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How do smoking bans in restaurants affect restaurant and at-home alcohol consumption?

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Abstract

In this paper, we analyze the impact of smoking bans on restaurant and at-home alcohol consumptions in a rational addiction model using a pseudo-panel data approach. Cigarette consumption, restaurant alcohol consumption and at-home alcohol consumption fit well with the rational addiction model. Our results suggest that cigarettes and alcohol reinforce each other in consumption, but consumers increase restaurant alcohol consumption when cigarette prices increase. We find that smoking bans increase restaurant alcohol consumption, but decrease at-home alcohol consumption. After a smoking ban is imposed, nonsmokers are likely to stay longer at restaurants and consume more alcohol. On the other hand, when smokers are not allowed to smoke in restaurants, they are likely to compensate for it by increasing restaurant alcohol consumption. As smoking bans increase social drinking habits, a decrease in at-home alcohol consumption is observed. Our results suggest that smoking bans in restaurants or bars must be accompanied by decreased blood alcohol concentration limits and increased road controls so that negative externalities such as fatalities due to drunk driving can be avoided.

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Notes

  1. A true gateway effect refers to the condition that consumption of one addictive substance leads to later initiation of another addictive substance (Pacula 1997).

  2. See “Appendix 1” for the derivation of Eqs. (4)–(6).

  3. See “Appendix 1” for explicit expressions of the parameters.

  4. “A consumer unit comprises either: (1) all members of a particular household who are related by blood, marriage, adoption, or other legal arrangements; (2) a person living alone or sharing a household with others or living as a roomer in a private home or lodging house or in permanent living quarters in a hotel or motel, but who is financially independent; or (3) two or more persons living together who use their income to make joint expenditure decisions.” (http://www.bls.gov/cex/csxgloss.htm).

  5. See “Appendix 2” for derivation of Lewbel price indices.

  6. If the data size allowed, it would have been desirable to use finer divisions of birth cohorts (i.e., 5-year age brackets). However, given our sample size, in order to have around 100 observations per cohort, only three birth cohorts are used instead of finer divisions.

  7. See “Appendix 3” for explicit expressions of long-run elasticities.

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Acknowledgments

Financial support provided in part by the North Carolina Agricultural Research Service.

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Correspondence to Aycan Koksal.

Appendices

Appendix 1: Derivation of Eqs. (4)–(6)

The quadratic utility function is:

$$\begin{aligned} U= & {} \frac{1}{2}u_{\textit{CC}}C_{t}^{2}+ \frac{1}{2}u_{\textit{RR}}R_{t}^{2}+ \frac{1}{2}u_{\textit{HH}}H_{t}^{2}+ \frac{1}{2}u_{\textit{NN}}N_{t}^{2} +\frac{1}{2}u_{\textit{SS}}S_{t}^{2}+ \frac{1}{2}u_{\textit{DD}}D_{t}^{2}+ \frac{1}{2}u_{LL}L_{t}^{2}\\&+\,u_{\textit{CR}}C_{t}R_{t}+ u_{CH}C_{t}H_{t}+ u_{\textit{CS}}C_{t}S_{t}+ u_{\textit{CD}}C_{t}D_{t}+ u_{CL}C_{t}L_{t}+ u_{RH}R_{t}H_{t}\\&+\, u_{\textit{RS}}R_{t}S_{t}+{ u}_{\textit{RD}}R_{t}D_{t}+ u_{RL}R_{t}L_{t}+{ u_{\textit{HS}}H_{t}S_{t}+u}_{HD}H_{t}D_{t}+{{ u_{HL}H_{t}L_{t}+u}_{\textit{SD}}S}_{t}D_{t}\\&+\, u_{\textit{SL}}S_{t}L_{t}+ { u}_{\textit{DL}}D_{t}L_{t}+{ u}_{C}C_{t}+ u_{R}R_{t}+ u_{H}H_{t}+{{ u_{N}N_{t}+u}_{S}S_{t}+u}_{D}D_{t}+{ u}_{L}L_{t} \end{aligned}$$

The \(u_{ij}\)’s are parameters carrying the sign of their respective derivatives (e.g., \(u_{\textit{CC}}<0\) because \(U_{\textit{CC}}<0)\).

$$\begin{aligned} \max L= & {} \sum \limits _{t=1}^\infty \beta ^{t-1} U\left( C_{t },R_{t},{H_{t},S}_{t},D_{t}, {L_{t},N}_{t} \right) \\&+\,\lambda \left( W-\sum _{t=1}^\infty \beta ^{t-1} \left( P_{\textit{Ct}}C_{t}+P_{\textit{Rt}}R_{t}+{P_{\textit{Ht}}H_{t}+N}_{t } \right) \right) \end{aligned}$$

Derive the first-order condition (FOC) with respect to \(C_{t}\):

$$\begin{aligned} \frac{\partial L}{\partial C_{t}}= & {} \frac{\partial U\left( C_{t },R_{t},{H_{t},S}_{t},D_{t}, {L_{t},N}_{t} \right) }{\partial C_{t}}\\&+\,\beta \frac{\partial U\left( C_{t+1 },R_{t+1},{H_{t+1},S}_{t+1},D_{t+1}, {L_{t+1},N}_{t+1} \right) }{\partial C_{t}}-\lambda P_{C_{t}}\\= & {} u_{\textit{CC}}C_{t}+u_{\textit{CR}}R_{t}+u_{CH}H_{t}+u_{\textit{CS}}C_{t-1}+u_{\textit{CD}}\left( R_{t-1}+\delta H_{t-1} \right) \\&+\,u_{CL}\left( 1-\delta \right) H_{t-1}+u_{C}+\beta (u_{\textit{SS}}C_{t}+u_{\textit{CS}}C_{t+1}+ u_{\textit{RS}}R_{t+1}\\&+\, u_{\textit{HS}}H_{t+1}+u_{\textit{SD}}(R_{t}+\delta H_{t})+\,u_{\textit{SL}}(1-\delta ) H_{t}+u_{S})- \lambda P_{\textit{Ct}} =\quad 0 \end{aligned}$$

