. | Home . | Car . | Big item . | Any . |
---|---|---|---|---|
. | (1) . | (2) . | (3) . | (4) . |
Posterior |$i - E\pi$| | |$-$|0.04 | |$-$|1.06** | |$-$|1.32*** | |$-$|1.33* |
(0.10) | (0.41) | (0.41) | (0.72) | |
[|$-$|0.217, 0.127] | [|$-$|1.746, |$-$|0.382] | [|$-$|1.995, |$-$|0.645] | [|$-$|2.525, |$-$|0.141] | |
Plan to buy (pre-treatment) | 3.73*** | 7.39*** | 3.73*** | 8.64*** |
(1.18) | (1.61) | (1.40) | (1.48) | |
Prior |$i - E\pi$| | |$-$|0.01 | 0.23*** | 0.22*** | 0.20 |
(0.02) | (0.08) | (0.07) | (0.13) | |
Female | 0.46*** | 0.58 | 0.58 | 0.91 |
(0.10) | (0.53) | (0.54) | (0.81) | |
Age | |$-$|0.06 | |$-$|0.28* | |$-$|0.13 | |$-$|0.37* |
(0.05) | (0.15) | (0.14) | (0.20) | |
Age|$^{2}$| | 0.00 | 0.00* | 0.00 | 0.00* |
(0.00) | (0.00) | (0.00) | (0.00) | |
Have child | |$-$|0.05 | 1.18 | −0.81 | |$-$|0.11 |
(0.33) | (1.05) | (0.95) | (1.54) | |
HH head education: high school | |$-$|0.05 | 0.45 | |$-$|1.24 | |$-$|2.17 |
(0.15) | (0.90) | (0.89) | (1.40) | |
HH head education: some college | 0.06 | |$-$|0.83 | |$-$|1.03 | |$-$|2.95** |
(0.15) | (0.76) | (0.82) | (1.27) | |
HH head education: college or more | 0.54** | 0.13 | |$-$|0.77 | |$-$|1.56 |
(0.23) | (0.87) | (0.81) | (1.35) | |
ln(household income) | |$-$|0.00 | 0.01* | 0.00 | 0.01** |
(0.00) | (0.00) | (0.00) | (0.00) | |
Household size | 0.01 | |$-$|0.02 | 0.49* | 0.42 |
(0.07) | (0.27) | (0.30) | (0.48) | |
Observations | 5,784 | 5,779 | 5,780 | 5,738 |
1|$^{\rm st}$|-stage F-statistic | 9.99 | 10.41 | 9.14 | 10.17 |
. | Home . | Car . | Big item . | Any . |
---|---|---|---|---|
. | (1) . | (2) . | (3) . | (4) . |
Posterior |$i - E\pi$| | |$-$|0.04 | |$-$|1.06** | |$-$|1.32*** | |$-$|1.33* |
(0.10) | (0.41) | (0.41) | (0.72) | |
[|$-$|0.217, 0.127] | [|$-$|1.746, |$-$|0.382] | [|$-$|1.995, |$-$|0.645] | [|$-$|2.525, |$-$|0.141] | |
Plan to buy (pre-treatment) | 3.73*** | 7.39*** | 3.73*** | 8.64*** |
(1.18) | (1.61) | (1.40) | (1.48) | |
Prior |$i - E\pi$| | |$-$|0.01 | 0.23*** | 0.22*** | 0.20 |
(0.02) | (0.08) | (0.07) | (0.13) | |
Female | 0.46*** | 0.58 | 0.58 | 0.91 |
(0.10) | (0.53) | (0.54) | (0.81) | |
Age | |$-$|0.06 | |$-$|0.28* | |$-$|0.13 | |$-$|0.37* |
(0.05) | (0.15) | (0.14) | (0.20) | |
Age|$^{2}$| | 0.00 | 0.00* | 0.00 | 0.00* |
(0.00) | (0.00) | (0.00) | (0.00) | |
Have child | |$-$|0.05 | 1.18 | −0.81 | |$-$|0.11 |
(0.33) | (1.05) | (0.95) | (1.54) | |
HH head education: high school | |$-$|0.05 | 0.45 | |$-$|1.24 | |$-$|2.17 |
(0.15) | (0.90) | (0.89) | (1.40) | |
HH head education: some college | 0.06 | |$-$|0.83 | |$-$|1.03 | |$-$|2.95** |
(0.15) | (0.76) | (0.82) | (1.27) | |
HH head education: college or more | 0.54** | 0.13 | |$-$|0.77 | |$-$|1.56 |
