Unethical, but could you seed the crowd sourced site with datapoints that increase the cost of living data, increasing the offer they'd make you next time?
This is great. Let’s all pick some random town on the beach in Costa Rica, pump it up to Manhattan-level cost of living in the crowdsourced DB, apply to Gitlab.