Solving the FOC for \(C_{t}\):

$$\begin{aligned} C_{t}= & {} \beta _{10}+\beta _{11 }C_{t-1}+\beta _{12}C_{t+1}+\beta _{13}R_{t-1}+\beta _{14}R_{t}+\beta _{15}R_{t+1}+\beta _{16}H_{t-1}\\&+\,{ \beta }_{17}H_{t}+\beta _{18}H_{t+1}+\beta _{19} P_{\textit{Ct}} \end{aligned}$$

where

$$\begin{aligned} \beta _{10}= & {} -\frac{u_{C}+\beta u_{S}}{u_{\textit{CC}}+\beta u_{\textit{SS}}} \qquad \qquad \beta _{14}=-\frac{u_{\textit{CR}}+\beta u_{\textit{SD}}}{u_{\textit{CC}}+\beta u_{\textit{SS}}}\qquad \beta _{18}=-\frac{\beta u_{\textit{HS}}}{u_{\textit{CC}}+\beta u_{\textit{SS}}}\\ \beta _{11}= & {} -\frac{u_{\textit{CS}}}{u_{\textit{CC}}+\beta u_{\textit{SS}}}>0 \qquad \beta _{15}=-\frac{\beta u_{\textit{RS}}}{u_{\textit{CC}}+\beta u_{\textit{SS}}}\qquad \beta _{19}=\frac{\lambda }{u_{\textit{CC}}+\beta u_{\textit{SS}}}<0\\ \beta _{12}= & {} -\frac{\beta u_{\textit{CS}}}{u_{\textit{CC}}+\beta u_{\textit{SS}}}>0\qquad \beta _{16}=-\frac{{u_{\textit{CD}}\delta +u}_{CL}(1-\delta )}{u_{\textit{CC}}+\beta u_{\textit{SS}}}\\ \beta _{13}= & {} -\frac{u_{\textit{CD}}}{u_{\textit{CC}}+\beta u_{\textit{SS}}} \qquad \qquad \beta _{17}=-\frac{u_{CH}+\beta u_{\textit{SD}}\delta +\beta u_{\textit{SL}}(1-\delta )}{u_{\textit{CC}}+\beta u_{\textit{SS}}}\\ \frac{\partial L}{\partial R_{t}}= & {} \frac{\partial U\left( C_{t },R_{t},{H_{t},S}_{t},D_{t}, {L_{t},N}_{t} \right) }{\partial R_{t}}\\&+\,\beta \frac{\partial U\left( C_{t+1 },R_{t+1},{H_{t+1},S}_{t+1},D_{t+1}, {L_{t+1},N}_{t+1} \right) }{\partial R_{t}}-\lambda P_{R_{t}}\\= & {} u_{\textit{RR}}R_{t}+u_{\textit{CR}}C_{t}+u_{RH}H_{t}+u_{\textit{RS}}C_{t-1}+u_{\textit{RD}}\left( R_{t-1}+\delta H_{t-1} \right) \\&+\,u_{RL}\left( 1-\delta \right) H_{t-1}+u_{R}+\,\beta ({u_{\textit{DD}}{(R}_{t}+\delta H_{t})+u}_{\textit{CD}}C_{t+1}+u_{\textit{RD}}R_{t+1}\\&+\,u_{HD}H_{t+1}+u_{\textit{SD}}C_{t}+ u_{\textit{DL}}(1-\delta )H_{t} +u_{D}) -\lambda P_{\textit{Rt}}= 0\\ R_{t}= & {} \beta _{20}+\beta _{21 }R_{t-1} +\beta _{22}R_{t+1}+\beta _{23}C_{t-1}+\beta _{24}C_{t}+\beta _{25}C_{t+1}+\beta _{26}H_{t-1}\\&+\,{ \beta }_{27}H_{t}+\,\beta _{28}H_{t+1}+\beta _{29} P_{\textit{Rt}} \end{aligned}$$

