Therefore, the first term (69) is finite. The second term in (69) is also finite since
supi °μg32 i° , suPi °μg33 i° < ∞ as assumed in Assumption 6(v). Therefore,
sup sup ∖∖D3τ (Ex3,i - Ex3)∖∣ < ∞.
N,T 1≤i≤N
In addition, by Assumption 5,
sup sup E ∣∣zi — z∖∖4 < ∞.
N 1≤i≤N
(70)
Therefore, from (66) - (70) we have
sup sup E kI2,i,NTk4 < ∞.
N,T 1≤i≤N
Finally, since I3,NT = N ∑i Iι,i,NT,
sup E kI3,NT k4
N,T
sup E ( ^1 X kI1,i,NT k ) (by triangle inequality)
N,T N i
sup sup E kI1,i,N T k4 (by Holder’s inequality)
N,T 1≤i≤N
∞. ¥
Part (c)
Recall that
under Assumption 11, conditional on Fw ,ui is independently
distributed with mean wiDT λ, variance σ2, and κ4 = EF (ui — EF ui)4 < ∞,
N , u, u w w ,
where λ is a nonrandom vector in Rk+g. So, E (DtWbiUi) = √= E DTτWbiWboDTj λ.
Define Qi,T = DT wbi (ui — EFwui) ; and let ι ∈ Rk+g with kιk = 1. Then, we
can complete the proof by showing that as (N, T →∞) ,
√N X l0Qi,T ⇒ N (0, σUι0X.
i
(71)
This is so because this condition, together with the Cramer-Wold device, As-
sumption 11 and Part (a), implies that
√N X DtWbiui = √N X DtWbiEFw ui +
ii
= N X DTw’iwiDT λ + √N X Qi,T
⇒ N (ξ^ σuξ .
47
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