The bounty system does bring more views to bountied questions. On average, Stack Overflow questions get 1455 views. Bountied questions average 2631. It stands to reason that the more people who see a question, the better the odds it will get a quality answer.
To test that, I divided all answers into three groups:
- All answers whether their question has been bountied or not (the control),
- Answers that arrived before the bounty (
before
), and
- Answers that arrived after the bounty (
after
).
Since questions can have multiple bounties, an answer might belong to all three groups. A slightly cleaner test would only look at questions with just one bounty.
Score is our usual method of determining quality. The query is based on public data and I've included deleted posts.
group N avg_score bountied_rate accepted_rate
-------- ------- --------- ------------- -------------
before 112270 18.8 0.122 0.123
after 388660 2.9 0.259 0.243
control 26548476 2.3 0.004 0.306
Despite the extra attention, answers posted after the bounty are barely better scored than answers in general. Existing answers get most of the voting benefit of being featured. It seems entirely possible that this is a result of the reward existing answer bounty reason. But new answers are more than twice as likely (26%) to receive a bounty as existing answers (12%).
The odds an answer will be accepted has more to do with the total number of other answers to the question than it's actual quality. So let's look at questions instead:
group N avg_score avg_max_score avg_bounties accept_rate avg_views
----- --------- --------- ------------- ------------ ----------- ---------
bounty 161510 2.8 9.45 1.022 0.658 4536
control 14181661 1.5 3.26 N/A 0.572 2242
Questions that have been bountied get higher scoring answers on average. And the highest scoring answer is also markedly higher on average. But as I mentioned above, that could be a function of the greater number of views. There is an increase in accept rate among questions that have been bountied. The surprising thing is how many questions get multiple bounties:
bounties N answers avg_score avg_max_score accept_rate avg_views
-------- -------- ------- --------- ------------- ----------- ---------
0 14020151 2 1.5 3.2 0.571 2214
1 158289 3 2.7 8.3 0.659 4269
2 2979 4.5 5.8 46.1 0.574 14550
3 182 7 12.9 189 0.555 48050
4 35 10.5 13.5 166.5 0.714 72940
5 15 6.1 7.6 25.6 0.467 5346
6 4 12 30.8 417.5 0.25 127626
7 3 14.7 36.8 392.3 1 96343
10 1 5 63.8 170 1 46912
13 1 40 28.4 430 1 67442
14 1 97 444.2 26940 1 1135600
I venture to guess that a question really isn't getting better answers after it's first bounty. Every measure of quality except accept rate increases with multiple bounties.
Summary
Bounties certainly increase attention (as designed). There is some indication that a single bounty also increases answer quality, but multiple bounties probably don't increase anything but attention. I'm only looking at Stack Overflow, but spot checks other sites show similar results.