where

$$\begin{aligned} \beta _{20}= & {} -\frac{u_{R}+\beta u_{D}}{u_{\textit{RR}}+\beta u_{\textit{DD}}}\qquad \qquad \beta _{24}=-\frac{u_{\textit{CR}}+\beta u_{\textit{SD}}}{u_{\textit{RR}}+\beta u_{\textit{DD}}}\qquad \beta _{28}=-\frac{\beta u_{HD}}{u_{\textit{RR}}+\beta u_{\textit{DD}}}\\ \beta _{21}= & {} -\frac{u_{\textit{RD}}}{u_{\textit{RR}}+\beta u_{\textit{DD}}}>0\qquad \beta _{25}=-\frac{\beta u_{\textit{CD}}}{u_{\textit{RR}}+\beta u_{\textit{DD}}}\qquad \beta _{29}=\frac{\lambda }{u_{\textit{RR}}+\beta u_{\textit{DD}}}<0\\ \beta _{22}= & {} -\frac{\beta u_{\textit{RD}}}{u_{\textit{RR}}+\beta u_{\textit{DD}}}>0\qquad \beta _{26}=-\frac{u_{\textit{RD}}\delta +u_{RL}\left( 1-\delta \right) }{u_{\textit{RR}}+\beta u_{\textit{DD}}}\\ \beta _{23}= & {} -\frac{u_{\textit{RS}}}{u_{\textit{RR}}+\beta u_{\textit{DD}}}\qquad \qquad \beta _{27}=-\frac{u_{RH}+{\beta u}_{\textit{DD}}\delta +\beta u_{\textit{DL}}\left( 1-\delta \right) }{u_{\textit{RR}}+\beta u_{\textit{DD}}}\\ \frac{\partial L}{\partial H_{t}}= & {} \frac{\partial U\left( C_{t },R_{t},{H_{t},S}_{t},D_{t}, {L_{t},N}_{t} \right) }{\partial H_{t}}\\&+\,\beta \frac{\partial U\left( C_{t+1},R_{t+1},{H_{t+1},S}_{t+1},D_{t+1}, {L_{t+1},N}_{t+1} \right) }{\partial H_{t}}-\lambda P_{H_{t}}\\= & {} u_{\textit{HH}}H_{t}+u_{CH}C_{t}+u_{RH}R_{t}+u_{\textit{HS}}C_{t-1}+u_{HD}\left( R_{t-1}+\delta H_{t-1} \right) \\&+\,u_{HL}\left( 1-\delta \right) H_{t-1}+u_{H}\\&+\,\beta (\delta {u_{\textit{DD}}{(R}_{t}+\delta H_{t})+u}_{LL}\left( 1-\delta \right) ^{2}H_{t}+{\delta u}_{\textit{CD}}C_{t+1}+{\left( 1-\delta \right) u}_{CL}C_{t+1}\\&+\,{\delta u}_{\textit{RD}}R_{t+1}+{\left( 1{-}\delta \right) u}_{\textit{RL}}R_{t+1}+{\delta u}_{HD}H_{t+1}+{\left( 1-\delta \right) u}_{HL}H_{t+1}+{\delta u}_{\textit{SD}}C_{t}\\&+\,{\left( 1-\delta \right) u}_{\textit{SL}}C_{t}+u_{\textit{DL}}\left( 1-\delta \right) R_{t}+{2u}_{\textit{DL}}(1-\delta ) {\delta H}_{t}\\&+\,{\delta u}_{D}+{(1-\delta )u}_{L}) -\lambda P_{\textit{Rt}}= 0\\ H_{t}= & {} \beta _{30}+\beta _{31 }H_{t-1}+\beta _{32}H_{t+1}+\beta _{33}C_{t-1}+\beta _{34}C_{t}+\beta _{35}C_{t+1}+\beta _{36}R_{t-1}\\&+\,{\beta }_{37}R_{t}+\,\beta _{38}R_{t+1}+\beta _{39} P_{\textit{Ht}} \end{aligned}$$

where

$$\begin{aligned} \beta _{30}= & {} -\frac{u_{H}+\beta \delta u_{D}+\beta u_{L}\left( 1-\delta \right) }{u_{\textit{HH}}+\beta u_{\textit{DD}}\delta ^{2}+{\beta u}_{LL}\left( 1-\delta \right) ^{2}+2{\beta u}_{\textit{DL}}\delta \left( 1-\delta \right) }\\ \beta _{31}= & {} -\frac{u_{HD}\delta +u_{HL}\left( 1-\delta \right) }{u_{\textit{HH}}+\beta u_{\textit{DD}}\delta ^{2}+{\beta u}_{LL}\left( 1-\delta \right) ^{2}+2{\beta u}_{\textit{DL}}\delta \left( 1-\delta \right) }\\ \beta _{32}= & {} -\frac{{\beta u}_{HD}\delta +\beta u_{HL}\left( 1-\delta \right) }{u_{\textit{HH}}+\beta u_{\textit{DD}}\delta ^{2}+{\beta u}_{LL}\left( 1-\delta \right) ^{2}+2{\beta u}_{\textit{DL}}\delta \left( 1-\delta \right) }\\ \beta _{33}= & {} -\frac{u_{\textit{HS}}}{u_{\textit{HH}}+\beta u_{\textit{DD}}\delta ^{2}+{\beta u}_{LL}\left( 1-\delta \right) ^{2}+2{\beta u}_{\textit{DL}}\delta \left( 1-\delta \right) }\\ \beta _{34}= & {} -\frac{u_{CH}+\beta u_{\textit{SD}}\delta +\beta u_{\textit{SL}}\left( 1-\delta \right) }{u_{\textit{HH}}+\beta u_{\textit{DD}}\delta ^{2}+{\beta u}_{LL}\left( 1-\delta \right) ^{2}+2{\beta u}_{\textit{DL}}\delta \left( 1-\delta \right) }\\ \beta _{35}= & {} -\frac{\beta u_{\textit{CD}}\delta +\beta u_{CL}\left( 1-\delta \right) }{u_{\textit{HH}}+\beta u_{\textit{DD}}\delta ^{2}+{\beta u}_{LL}\left( 1-\delta \right) ^{2}+2{\beta u}_{\textit{DL}}\delta \left( 1-\delta \right) }\\ \beta _{36}= & {} -\frac{u_{HD}}{u_{\textit{HH}}+\beta u_{\textit{DD}}\delta ^{2}+{\beta u}_{LL}\left( 1-\delta \right) ^{2}+2{\beta u}_{\textit{DL}}\delta \left( 1-\delta \right) }\\ \beta _{37}= & {} -\frac{u_{RH}+\beta u_{\textit{DD}}\delta +\beta u_{\textit{DL}}\left( 1-\delta \right) }{u_{\textit{HH}}+\beta u_{\textit{DD}}\delta ^{2}+{\beta u}_{LL}\left( 1-\delta \right) ^{2}+2{\beta u}_{\textit{DL}}\delta \left( 1-\delta \right) }\\ \beta _{38}= & {} -\frac{\beta u_{\textit{RD}}\delta +\beta u_{\textit{RL}}(1-\delta )}{u_{\textit{HH}}+\beta u_{\textit{DD}}\delta ^{2}+{\beta u}_{LL}\left( 1-\delta \right) ^{2}+2{\beta u}_{\textit{DL}}\delta \left( 1-\delta \right) }\\ \beta _{39}= & {} \frac{\lambda }{u_{\textit{HH}}+\beta u_{\textit{DD}}\delta ^{2}+{\beta u}_{LL}\left( 1-\delta \right) ^{2}+2{\beta u}_{\textit{DL}}\delta \left( 1-\delta \right) }<0 \end{aligned}$$

