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Because there are so many applicants of similar ability and achievement who are not accepted to these New York institutions, the authors were able to compare the average outcomes of students who graduated from different high schools.
Then, within each interval the difference between the average outcomes of the treated and the controls is computed.
Bender et al. have emphasized that future studies should be focused not only on the average outcomes of children with SCTs but also on individual variation and the causes thereof.
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By comparing the average outcome of each group, she can establish whether the project worked and precisely how well.In one study, Ms Duflo and her colleagues showed that mothers in the Indian state of Rajasthan are three times as likely to have their children vaccinated if they are rewarded with a kilogram of daal (lentils) at the immunisation camp.
In local average models, an agent's outcome (or choice) is influenced by the average outcome of its neighbours8.
This is in contrast with local average models, where utilities are a function of the difference between own outcome and the average outcome of one's neighbours.
Also, the average MCK or MPCK score may be seen as a good approximation for the average outcome of a program.
The non-parametric kernel matching estimator creates the counterfactual outcome by using weighted averages of all individuals of the control group, which is compared to the average outcome of those treated.
Pre-multiplying the vector Y by (tilde {boldsymbol {G}}) gives a vector containing, for each individual, the average outcome of his neighbours, and similarly (tilde {boldsymbol {G}}boldsymbol {X}) is a vector of the average characteristics of his friends.
As outlined above, this model implies that a node's outcome is affected by the average outcome of its network neighbours, its own and network-level exogenous characteristics (the latter may be subsumed into a network fixed effect), and the average characteristics of its network neighbours.
We can still make use of the treatment effect for identification, by using the average treatment status of a node's second-degree (and higher-degree) neighbours, (tilde {boldsymbol {G}^{2}}boldsymbol {t}), as instruments for the average outcome of his neighbours ((tilde {boldsymbol {G}}boldsymbol {Y})).
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com