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Field
Last Published
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Before
March 19, 2025 11:56 AM
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After
March 19, 2025 12:33 PM
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Field
Experimental Design (Public)
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Before
I experimentally test how individual's preference for information regarding an AI is influenced by certain factors.
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After
I experimentally test how individual's preference for information regarding an AI is influenced by certain factors.
(Full design attached and randomization flow attached in this pre-registration as pdf/docs before the experiment launch)
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Field
Planned Number of Observations
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Before
2,500
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After
3,000
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Field
Sample size (or number of clusters) by treatment arms
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Before
500 for non-lender-aligned, 500 for lender-aligned for main arm. Same numbers for a variant of the main arm where race-gender descriptors for borrowers are replaced by odd/even number birth-day/month.
250 for non-lender-aligned, 250 for lender-aligned for an arm similar to main arm except that participants also have a choice to see the predicted default risk generated by AI or not.
2500 in total.
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After
500 for non-lender-aligned, 500 for lender-aligned for main arm. Same numbers for a variant of the main arm where race-gender descriptors for borrowers are replaced by odd/even number birth-day/month.
250 for non-lender-aligned, 250 for lender-aligned for an arm similar to main arm except that participants also have a choice to see the predicted default risk generated by AI or not. Same numbers for a variant of the main arm where race-gender descriptors for borrowers are replaced by odd/even number birth-day/month.
3000 in total.
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Field
Secondary Outcomes (End Points)
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Before
(3) Whether the participant want to allocate 90% of the loan to the low-risk borrower and 10% to the high-risk borrower, or 50% to each
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After
(3) Whether the participant want to allocate 90% of the loan to the low-risk borrower and 10% to the high-risk borrower, or 50% to each
(4) How much, to reduce the second participant’s bonus at a personal cost of $0.01 per $1.00 reduction, up to the full $10 (3 scenarios -informed, not informed, chose not to be informed about explanation) - within subject
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