For \({k}=1,2,3\): \(\beta _{k2}=\beta *\beta _{k1}\) or \(\beta _{k1}=(1+r)\beta _{k2}\) since \(\beta =\frac{1}{(1+r)}\) with r being discount rate.

Appendix 2: Calculation of Lewbel price indices for alcoholic beverages

Lewbel price indices allow heterogeneity in preferences within a given bundle of goods. Within bundle, Cobb Douglas preferences are assumed, while among different bundles any specification is allowed. See Lewbel (1989) for details. Following Lewbel (1989) and Hoderlein and Mihaleva (2008), we construct Lewbel price indices as:

$$\begin{aligned} { v}_{i}=\frac{1}{k_{i}}\prod \nolimits _{j=1}^{n_{i}} \left( \frac{p_{ij}}{w_{ij}} \right) ^{w_{ij}} \end{aligned}$$

where \(w_{ij}\) is the household’s budget share of good j in group i. \({k}_{i}\) is a scaling factor with \(k_{i}=\prod \nolimits _{j=1}^{n_{i}} \bar{w}_{ij}^{{-\bar{w}}_{ij}} \) and \(\bar{w}_{ij}\) is the budget share of the reference household.

Let \(p_{ij}=P_{i}\) where \(P_{i}\) is the price index for group i which is set to 1 in the first time period. Because there are zero expenditures for some subcategories, Lewbel price index cannot be used in levels. In the empirical analysis, Hoderlein and Mihaleva (2008) used log prices instead of prices in levels using the result that \(\lim \log _{x\rightarrow 0}{x\log {\left( x \right) =0}}\). In our economic model, prices are in levels, so we first took the log of the Lewbel price index and then took the anti-log of it to obtain price indices.

In the current study, zero alcohol consumption might be due to so many different reasons such as quitting, abstention, corner solution, and infrequency of purchase. For non-consumers, the Lewbel price index is assigned to be equal to 1 which means if the consumption took place, the expenditure shares would have been identical to that of reference household. To determine the expenditure shares of the reference household, we took the average of the expenditure shares for each consumer unit in the whole sample in the whole sample period.