(0.23) | (0.87) | (0.81) | (1.35) | |
ln(household income) | |$-$|0.00 | 0.01* | 0.00 | 0.01** |
(0.00) | (0.00) | (0.00) | (0.00) | |
Household size | 0.01 | |$-$|0.02 | 0.49* | 0.42 |
(0.07) | (0.27) | (0.30) | (0.48) | |
Observations | 5,784 | 5,779 | 5,780 | 5,738 |
1|$^{\rm st}$|-stage F-statistic | 9.99 | 10.41 | 9.14 | 10.17 |
Notes: The table reports IV estimates of specification (2). The first stage is given by specification (1). The dependent variable is equal to 100 if a respondent purchased a durable good of the type defined by each column (house in column (1), car in column (2), other big-ticket item in column (3), and any of these in column (4)) in the 6 months following the information treatment and 0, otherwise. All regressions use sampling weights. Robust standard errors are in parentheses. 90% confidence intervals robust to weak IV are reported in square parentheses. “1|$^{\rm st}$| stage F-statistic” reports the F-statistic for the first-stage regression. The treatment of outliers and influential observations is described in Online Appendix C of Coibion et al. (2019). 90% confidence interval robust to weak IV is reported in square parentheses. *, **, and *** denote statistical significance at 10%, 5%, and 1% levels, respectively.
. | Home . | Car . | Big item . | Any . |
---|---|---|---|---|
. | (1) . | (2) . | (3) . | (4) . |
Posterior |$i - E\pi$| | |$-$|0.04 | |$-$|1.06** | |$-$|1.32*** | |$-$|1.33* |
(0.10) | (0.41) | (0.41) | (0.72) | |
[|$-$|0.217, 0.127] | [|$-$|1.746, |$-$|0.382] | [|$-$|1.995, |$-$|0.645] | [|$-$|2.525, |$-$|0.141] | |
Plan to buy (pre-treatment) | 3.73*** | 7.39*** | 3.73*** | 8.64*** |
(1.18) | (1.61) | (1.40) | (1.48) | |
Prior |$i - E\pi$| | |$-$|0.01 | 0.23*** | 0.22*** | 0.20 |
(0.02) | (0.08) | (0.07) | (0.13) | |
Female | 0.46*** | 0.58 | 0.58 | 0.91 |
(0.10) | (0.53) | (0.54) | (0.81) | |
Age | |$-$|0.06 | |$-$|0.28* | |$-$|0.13 | |$-$|0.37* |
(0.05) | (0.15) | (0.14) | (0.20) | |
Age|$^{2}$| | 0.00 | 0.00* | 0.00 | 0.00* |
(0.00) | (0.00) | (0.00) | (0.00) | |
Have child | |$-$|0.05 | 1.18 | −0.81 | |$-$|0.11 |
(0.33) | (1.05) | (0.95) | (1.54) | |
HH head education: high school | |$-$|0.05 | 0.45 | |$-$|1.24 | |$-$|2.17 |
(0.15) | (0.90) | (0.89) | (1.40) | |
HH head education: some college | 0.06 | |$-$|0.83 | |$-$|1.03 | |$-$|2.95** |
(0.15) | (0.76) | (0.82) | (1.27) | |
HH head education: college or more | 0.54** | 0.13 | |$-$|0.77 | |$-$|1.56 |
(0.23) | (0.87) | (0.81) | (1.35) | |
ln(household income) | |$-$|0.00 | 0.01* | 0.00 | 0.01** |
(0.00) | (0.00) | (0.00) | (0.00) | |
Household size | 0.01 | |$-$|0.02 | 0.49* | 0.42 |
