I’ll throw my 2 cents on the pile I guess, forgive me rehashing things that have already been covered in this and other threads. I am not an “expert” - whatever that would mean in this context. But I am reasonably confident in my ability to accurately identify, say, the 30-40 most common species of spiders found in North America given a clear enough photo. And I feel like that is a reasonably valuable contribution to the site despite my lack of credentials. Spiders, and arthropods in general (with some exceptions like Odonata and Lepidoptera) are popular observations but have some of the lower percentages of identified observations, “Research Grade” or otherwise. There is a variety of reasons for this - they are difficult to photograph well, taxonomy is confusing, many simply can’t be IDed beyond genus or even family from a photo, etc. - but beyond that there are just too many observations posted for the handful of active identifiers to keep up with. So the suggestion that only experts get to suggest IDs just says to me that the vast majority of these observations ultimately will go un-identified. This would have the opposite effect of the stated goal of the site, which is to get people interested in the natural world around them. There are pages and pages of observations where someone has created an account, posted a photo of a cool looking spider/beetle/whatever, not seen any interaction with their observation, and eventually never come back to the site. I’m sure the iNat staff could (and probably has) run some queries to suggest whether the data lines up with this: “Users whose first X observations were identified or commented on were Y% more likely to become active participants of the site”
And experts: What qualifies experts? Do you need a PhD? Have written X number of papers in certain publications? Which publications? Is there to be a community-based consensus on who is an expert? Do I need to upload my drivers license to prove who I am? Can only experts approve other experts? Some of the most helpful “experts” in various taxa have no formal education in their area of expertise or even biology in general. One of my old high school friends is a highly regarded mycologist but has no formal education in anything biology related, he just decided he liked mushrooms 20 years ago and is now a respected taxonomist and a valuable contributor to this and other sites. Our resident expert on Salticidae does not have any degrees related to entomology/arachnology (as far as I know) but I think would be considered an expert for the purposes of this site - but I imagine some here might disagree.
I agree that the problem of inaccurate data getting pushed out to GBIF, etc. is indeed a problem and I do think that a well-implemented reputation system (if that is even possible) would help improve the overall data quality, but may have serious drawbacks. This has all been discussed ad nauseam but based on past discussions I tend to be of the opinion that this sort of solution would likely end up causing more problems than it solves (I concede that what constitutes a “problem” is somewhat subjective). What if If we end up with 75% more accurate IDs, but also 75% fewer IDs overall (since only certain people are qualified to make them)? I imagine that would lead to less activity and ultimately be harmful to the mission of iNaturalist. The primary goal of this site is to connect people with nature, not to ensure that every photo is reviewed by one of the few expert taxonomists in the world. Which would probably involve trashing half the photos on the site since they aren’t detailed enough (like bugguide does). Which would lead a large percentage of people to stop using the site, and so on. Maybe that sounds hyperbolic, I dunno. Everyone wants the site to produce accurate data but it’s not possible for it to be anywhere near perfect in practice. Some people here clearly value data accuracy over everything else, which is fine, but again that is not iNaturalist’s primary mission and I think that’s been the gist of the feedback from iNat staff in past discussions.
I think that further refinement to the “Computer Vision” system would help a lot, but I think that is already happening or at least the developers are open to suggestions. If people agree that a certain taxon cannot reasonably be auto-identified to any particular level by the computer, that seems like it should be possible, if complicated, to implement. If we agree that a certain genus (for instance) cannot be identified to species by photo at all, I think it should be possible to allow for at least a warning when someone attempts to do so. I would love to be able to tell the AI to never suggest Ipsum loremii for North American observations because that species is endemic to New Zealand. These seem to me like easier problems to solve, from a design/programming perspective, than a complex reputation system that’s guaranteed to be contentious and probably drive some people away. Changing how we treat the data seems more practical than changing how we treat the users.
Sorry for the wall of text but I’m relatively new here and missed my chance to participate in several previous discussions on this topic. :)