Appendix 3: Long-run elasticity equations

$$\begin{aligned} E_{CC}= & {} \{[ \beta _{68}\left( \beta _{43}+\beta _{44} \right) \left( \beta _{55}+\beta _{56} \right) +\beta _{58}\left( \beta _{43}+\beta _{44} \right) \left( 1-\beta _{61}-\beta _{62} \right) \\&+\,\beta _{58}\left( \beta _{45}+\beta _{46} \right) \left( \beta _{65}+\beta _{66} \right) +\beta _{68}\left( \beta _{45}+\beta _{46} \right) \left( 1-\beta _{51}-\beta _{52} \right) \\&+\,\beta _{47}\left( 1-\beta _{51}-\beta _{52} \right) \left( 1-\beta _{61}-\beta _{62} \right) {-\beta }_{47}\left( \beta _{55}+\beta _{56} \right) \left( \beta _{65}+\,\beta _{66} \right) ]/ \\&[ \left( 1-\beta _{41}-\beta _{42} \right) \left( 1-\beta _{51}-\beta _{52} \right) \left( 1-\beta _{61}-\beta _{62} \right) -\left( 1-\beta _{41}-\,\beta _{42} \right) \\&\times \,\left( \beta _{55}+\beta _{56} \right) \left( \beta _{65}+\beta _{66} \right) -\left( 1-\beta _{51}-\beta _{52} \right) \left( \beta _{45}+\beta _{46} \right) \left( \beta _{63}+\beta _{64} \right) \\&-\,\left( 1-\beta _{61}-\beta _{62} \right) \left( \beta _{43}+\beta _{44} \right) \left( \beta _{53}+\beta _{54} \right) -\left( \beta _{43}+\beta _{44} \right) \left( \beta _{55}+\beta _{56} \right) \\&\times \left( \beta _{63}+\beta _{64} \right) -\,\left( \beta _{45}+\beta _{46} \right) \left( \beta _{65}+\beta _{66} \right) \left( \beta _{53}+\beta _{54} \right) ] \}P_{C}/C\\ \\ E_{RR}= & {} \{ [ \beta _{69}\left( \beta _{53}+\beta _{54} \right) \left( \beta _{45}+\beta _{46} \right) +\beta _{48}\left( \beta _{53}+\beta _{54} \right) \left( 1-\beta _{61}-\beta _{62} \right) \\&+\,\beta _{48}\left( \beta _{55}+\beta _{56} \right) \left( \beta _{63}+\beta _{64} \right) +\beta _{69}\left( \beta _{55}+\beta _{56} \right) \left( 1-\beta _{41}-\beta _{42} \right) \\&+\,\beta _{57}\left( 1-\beta _{41}-\beta _{42} \right) \left( 1-\beta _{61}-\beta _{62} \right) {-\beta }_{57}\left( \beta _{45}+\beta _{46} \right) \left( \beta _{63}\right. \\&\left. +\,\beta _{64} \right) ]/ [ \left( 1-\beta _{41}{-}\beta _{42} \right) \left( 1-\beta _{51}-\beta _{52} \right) \left( 1{-}\beta _{61}-\beta _{62} \right) -\left( 1-\beta _{41}-\,\beta _{42} \right) \\&\times \,\left( \beta _{55}+\beta _{56} \right) \left( \beta _{65}+\beta _{66} \right) -\left( 1-\beta _{51}-\beta _{52} \right) \left( \beta _{45}+\beta _{46} \right) \left( \beta _{63}+\beta _{64} \right) \\&-\,\left( 1-\beta _{61}-\beta _{62} \right) \left( \beta _{43}+\beta _{44} \right) \left( \beta _{53}+\beta _{54} \right) -\left( \beta _{43}+\beta _{44} \right) \left( \beta _{55}+\,\beta _{56} \right) \\&\times \,\left( \beta _{63}+\beta _{64} \right) -\left( \beta _{45}+\beta _{46} \right) \left( \beta _{65}+\beta _{66} \right) \left( \beta _{53}+\beta _{54} \right) ] \}P_{R}/R\\ \\ E_{\textit{HH}}= & {} \{ [ \beta _{59}\left( \beta _{63}+\beta _{64} \right) \left( \beta _{43}+\beta _{44} \right) +\beta _{49}\left( \beta _{63}+\beta _{64} \right) \left( 1-\beta _{51}-\beta _{52} \right) \\&+\,\beta _{49}\left( \beta _{65}+\beta _{66} \right) \left( \beta _{53}+\beta _{54} \right) +\beta _{59}\left( \beta _{65}+\beta _{66} \right) \left( 1-\beta _{41}-\beta _{42} \right) \\&+\,\beta _{67}\left( 1-\beta _{41}-\beta _{42} \right) \left( 1-\beta _{51}-\beta _{52} \right) {-\beta }_{67}\left( \beta _{43}+\beta _{44} \right) \left( \beta _{53}\right. \\&\left. +\,\beta _{54} \right) ]/ [ \left( 1-\beta _{41}-\beta _{42} \right) \left( 1-\beta _{51}-\beta _{52} \right) \left( 1-\beta _{61}-\beta _{62} \right) -\left( 1-\beta _{41}\right. \\&\left. -\,\beta _{42} \right) \left( \beta _{55}+\beta _{56}\right) \left( \beta _{65}+\beta _{66} \right) -\left( 1-\beta _{51}-\beta _{52} \right) \left( \beta _{45}+\beta _{46} \right) \left( \beta _{63}+\beta _{64} \right) \\&-\,\left( 1-\beta _{61}-\beta _{62} \right) \left( \beta _{43}+\beta _{44} \right) \left( \beta _{53}+\beta _{54} \right) -\left( \beta _{43}+\beta _{44} \right) \left( \beta _{55}+\,\beta _{56} \right) \\&\times \,\left( \beta _{63}+\beta _{64} \right) -\left( \beta _{45}+\beta _{46} \right) \left( \beta _{65}+\beta _{66} \right) \left( \beta _{53}+\beta _{54} \right) ] \}P_{H}/H\\ \\ E_{\textit{CR}}= & {} \{ [ \beta _{69}\left( \beta _{43}+\beta _{44} \right) \left( \beta _{55}+\beta _{56} \right) +\beta _{57}\left( \beta _{43}+\beta _{44} \right) \left( 1-\beta _{61}-\beta _{62} \right) \\&+\,\beta _{57}\left( \beta _{45}+\beta _{46} \right) \left( \beta _{65}+\beta _{66} \right) +\beta _{69}\left( \beta _{45}+\beta _{46} \right) \left( 1-\beta _{51}-\beta _{52} \right) \\&+\,\beta _{48}\left( 1-\beta _{51}-\beta _{52} \right) \left( 1-\beta _{61}-\beta _{62} \right) {-\beta }_{48}\left( \beta _{55}+\beta _{56} \right) \left( \beta _{65}\right. \\&\left. +\,\beta _{66} \right) ]/ [ \left( 1-\beta _{41}-\beta _{42} \right) \left( 1-\beta _{51}-\beta _{52} \right) \left( 1-\beta _{61}-\beta _{62} \right) -\left( 1-\beta _{41}\right. \\&\left. -\,\beta _{42} \right) \left( \beta _{55}+\beta _{56} \right) \left( \beta _{65}+\beta _{66} \right) -\left( 1-\beta _{51}-\beta _{52} \right) \left( \beta _{45}+\beta _{46} \right) \left( \beta _{63}+\beta _{64} \right) \\&-\,\left( 1-\beta _{61}-\beta _{62} \right) \left( \beta _{43}+\beta _{44} \right) \left( \beta _{53}+\beta _{54} \right) -\left( \beta _{43}+\beta _{44} \right) \left( \beta _{55}\right. \\&\left. +\,\beta _{56} \right) \left( \beta _{63}+\beta _{64} \right) -\left( \beta _{45}+\beta _{46} \right) \left( \beta _{65}+\beta _{66} \right) \left( \beta _{53}+\beta _{54} \right) ] \}P_{R}/C\\ \end{aligned}$$
$$\begin{aligned} E_{{\textit{CH}}}= & {} \{[ \beta _{67}\left( \beta _{43}+\beta _{44} \right) \left( \beta _{55}+\beta _{56} \right) +\beta _{59}\left( \beta _{43}+\beta _{44} \right) \left( 1-\beta _{61}-\beta _{62} \right) \\&+\,\beta _{59}\left( \beta _{45}+\beta _{46} \right) \left( \beta _{65}+\beta _{66} \right) +\beta _{67}\left( \beta _{45}+\beta _{46} \right) \left( 1-\beta _{51}-\beta _{52} \right) \\&+\,\beta _{49}\left( 1-\beta _{51}-\beta _{52} \right) \left( 1-\beta _{61}-\beta _{62} \right) {-\beta }_{49}\left( \beta _{55}+\beta _{56} \right) \left( \beta _{65}\right. \\&\left. +\,\beta _{66} \right) ]/ [ \left( 1-\beta _{41}-\beta _{42} \right) \left( 1-\beta _{51}-\beta _{52} \right) \left( 1-\beta _{61}-\beta _{62} \right) -\left( 1-\beta _{41}\right. \\&\left. -\,\beta _{42} \right) \left( \beta _{55}+\beta _{56} \right) \left( \beta _{65}+\beta _{66} \right) -\left( 1-\beta _{51}-\beta _{52} \right) \left( \beta _{45}+\beta _{46} \right) \left( \beta _{63}+\beta _{64} \right) \\&-\,\left( 1-\beta _{61}-\beta _{62} \right) \left( \beta _{43}+\beta _{44} \right) \left( \beta _{53}+\beta _{54} \right) -\left( \beta _{43}+\beta _{44} \right) \left( \beta _{55}\right. \\&\left. +\,\beta _{56} \right) \left( \beta _{63}+\beta _{64} \right) -\left( \beta _{45}+\beta _{46} \right) \left( \beta _{65}+\beta _{66} \right) \left( \beta _{53}+\beta _{54} \right) ] \}P_{H}/C\\ \\ E_{\textit{RC}}= & {} \{ [ \beta _{68}\left( \beta _{53}+\beta _{54} \right) \left( \beta _{45}+\beta _{46} \right) +\beta _{47}\left( \beta _{53}+\beta _{54} \right) \left( 1-\beta _{61}-\beta _{62} \right) \\&+\,\beta _{47}\left( \beta _{63}+\beta _{64} \right) \left( \beta _{55}+\beta _{56} \right) +\beta _{68}\left( \beta _{55}+\beta _{56} \right) \left( 1-\beta _{41}-\beta _{42} \right) \\&+\,\beta _{58}\left( 1-\beta _{41}-\beta _{42} \right) \left( 1-\beta _{61}-\beta _{62} \right) {-\beta }_{58}\left( \beta _{45}+\beta _{46} \right) \left( \beta _{63}\right. \\&\left. +\,\beta _{64} \right) ]/ [ \left( 1-\beta _{41}-\beta _{42} \right) \left( 1-\beta _{51}-\beta _{52} \right) \left( 1-\beta _{61}-\beta _{62} \right) -\left( 1-\beta _{41}\right. \\&\left. -\,\beta _{42} \right) \left( \beta _{55}+\beta _{56} \right) \left( \beta _{65}+\beta _{66} \right) -\left( 1-\beta _{51}-\beta _{52} \right) \left( \beta _{45}+\beta _{46} \right) \left( \beta _{63}+\beta _{64} \right) \\&-\,\left( 1-\beta _{61}-\beta _{62} \right) \left( \beta _{43}+\beta _{44} \right) \left( \beta _{53}+\beta _{54} \right) -\left( \beta _{43}+\beta _{44} \right) \left( \beta _{55}\right. \\&\left. +\,\beta _{56} \right) \left( \beta _{63}+\beta _{64} \right) -\left( \beta _{45}+\beta _{46} \right) \left( \beta _{65}+\beta _{66} \right) \left( \beta _{53}+\beta _{54} \right) ] \} P_{C}/R\\ {} E_{{\textit{RH}}}= & {} \{ [ \beta _{67}\left( \beta _{53}+\beta _{54} \right) \left( \beta _{45}+\beta _{46} \right) +\beta _{49}\left( \beta _{53}+\beta _{54} \right) \left( 1-\beta _{61}-\beta _{62} \right) \\&+\,\beta _{49}\left( \beta _{55}+\beta _{56} \right) \left( \beta _{63}+\beta _{64} \right) +\beta _{67}\left( \beta _{55}+\beta _{56} \right) \left( 1-\beta _{41}-\beta _{42} \right) \\&+\,\beta _{59}\left( 1-\beta _{41}-\beta _{42} \right) \left( 1-\beta _{61}-\beta _{62} \right) {-\beta }_{59}\left( \beta _{45}+\beta _{46} \right) \left( \beta _{63}\right. \\&\left. +\,\beta _{64} \right) ]/ [ \left( 1-\beta _{41}-\beta _{42} \right) \left( 1-\beta _{51}-\beta _{52} \right) \left( 1-\beta _{61}-\beta _{62} \right) -\left( 1-\beta _{41}\right. \\&\left. -\,\beta _{42} \right) \left( \beta _{55}+\beta _{56} \right) \left( \beta _{65}+\beta _{66} \right) -\left( 1-\beta _{51}-\beta _{52} \right) \left( \beta _{45}+\beta _{46} \right) \left( \beta _{63}+\beta _{64} \right) \\&-\,\left( 1-\beta _{61}-\beta _{62} \right) \left( \beta _{43}+\beta _{44} \right) \left( \beta _{53}+\beta _{54} \right) -\left( \beta _{43}+\beta _{44} \right) \left( \beta _{55}\right. \\&\left. +\,\beta _{56} \right) \left( \beta _{63}+\beta _{64} \right) -\left( \beta _{45}+\beta _{46} \right) \left( \beta _{65}+\beta _{66} \right) \left( \beta _{53}+\beta _{54} \right) ] \}P_{H}/R\\ \end{aligned}$$
$$\begin{aligned} E_{{\textit{HC}}}= & {} \{ [ \beta _{58}\left( \beta _{43}+\beta _{44} \right) \left( \beta _{63}+\beta _{64} \right) +\beta _{47}\left( \beta _{63}+\beta _{64} \right) \left( 1-\beta _{51}-\beta _{52} \right) \\&+\,\beta _{47}\left( \beta _{65}+\beta _{66} \right) \left( \beta _{53}+\beta _{54} \right) +\beta _{58}\left( \beta _{65}+\beta _{66} \right) \left( 1-\beta _{41}-\beta _{42} \right) \\&+\,\beta _{68}\left( 1-\beta _{41}-\beta _{42} \right) \left( 1-\beta _{51}-\beta _{52} \right) {-\beta }_{68}\left( \beta _{43}+\beta _{44} \right) \left( \beta _{53}\right. \\&\left. +\,\beta _{54} \right) ]/ [ \left( 1-\beta _{41}-\beta _{42} \right) \left( 1-\beta _{51}-\beta _{52} \right) \left( 1-\beta _{61}-\beta _{62} \right) -\left( 1-\beta _{41}\right. \\&\left. -\,\beta _{42} \right) \left( \beta _{55}+\beta _{56} \right) \left( \beta _{65}+\beta _{66} \right) -\left( 1-\beta _{51}-\beta _{52} \right) \left( \beta _{45}+\beta _{46} \right) \left( \beta _{63}+\beta _{64} \right) \\&-\,\left( 1-\beta _{61}-\beta _{62} \right) \left( \beta _{43}+\beta _{44} \right) \left( \beta _{53}+\beta _{54} \right) -\left( \beta _{43}+\beta _{44} \right) \left( \beta _{55}\right. \\&\left. +\,\beta _{56} \right) \left( \beta _{63}+\beta _{64} \right) -\left( \beta _{45}+\beta _{46} \right) \left( \beta _{65}+\beta _{66} \right) \left( \beta _{53}+\beta _{54} \right) ] \}P_{C}/H\\ \\ E_{HR}= & {} \{ [ \beta _{57}\left( \beta _{43}+\beta _{44} \right) \left( \beta _{63}+\beta _{64} \right) +\beta _{48}\left( \beta _{63}+\beta _{64} \right) \left( 1-\beta _{51}-\beta _{52} \right) \\&+\,\beta _{48}\left( \beta _{65}+\beta _{66} \right) \left( \beta _{53}+\beta _{54} \right) +\beta _{57}\left( \beta _{65}+\beta _{66} \right) \left( 1-\beta _{41}-\beta _{42} \right) \\&+\,\beta _{69}\left( 1-\beta _{41}-\beta _{42} \right) \left( 1-\beta _{51}-\beta _{52} \right) {-\beta }_{69}\left( \beta _{43}+\beta _{44} \right) \left( \beta _{53}\right. \\&\left. +\,\beta _{54} \right) ]/ [ \left( 1-\beta _{41}-\beta _{42} \right) \left( 1-\beta _{51}-\beta _{52} \right) \left( 1-\beta _{61}-\beta _{62} \right) -\left( 1-\beta _{41}\right. \\&\left. -\,\beta _{42} \right) \left( \beta _{55}+\beta _{56}\right) \left( \beta _{65}+\beta _{66} \right) -\left( 1-\beta _{51}-\beta _{52} \right) \left( \beta _{45}+\beta _{46} \right) \left( \beta _{63}+\beta _{64} \right) \\&-\,\left( 1-\beta _{61}-\beta _{62} \right) \left( \beta _{43}+\beta _{44} \right) \left( \beta _{53}+\beta _{54} \right) -\left( \beta _{43}+\beta _{44} \right) \left( \beta _{55}\right. \\&\left. +\,\beta _{56} \right) \left( \beta _{63}+\beta _{64} \right) -\left( \beta _{45}+\beta _{46} \right) \left( \beta _{65}+\beta _{66} \right) \left( \beta _{53}+\beta _{54} \right) ]\}P_{R}/H\\ \\ \end{aligned}$$
