# A $10k retroactive grant for VaccinateCA

I'm awarding a $10k retroactive grant to Karl Yang, for his role in starting VaccinateCA. In January 2021, the Covid vaccines were just starting to become available to the general public… in theory. In practice, there was a lot of confusion over how to get a dose. Demand for vaccines was overwhelming; information about them was scarce. Karl took a simple idea (“locate where the Covid vaccines are, and publish it”), and organized a volunteer effort that would go on to help millions of people get their shots.

**Q&A with Karl**
-----------------

*Adapted from a 30 min interview between Karl and Austin.*

**Q: What was Karl’s role in starting VaccinateCA?**

A: Back in Jan 2021, I’d heard that the vaccines were coming out. I was paying attention as my family had at-risk members, but nobody knew what was happening. Then, Patrick [tweeted out a project proposal](https://twitter.com/patio11/status/1349577791537250310): create a public list of hospitals in California.

![](https://res.cloudinary.com/cea/image/upload/f_auto,q_auto/v1/mirroredImages/FoA78SC6RyeAEHwxD/lyfjqchzwhkzhbjyxesp)

I read that and thought: “this seems like something I can do”. And I was motivated to do something. Throughout the pandemic, I’d been waiting for some way to help. There’s always a vague “they” implicit in “they should do something”. But I was antsy. Why shouldn’t it be an “us”?

Usually, work like this feels outside of my skillset or capabilities. For example, I’d love to accelerate cancer research, but I have no relevant training. But Patrick packaged it in a way that I could act on. I can set up a spreadsheet, I can coordinate volunteers, I can populate a list of hospitals I can call. I can do this.

So I set up a Google doc, found some phone numbers, and planned to start calling them the next day. I also put out a [call for help on Twitter](https://twitter.com/chiefofstuffs/status/1349584512859074565); seeing this, a bunch of people DM’d me on Twitter. 

![](https://res.cloudinary.com/cea/image/upload/f_auto,q_auto/v1/mirroredImages/FoA78SC6RyeAEHwxD/jsatawyqrlsen6hwkhza)

I started a Discord server, inspired by the “[eye mouth eye](https://www.wired.com/story/eye-mouth-eye/)” thing (where a bunch of GenZ kids meme’d a fake startup into existence, and managed to get term sheets). Over Discord, I coordinated a campaign to call the next day. I was already working the night shift at the time, so I got up at 6am to start making phone calls.

Next, I set up a website to display what information we had. A bunch of volunteers quickly came in and made the website better; then other volunteers set up a backend on Airtable and got free credits from the Airtable team. By the next day, we had built a sophisticated volunteer dialer system. It would pull a phone number from the queue, and have a list of questions for the volunteer to ask.

We were calling hospitals in the beginning. That was the wrong hypothesis; they got mad at us for calling so often! By Day 2, we’d figured out that pharmacies were the place that had stock. Starting from Days 3-6, we discovered overlooked pockets of vaccines, about to expire. Some at a fire station; others at a county vaccine booth. We were discovering vaccines that would not have been found by other people; moving shots forward, saving lives.

**Q: Did you raise any funding before starting this?**

A: We didn’t stop to think about raising funding; our mindset was entirely “hey, we’re going to do this”. There was no obvious reasons why we would raise. We were just putting up a volunteer-run website, listing where there were vaccines.

**Q: How did leadership of VaccinateCA transition from Karl to Patrick?**

A: I had been “running” it for the first few days, but mostly it was a community scramble. I just happened to have keys to a lot of things because I set them up.

A week in, Patrick proposed that the project needed a formal CEO, and I agreed. I thought Patrick was the right person, and handed what remaining cultural power of “being first” to him.

**Q: How much time did you spend on VaccinateCA?**

A: I was working on this for 12 hours a day during that first week… I slept very little. This ramped down as we brought in more people and had more structure. So maybe 200 hours in total in the first month; then my involvement tapered off quite a bit after, and I returned to my day job at the time.

**The impact of VaccinateCA**
-----------------------------

VaccinateCA went on to help millions of Americans locate COVID vaccines near them, first through their website and then through partnerships with orgs like Google. Patrick chronicles the rest of the tale in [The Story of VaccinateCA](https://worksinprogress.co/issue/the-story-of-vaccinateca). (It’s long but good; regrantor Zvi Mowshowitz summarizes the [Key Mostly Outward-Facing Facts](https://thezvi.substack.com/p/key-mostly-outward-facing-facts-from).) One excerpt that stands out is a back-of-the-envelope calculation of the impact of helping people find vaccines; for the $1.2 million in donations the project raised, VaccinateCA was responsible for the equivalent of saving hundreds of lives:

> *What is the actual human impact of getting one vaccine searcher a useful result? Early in the vaccination effort, a reasonable approximation was that accelerating a dose by one day saves 0.0001 lives in expectation or, equivalently, that 10,000 dose-days saves a life. There are more formal efforts to quantify this *[*in the literature*](https://www.nber.org/digest/202205/estimating-lives-saved-covid-vaccines)*, but that estimate, the sheer moral weight of it, compelled me to take drastic action once I saw our stats on Day 3 and extrapolated.*
> 
> *One million dose-days? One hundred lives.*
> 
> *I believe our partnership with Google accelerated delivery of the vaccines by many millions of dose-days.*
> 
> *Every day matters. Every dose matters.*

