Wednesday, 16 September 2026

Try this! Pull incentive sizing tool

My ECONS102 class covered intellectual property rights this week. As part of that topic, we discuss how governments might incentivise the development of new intellectual property without necessarily relying on strong intellectual property rights. One of the potential alternatives is pull funding - where the government funds successful research and development efforts once they have been developed.

In class, I focus on particular examples of advance market commitments and rewards or prizes. Advance market commitments involve governments making a commitment to buying the goods and services from intellectual property, after the IP is developed. Rewards or prizes involve the government offering to pay the reward or prize to whoever successfully develops some particular intellectual property.

That discussion leaves an important question unanswered. Pull funding creates an incentive for firms (or individuals) to develop some particular intellectual property. But how effective is that incentive? Or, turning that question around, how big does pull funding have to be to incentivise firms (or individual) to work on solving a particular problem?

The Market Shaping Accelerator team (a collaboration between researchers at Dartmouth College, the University of Chicago, and the Center for Global Development has provided a tool that gives us some idea of the answer to that question. You can find the tool here (and associated blog post here). Choose whether you want to use a prize, an AMC, or an AMC with milestones. Then decide on the number of stages in the development process (as well as how long each stage is, the cost, the probability of success of each stage, and how much cost can be covered from other sources). Then provide a discount rate for firms, and the firms' target probability of success. And then hit calculate!

The tool reports the number of firms that would be incentivised by your pull funding, the overall chance that at least one firm succeeds, and the size of the prize required. The tool also provides a comparison with push funding - where the government pays for research and development up-front, regardless of whether it will be successful or not. And the tool also allows you to compare different scenarios.

There is far more to this tool than I can do justice to with a short blog post. There are a lot of models running behind the scenes in this tool, and a lot of assumptions. Fortunately, the documentation gives you all the detail.

If you are interested in push funding, and how it can provide incentives for firms to develop new ideas, I recommend that you try the tool out for yourself. Enjoy!

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