$$\begin{aligned} E_{CI}= & {} \{ [ \gamma _{61}\left( \beta _{43}+\beta _{44} \right) \left( \beta _{55}+\beta _{56} \right) +\gamma _{51}\left( \beta _{43}+\beta _{44} \right) \left( 1-\beta _{61}-\beta _{62} \right) \\&+\,\gamma _{51}\left( \beta _{45}+\beta _{46} \right) \left( \beta _{65}+\beta _{66} \right) +\gamma _{61}\left( \beta _{45}+\beta _{46} \right) \left( 1-\beta _{51}-\beta _{52} \right) \\&+\,\gamma _{41}\left( 1-\beta _{51}-\beta _{52} \right) \left( 1-\beta _{61}-\beta _{62} \right) -\gamma _{41}\left( \beta _{55}+\beta _{56} \right) \left( \beta _{65}\right. \\&\left. +\,\beta _{66} \right) ]/ [ \left( 1-\beta _{41}-\beta _{42} \right) \left( 1-\beta _{51}-\beta _{52} \right) \left( 1-\beta _{61}-\beta _{62} \right) -\left( 1-\beta _{41}\right. \\&\left. -\,\beta _{42} \right) \left( \beta _{55}+\beta _{56} \right) \left( \beta _{65}+\beta _{66} \right) -\left( 1-\beta _{51}-\beta _{52} \right) \left( \beta _{45}+\beta _{46} \right) \left( \beta _{63}+\beta _{64} \right) \\&-\,\left( 1-\beta _{61}-\beta _{62} \right) \left( \beta _{43}+\beta _{44} \right) \left( \beta _{53}+\beta _{54} \right) -\left( \beta _{43}+\beta _{44} \right) \left( \beta _{55}\right. \\&\left. +\,\beta _{56} \right) \left( \beta _{63}+\beta _{64} \right) -\left( \beta _{45}+\beta _{46} \right) \left( \beta _{65}+\beta _{66} \right) \left( \beta _{53}+\beta _{54} \right) ] \}I/C\\ \\ E_{RI}= & {} \{ [ \gamma _{61}\left( \beta _{53}+\beta _{54} \right) \left( \beta _{45}+\beta _{46} \right) +\gamma _{41}\left( \beta _{53}+\beta _{54} \right) \left( 1-\beta _{61}-\beta _{62} \right) \\&+\,\gamma _{41}\left( \beta _{55}+\beta _{56} \right) \left( \beta _{63}+\beta _{64} \right) +\gamma _{61}\left( \beta _{55}+\beta _{56} \right) \left( 1-\beta _{41}-\beta _{42} \right) \\&+\,\gamma _{51}\left( 1-\beta _{41}-\beta _{42} \right) \left( 1-\beta _{61}-\beta _{62} \right) -\gamma _{51}\left( \beta _{45}+\beta _{46} \right) \left( \beta _{63}\right. \\&\left. +\,\beta _{64} \right) ]/ [ \left( 1-\beta _{41}{-}\beta _{42} \right) \left( 1-\beta _{51}{-}\beta _{52} \right) \left( 1-\beta _{61}-\beta _{62} \right) -\left( 1-\beta _{41}-\,\beta _{42} \right) \\&\times \,\left( \beta _{55}+\beta _{56} \right) \left( \beta _{65}+\beta _{66} \right) -\left( 1-\beta _{51}-\beta _{52} \right) \left( \beta _{45}+\beta _{46} \right) \left( \beta _{63}+\beta _{64} \right) \\&-\,\left( 1-\beta _{61}-\beta _{62} \right) \left( \beta _{43}+\beta _{44} \right) \left( \beta _{53}+\beta _{54} \right) -\left( \beta _{43}+\beta _{44} \right) \left( \beta _{55}+\,\beta _{56} \right) \\&\times \,\left( \beta _{63}+\beta _{64} \right) -\left( \beta _{45}+\beta _{46} \right) \left( \beta _{65}+\beta _{66} \right) \left( \beta _{53}+\beta _{54} \right) ] \}I/R\\ \\ E_{HI}= & {} \{[ \gamma _{51}\left( \beta _{63}+\beta _{64} \right) \left( \beta _{43}+\beta _{44} \right) +\gamma _{41}\left( \beta _{63}+\beta _{64} \right) \left( 1-\beta _{51}-\beta _{52} \right) \\&+\,\gamma _{41}\left( \beta _{65}+\beta _{66} \right) \left( \beta _{53}+\beta _{54} \right) +\gamma _{51}\left( \beta _{65}+\beta _{66} \right) \left( 1-\beta _{41}-\beta _{42} \right) \\&+\,\gamma _{61}\left( 1-\beta _{41}-\beta _{42} \right) \left( 1-\beta _{51}-\beta _{52} \right) -\gamma _{61}\left( \beta _{43}+\beta _{44} \right) \left( \beta _{53}\right. \\&\left. +\,\beta _{54} \right) ]/ [ \left( 1-\beta _{41}-\beta _{42} \right) \left( 1-\beta _{51}-\beta _{52} \right) \left( 1-\beta _{61}-\beta _{62} \right) -\left( 1-\beta _{41}\right. \\&\left. -\,\beta _{42} \right) \left( \beta _{55}+\beta _{56} \right) \left( \beta _{65}+\beta _{66} \right) -\left( 1-\beta _{51}-\beta _{52} \right) \left( \beta _{45}+\beta _{46} \right) \left( \beta _{63}+\beta _{64} \right) \\&-\,\left( 1-\beta _{61}-\beta _{62} \right) \left( \beta _{43}+\beta _{44} \right) \left( \beta _{53}+\beta _{54} \right) -\left( \beta _{43}+\beta _{44} \right) \left( \beta _{55}\right. \\&\left. +\,\beta _{56} \right) \left( \beta _{63}+\beta _{64} \right) -\left( \beta _{45}+\beta _{46} \right) \left( \beta _{65}+\beta _{66} \right) \left( \beta _{53}+\beta _{54} \right) ] \}I/H \end{aligned}$$

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Koksal, A., Wohlgenant, M.K. How do smoking bans in restaurants affect restaurant and at-home alcohol consumption?. Empir Econ 50, 1193–1213 (2016). https://doi.org/10.1007/s00181-015-0986-z

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