freshly ...

(copy of image)

(copy of image)
Color highlighting
In some cases, the winner could be highlighted in color, but the diagrams are now colorful (each column has its own color), so it will not always work out. And picking up an unambiguous color for expressing thoughts is not easy.
“What did you want to say?”
In general, diagrams do not just exist - they are designed to express some specific thought. There are probably cold, impartial individuals, but nevertheless, when drawing a diagram, you should ask yourself, “do I want to express some concrete thought through this?”, Even if I may have a little understanding of it. For example, "Habr is now not the same" or "Ubunta all *** e and *** e with each release . " Then there is a chance that the Great Power of the Context will descend, and the thought can be expressed not in a general way, but in the most effective and appropriate way. And it will become possible, for example, to award the winner (if the “winner”) with a virtual medal.
* * *
If you saw examples of diagrams successfully solved in this regard, or if you have something to say on the topic, I ask in the comment. Only pain doesn’t hurt - this is just my sixteenth post on Habré.
UPDATES
Another version, for the situation “less is better” :

(copy of the image)
As a minimal fix, you can convert the phrases “less is better” to this:
(copy of the image)
Simple, but you will have to think a lot less.
There are many more ideas and thoughts in the comments.
We transform everything into "more is better"
I think “more is better” is perceived more naturally, more familiarly and therefore faster. It remains to transform each diagram into this “paradigm”.
Convert the values: the time spent on the passage of the track - at the average speed on the track.
But this is not always possible, and then we will draw the columns not on the left, but on the right! At first it was quite difficult for me to understand, but maybe the X axis, and the marks on it remained as they were:

Further reading
Gene Zelazny Offline Book " Speak Chart Language " (thanks to Zagrebelion )