Skip to main content
. Author manuscript; available in PMC: 2024 Jan 1.
Published in final edited form as: J Health Econ. 2022 Dec 15;87:102720. doi: 10.1016/j.jhealeco.2022.102720

Table 5:

Sensitivity Analysis, Adding One Period Lead

Panel A: Effects of ENDS Tax on ENDS Use and ENDS Perceived Risk
Outcome Current ENDS User Regular ENDS User ENDS Initiation Ever Use ENDS Current ENDS User ENDS Perceived Risk
ENDS Tax Lead (0, 1) −0.001 0.005 0.008 0.003 0.017 0.002
(0.013) (0.006) (0.011) (0.014) (0.021) (0.009)
[−0.027,0.025] [−0.006,0.016] [−0.014,0.030] [−0.026,0.031] [−0.024, 0.059] [−0.016,0.019]
<0.952> <0.364> <0.476> <0.856> <0.406> <0.849>
ENDS Tax Rate per ml (2019 $) −0.020+ −0.012+ −0.005 −0.051*** −0.061** 0.029*
(0.010) (0.007) (0.013) (0.012) (0.021) (0.014)
[−0.041,0.001] [−0.026,0.002] [−0.031,0.021] [−0.074,−0.027] [−0.104, −0.018] [0.001,0.058]
<0.068> <0.098> <0.695> <0.000> <0.006> <0.043>
Cigarette Tax Rate per Pack (2019 $) −0.005 0.010+ −0.002 0.012 0.036 −0.003
(0.008) (0.005) (0.013) (0.008) (0.024) (0.007)
[−0.021,0.011] [−0.000,0.020] [−0.029,0.024] [−0.004,0.029] [−0.012, 0.083] [−0.017,0.012]
<0.540> <0.059> <0.853> <0.129> <0.136> <0.708>
−0.001 0.005 0.008 0.003 0.017 0.002
Data MTF MTF MTF MTF YRBSS MTF
Years 2014–2019 2014–2019 2015–2019 2015–2019 2015–2019 2014–2018
N 126,306 126,306 66,124 85,541 538,992 86,486
Dependent Variable Mean 0.152 0.038 0.104 0.287 0.213 0.192
Panel B: Effects of ENDS Tax on Combustible Tobacco Product Use
Outcome Current Cigarette Use Current Cigarette Use (half pack a day) Current Cigarette or Cigar Use Current Cigarette Use Regular Cigarette Use Daily Cigarette Use Current Cigarette or Cigar Use
ENDS Tax Lead (0, 1) −0.003 −0.002 −0.003 0.004 0.002 0.0005 0.0005
(0.006) (0.002) (0.007) (0.008) (0.006) (0.006) (0.010)
[−0.015,0.009] [−0.006,0.002] [−0.016,0.010] [−0.012, 0.021] [−0.011, 0.014] [−0.012, 0.013] [−0.019, 0.020]
<0.646> <0.358> <0.643> <0.607> <0.794> <0.942> <0.960>
ENDS Tax Rate (2019 $) 0.012* 0.006* 0.011+ 0.011 0.017 0.015 0.007
(0.005) (0.002) (0.006) (0.010) (0.011) (0.010) (0.014)
[0.001,0.023] [0.001,0.010] [−0.001,0.022] [−0.009, 0.031] [−0.006, 0.040] [−0.006, 0.035] [−0.021, 0.036]
<0.029> <0.012> <0.066> <0.291> <0.145> <0.166> <0.612>
Cigarette Tax Rate (2019 $) −0.001 −0.002 −0.002 −0.010 −0.012 −0.009 −0.012
(0.006) (0.002) (0.007) (0.012) (0.013) (0.012) (0.017)
[−0.012,0.010] [−0.006,0.001] [−0.016,0.012] [−0.034, 0.013] [−0.038, 0.015] [−0.032, 0.015] [−0.045, 0.022]
<0.855> <0.187> <0.787> <0.378> <0.372> <0.471> <0.492>
Data MTF MTF MTF YRBSS YRBSS YRBSS YRBSS
Years 2014–2019 2014–2019 2014–2019 2015–2019 2015–2019 2015–2019 2015–2019
N 244,360 244,360 246,192 580,788 580,788 580,788 504,639
Dependent Variable Mean 0.066 0.012 0.080 0.080 0.019 0.014 0.107
+

p<0.10,

*

p<0.05,

**

p<0.01,

***

p<0.001

Notes: All MTF models include tax jurisdiction fixed-effects, year-by-quarter fixed-effects, and each of the individual controls and policy/economic covariates listed in Table 2. All YRBSS models include state fixed-effects, year fixed-effects, and each of the individual controls and policy/economic covariates listed in Table 2. Regressions are weighted, standard errors are corrected for clustering at the state level, 95% confidence intervals are shown in [ ] and p-values are shown in < >.