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“Higher-Order Forecasts” by ozziegooen


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Higher-order forecasting could be a useful concept for prediction markets and forecasting systems more broadly.

The core idea is straightforward:
Nth-order forecasts are forecasts about (N-1)th order forecasts.

Abstract representation of 2nd-order forecasts. Dall-E 3

Examples

Here are some examples:

0-Order Forecasting (i.e., the ground truth)

  • Biden won the 2020 U.S. presidential election
  • The US GDP in 2023 was $27 trillion

1st-Order Forecasting (i.e., regular forecasting)

  • What is the chance that Trump will win the 2024 U.S. presidential election?
  • What will be the GDP of the US in 2024?

2nd-Order Forecasting

  • How much will the forecasts for US GDP in 2024 and 2025 be correlated over the next year?
  • How many forecasts will the question "What will be the GDP of the US in 2024?" receive in total?
  • If the question “What is the chance that a Republican will win the 2028 Presidential Election?” was posted [...]


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Outline:

(00:28) Examples

(02:32) Benefits

(04:46) Challenges

(05:29) Conclusion

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First published:

May 22nd, 2024

Source:

https://www.lesswrong.com/posts/8BAZmmqhD98YBrfsC/higher-order-forecasts

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Narrated by TYPE III AUDIO.

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