The COVID-19 vaccination campaign in the US has been immensely successful in vaccinating those who are receptive, further increases in vaccination rates however will require more innovative approaches to reach those who remain hesitant, deliberative or indifferent. Phenomena such empty mass vaccination sites and wasted vaccine doses in some regions suggest that in addition to dispelling misinformation and building trust, developing more person-centered vaccination strategies, that are modelled on what people want could further increase uptake. To inform vaccine distribution strategies that are aligned with public preferences for COVID-19 vaccination campaign features we conducted a survey and discrete choice experiment among a representative sample of 2,895 people in the US, between March 15 and March 22, 2021. We found that on average the public prioritized ease, preferring single to two dose vaccinations, vaccinating once rather than annually and reduced waiting times at vaccination sites - for some these were the primary preference drivers. Vaccine enforcement reduced overall vaccine acceptance, with a trend of increasing control aversion with increasing vaccine hesitancy, particularly among those who were young, Black/African American or Republican. These data suggest that making vaccination easy and promoting autonomy by offering the public choices of vaccination brands and locations may increase uptake, and that vaccine mandates could compromise autonomy and increase control aversion in those who are hesitant - reducing vaccination in such groups and potentially undermining the goals of COVID-19 vaccination campaigns.