Specifically a great executive will personally move the fundraising needle in organizations (+1-5% or more) and mediocre executive can cause losses/missed opportunities in the opposite direction of a similar magnitude. The conventional thinking is the relative fundraising impact of a great vs a good executive may 10x their total compensation, so it's probably worth trying to retain the best.
Anecdotally, I know of a not-for-profit COO who offended an NBA player killing the relationship. His successor COO repaired the relationship, ultimately resulting in multiple millions of new donations and a co-marketing agreement with the team. When the COO was hired there were rumblings because he'd negotiated +$50k over his predecessor.
With no equity and the poor optics of commission compensation or cash-bonuses, big severance packages are one of the few ways an organization can reward employees following years of great service.
I could probably COO on the non-fundraising side, but I'd be an absolute fundraising failure. Non-profit C level execs are fundraisers.
Explorative projects like their New Editor Experience[1] were interesting, but ultimately unsuccessful moonshots. That one wrapped up (without anything to show for it, as far as I can tell). They didn't take the hint and downsize, they doubled down.
This is an incredibly common problem for organizations - "The bureaucracy is expanding to meet the needs of the expanding bureaucracy" as was put by Oscar Wilde.
EDIT: Found at least one source on US non-profits that excludes healthcare and university roles which skew numbers: https://analytics.excellenceingiving.com/2021-2022-nonprofit...
Suggesting $364k compensation for the CEO a nonprofit with $50M+ revenue. Wikimedia Foundation reports $150M+: https://en.wikipedia.org/wiki/Wikimedia_Foundation