Markets: A Rigorous Course

M15 · Problem 18 ★★★ Check

IOC event study and the trades needed to validate the rule

For Indian Oil (IOC), the market model (12.1) estimated against the Nifty on τ∈[−250,−11]\tau\in[-250,-11] before 5 Nov 2026 (L1=240L_1 = 240 daily log returns) gave α^=−0.00034\hat\alpha = -0.00034, β^=1.117\hat\beta = 1.117, σ^=0.01337\hat\sigma = 0.01337. Over the same window the Nifty's mean log return was Rˉm=−0.00055\bar R_m = -0.00055 and ∑s(Rms−Rˉm)2=0.01828\sum_s (R_{ms} - \bar R_m)^2 = 0.01828. Log returns in the event window were: 5 Nov (τ=0\tau = 0), IOC +0.01724+0.01724, Nifty +0.02376+0.02376; 6 Nov (τ=1\tau = 1), IOC +0.01204+0.01204, Nifty +0.01992+0.01992.

(a) Compute AR0AR_0 and its tt-statistic using the variance (12.7). Compare with the tt-statistic that ignores estimation error (AR0/σ^AR_0/\hat\sigma). (b) Compute CAR[0,1]CAR[0,1] and its tt-statistic from (12.8). Show that for the market model γ′X∗(X′X)−1X∗′γ=L22/L1+(∑τRmτ−L2Rˉm)2/∑s(Rms−Rˉm)2\gamma'X^*(X'X)^{-1}X^{*\prime}\gamma = L_2^2/L_1 + \big(\sum_{\tau}R_{m\tau} - L_2\bar R_m\big)^2/\sum_s(R_{ms}-\bar R_m)^2. (c) The Nifty itself rose on 5 Nov partly because crude fell. Explain what the IOC abnormal return measures under this benchmark, and name one benchmark that would measure the total effect of crude on IOC, with its own drawback. (d) The EIA-Wednesday rule fired 36 times in about 15.8 years with an R standard deviation of 0.65R0.65R. If its true net expectancy were +0.10R+0.10R, how many trades are needed for the expected tt-statistic to reach 2 M03 (3.2a), and for 80% power at t≥2t \ge 2 (3.2b)? How many years is the second number at the rule's signal rate?

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