(0.07) | (0.27) | (0.30) | (0.48) | |
Observations | 5,784 | 5,779 | 5,780 | 5,738 |
1|$^{\rm st}$|-stage F-statistic | 9.99 | 10.41 | 9.14 | 10.17 |
. | Home . | Car . | Big item . | Any . |
---|---|---|---|---|
. | (1) . | (2) . | (3) . | (4) . |
Posterior |$i - E\pi$| | |$-$|0.04 | |$-$|1.06** | |$-$|1.32*** | |$-$|1.33* |
(0.10) | (0.41) | (0.41) | (0.72) | |
[|$-$|0.217, 0.127] | [|$-$|1.746, |$-$|0.382] | [|$-$|1.995, |$-$|0.645] | [|$-$|2.525, |$-$|0.141] | |
Plan to buy (pre-treatment) | 3.73*** | 7.39*** | 3.73*** | 8.64*** |
(1.18) | (1.61) | (1.40) | (1.48) | |
Prior |$i - E\pi$| | |$-$|0.01 | 0.23*** | 0.22*** | 0.20 |
(0.02) | (0.08) | (0.07) | (0.13) | |
Female | 0.46*** | 0.58 | 0.58 | 0.91 |
(0.10) | (0.53) | (0.54) | (0.81) | |
Age | |$-$|0.06 | |$-$|0.28* | |$-$|0.13 | |$-$|0.37* |
(0.05) | (0.15) | (0.14) | (0.20) | |
Age|$^{2}$| | 0.00 | 0.00* | 0.00 | 0.00* |
(0.00) | (0.00) | (0.00) | (0.00) | |
Have child | |$-$|0.05 | 1.18 | −0.81 | |$-$|0.11 |
(0.33) | (1.05) | (0.95) | (1.54) | |
HH head education: high school | |$-$|0.05 | 0.45 | |$-$|1.24 | |$-$|2.17 |
(0.15) | (0.90) | (0.89) | (1.40) | |
HH head education: some college | 0.06 | |$-$|0.83 | |$-$|1.03 | |$-$|2.95** |
(0.15) | (0.76) | (0.82) | (1.27) | |
HH head education: college or more | 0.54** | 0.13 | |$-$|0.77 | |$-$|1.56 |
(0.23) | (0.87) | (0.81) | (1.35) | |
ln(household income) | |$-$|0.00 | 0.01* | 0.00 | 0.01** |
(0.00) | (0.00) | (0.00) | (0.00) | |
Household size | 0.01 | |$-$|0.02 | 0.49* | 0.42 |
(0.07) | (0.27) | (0.30) | (0.48) | |
Observations | 5,784 | 5,779 | 5,780 | 5,738 |
1|$^{\rm st}$|-stage F-statistic | 9.99 | 10.41 | 9.14 | 10.17 |
Notes: The table reports IV estimates of specification (2). The first stage is given by specification (1). The dependent variable is equal to 100 if a respondent purchased a durable good of the type defined by each column (house in column (1), car in column (2), other big-ticket item in column (3), and any of these in column (4)) in the 6 months following the information treatment and 0, otherwise. All regressions use sampling weights. Robust standard errors are in parentheses. 90% confidence intervals robust to weak IV are reported in square parentheses. “1|$^{\rm st}$| stage F-statistic” reports the F-statistic for the first-stage regression. The treatment of outliers and influential observations is described in Online Appendix C of Coibion et al. (2019). 90% confidence interval robust to weak IV is reported in square parentheses. *, **, and *** denote statistical significance at 10%, 5%, and 1% levels, respectively.
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