Certainly there are a lot of sites with badges that do seem to encourage 
certain behaviour. On Wikipedia, we have edit count and that seems to generate 
editcountitis which (when gamed) tends to favour lots of little housekeeping 
edits over content edits. But one of the things with badges on most sites is 
that the site assigns the badge. Here on Wikipedia, I can put any badge I want 
on my User Page (the pre-existing ones are mostly edit-count based but I can 
roll my own as some users do). Indeed as I discovered, other people can put 
badges on my user page and presumably take them away. As edit count is our 
primary KPI, it doesn't address "cultural" attributes. Should we be making more 
of an effort to promote other KPIs that emphasise positive behaviour like 
thanks (given and received)? Unfortunately our main interaction mechanism is 
writing on talk pages and it's hard to tell whether any contribution on a talk 
page is a "positive" behaviour or a negative one (short of some kind of 
sentiment analysis). This is an unfortunate consequence of using a wiki for a 
conversation rather than some more purpose-built tool. 

In principle one takes a KPI and then creates a badge to reward a behaviour 
that improves that KPI. But that's all easier said than done.

For content improvements, there are probably some things we can do. For 
example, I presume looking at the edit deltas, we could tell if an edit to an 
article added a citation (a pair of ref tag in the new version that weren't 
there in the old version). Adding citations is a desirable behaviour that we 
could report on and give badges for (although obviously whether or not that 
citation in any way supports the claim cannot be determined, so the "gaming" of 
this is to add random citations to offline sources to lots of articles, which 
cannot be easily verified). In which case maybe we need to give a better score 
to an online citation on that grounds it is more likely to be verifiable).

But positive "culture" or positive social behaviour is harder to detect and 
reward. For example, we'd like to close the gendergap but firstly we don't have 
KPI that measures it on an ongoing basis because we don't actually know which 
contributors are male/female. And even if we had that KPI, what users or their 
behaviours would we reward for having positive impact on that KPI? In 
real-life, we might reward a customer who introduces a new customer. Or we 
might have a "finders fee" for someone who introduces a "new hire". How could 
we reward introducing new women to Wikipedia or encouraging them (perhaps 
through mentoring) to contribute more? Or would we reward contributors who 
contribute to articles about "women's topics" (which is addressing the content 
gendergap rather than the contributor gendergap, which aren't the same thing 
although many believe them to be closely linked). [I won't disgress into the 
challenge of deciding how "female" an article topic is.]

On some sites, you need certain badges to "unlock" certain extra 
functionalities. Are we happy for RfA to be a question of collecting up enough 
badges? AFAIK, the only auto-implemented badge we have on Wikipedia is the 
"auto-confirm" (4 days and 10 edits from memory).

I think badges are a good idea but I think the way Wikipedia is implemented 
makes it challenging to machine-identify desirable behaviours to reward 
(particularly for social/culture metrics). I think badges have (in the most 
part) to be machine-calculated and awarded or else it just becomes a popularity 
content (who's mates with who). I know Aaron (or someone) was toying with the 
idea of putting a value on each edit (presumably based on some training set of 
edit data that humans rated). I think it's not impossible to come up with some 
set of dimensions on which an edit might be valued and, using some human 
evaluations on a test set, come up with some kind of values for each dimension. 
It might be rough in the first instance but I guess if it incorporated some 
ongoing feedback mechanism, it could improve over time.

A cheap thing that we could do (and I don't think we do) is have edit count 
badges for  "last week", "last month", "last year". ATM we only have "lifetime" 
counts, which makes it hard for the new user to get any quick positive 
acknowledgements for their efforts. 

Kerry

-----Original Message-----
From: Wiki-research-l [mailto:[email protected]] On 
Behalf Of Robert West
Sent: Tuesday, 6 October 2015 1:05 PM
To: Research into Wikimedia content and communities 
<[email protected]>
Cc: Marti Johnson <[email protected]>; Patrick Earley 
<[email protected]>; Jacob Orlowitz <[email protected]>
Subject: Re: [Wiki-research-l] Reinforcing or incentivizing desired user 
behavior

This paper is on using badges to steer user behavior:
https://www.cs.cornell.edu/home/kleinber/www13-badges.pdf

On Mon, Oct 5, 2015 at 7:42 PM, Pine W <[email protected]> wrote:
> Hi all,
>
> Some of us plan to have a conversation at the WCONUSA unconference 
> sessions about ENWP culture. Are there any recommended readings that 
> you could suggest as preparation, particularly on the subject of how 
> to reinforce or incentivize desirable user behavior? I think that 
> Jonathan may have done some research on this topic for the Teahouse, 
> and Ocassi may have for done research for TWA. I'm interested in 
> applicable research as preparation both for the unconference 
> discussion and for my planned video series that intends to inform and inspire 
> new editors.
>
> Thanks,
> Pine
>
>
> _______________________________________________
> Wiki-research-l mailing list
> [email protected]
> https://lists.wikimedia.org/mailman/listinfo/wiki-research-l
>



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