I would like to observe the weekly spent and weekly mileage to Store A and Store B after a managerial intervention. To do so, I estimate the following DiD model specification (noted that the model would be unidentified and have taken the necessary steps to address this):
Log(spent_store_a)= household fixed effect+weekly fixed effects+B1AFTER+B2TREAT+B3AFTERXTREAT+Error
Log(mileage_store_a)= household fixed effect+weekly fixed effects+B1AFTER+B2TREAT+B3AFTERXTREAT+Error
Log(spent_store_b)= household fixed effect+weekly fixed effects+B1AFTER+B2TREAT+B3AFTERXTREAT+Error
Log(mileage_store_b)= household fixed effect+weekly fixed effects+B1AFTER+B2TREAT+B3AFTERXTREAT+Error
With the estimates obtained in B3 above (four estimated coefficients), I take the following ratios:
(Spent/Mileage) of Store a and (Spent/Mileage) of Store b.
Analysis: Ratio of Store a is > Ratio of Store b (1)
I then draw the conclusion that households, on average, are spending more per mile at Store a compared to Store b.
My question: By computing ratios using the estimated coefficients from the DiD model, is the interpretation and procedures given above correct for the purpose of making the comparison in (1)? Thanks.
Best,
Fred
Log(spent_store_a)= household fixed effect+weekly fixed effects+B1AFTER+B2TREAT+B3AFTERXTREAT+Error
Log(mileage_store_a)= household fixed effect+weekly fixed effects+B1AFTER+B2TREAT+B3AFTERXTREAT+Error
Log(spent_store_b)= household fixed effect+weekly fixed effects+B1AFTER+B2TREAT+B3AFTERXTREAT+Error
Log(mileage_store_b)= household fixed effect+weekly fixed effects+B1AFTER+B2TREAT+B3AFTERXTREAT+Error
With the estimates obtained in B3 above (four estimated coefficients), I take the following ratios:
(Spent/Mileage) of Store a and (Spent/Mileage) of Store b.
Analysis: Ratio of Store a is > Ratio of Store b (1)
I then draw the conclusion that households, on average, are spending more per mile at Store a compared to Store b.
My question: By computing ratios using the estimated coefficients from the DiD model, is the interpretation and procedures given above correct for the purpose of making the comparison in (1)? Thanks.
Best,
Fred
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