On the [Effective Altruism Forum](https://forum.effectivealtruism.org/posts/NkPghabDd54nkG3kX/some-observations-from-an-ea-adjacent-charitable-effort), Patrick reflects about the moral weight of numbers on a spreadsheet:

> *I consider myself fairly well-educated and well-raised in a moral tradition that has spent a lot of brainsweat on questions like "What is one's duty to society and to one's fellow man?" In that moral tradition, presented with the narrow question of "Given that one is in a position of authority and has a course of action available to save hundreds of lives, what is one's duty?", the answer is so straightforward as to be uninteresting.*
> 
> *But nobody, not once in my life, drew out the implication regarding expected value math until you all did.*
> 
> *For this you have my eternal gratitude.*
> 
> *And, should circumstances ever find you or yours looking at an expected value calculation that rhymes with the above, know that you'd have my instant attention and (pending thinking through it, in the words of a well-known articulator of my moral tradition) you have my sword.*

### **Process for awarding this grant**

As Manifund is a relatively new funder, I’d been thinking through examples of impactful work that we’d like to highlight, and VaccinateCA came to mind. I initially reached out and made the offer to Patrick, upon hearing that he had donated $100k of his own money into the nonprofit. Patrick nominated Karl to receive this grant instead, and introduced us; Karl and I met for a video call in early July.

What’s special about this grant to Karl is that it’s retroactive — a payment for work already done. Typically, funders make grants *prospectively* to encourage new work in the future. I’m excited about paying out this retroactive grant for a few reasons:

*   I want to highlight VaccinateCA as an example of an extremely effective project, and tell others that Manifund is interested in funding projects like it. Elements of VaccinateCA that endear me to it, especially in contrast to typical EA projects:
    *   They moved very, very quickly
    *   They operated an object level intervention, instead of doing research or education
    *   They used technology that could scale up to serve millions
    *   But were also happy to manually call up pharmacies, driven by what worked well
*   Karl was counterfactually responsible for founding VaccinateCA, and dedicated hundreds of hours of his time and energy to the effort, yet received little to no compensation.
*   I’d like to make retroactive grants more of a norm among charitable funders. It’s much easier to judge “what was successful” compared to “what will succeed”, especially for [public goods](https://medium.com/ethereum-optimism/retroactive-public-goods-funding-33c9b7d00f0c); a robust ecosystem of retroactive grants could allow for [impact certs](https://manifund.org/about) to thrive.

I offered $10k as it felt large enough to meaningfully recognize the impact of VaccinateCA, while not taking up too much of my regrantor budget. I do think the total impact of this was much larger; possibly valued in the hundreds of millions of dollars to the US government, if you accept the [statistical value of a life at $1-10m](https://www.notion.so/Moonshot-Manifold-Wiki-Notion-f1e58330b4504fcf9abb2eeef553efae?pvs=21). (It’s unclear to me how large retroactive grants ought to to incentivize good work, and I’d welcome further discussion on this point.) I've set the project to make room for up to $20k of total funding for this, in case others would like to donate as well.

### **Tidbits from my conversation with Karl**

**Q: Are you familiar with the EA movement? If so, what are your thoughts?**

A: Yeah, I’ve heard a lot about it. To use the lingo, I’ve been “Lesswrong-adjacent for a while”. Taken to extremes, EA can get you to do crazy things — as all philosophies do. But I really like the approach; mosquito nets make sense to me.

I’d observe that a lot of money is out there, looking for productive uses. Probably the constraining factor is productive uses. Maybe you \[Manifund\] are solving this on a meta level by encouraging productive uses of capital? *Austin: we hope so!*

**Q: What is Karl up to now?**

A: I left my last role at Rippling a few months ago, and am now working on my own startup.

It’s still pretty early, and I’m not yet settled on an idea, but I’m thinking of things related to my work on global payrolls at Rippling. I expect more business will be done cross-border, and using instant payments. Today, putting in a wire is very stressful, and this will be true of more and more things.

My idea is to reduce payment errors: money disappearing when payments go to a false account, or an account that is some other random person’s. This will hopefully reduce payments friction, making international business less scary. The goal is to decreases costs, make it easier to hire people, and cut down on fraud.

**Q: What conclusions do you want readers of this writeup to take away?**

A: That there are things that regular people can do. Especially things that people with tech skills can do, that can be enormously valuable. It took a lot of time, but our volunteers used the same stuff that they used in our day jobs to do meaningful work. And it could be done on the side; most volunteers did not stop their day jobs.

Setting up a website, ops work of coordinating volunteers, marketing; these are all normal, regular-people skills. The people who invented vaccines did amazing work, but there’s lots of work regular people can do too. My time on VaccinateCA really enhanced my belief in what I could do in the world.  
 

*Thanks to Lily J and Rachel W for feedback on this writeup.*