library(choiceTools) dir.create("Tables/mxl") dir.create("Tables/logit") dir.create("Tables/ols/") list_ols <- list("(Intercept)" = "Intercept", "as.factor(Treatment_A)Treated" = "Treated", "as.factor(Treatment_A)Vol_Treated" = "Vol. Treated", "as.factor(Treatment_C)No Info 2" = "No Info 2", "as.factor(Treatment_C)No Video 1" = "Text 1", "as.factor(Treatment_C)No Video 2" = "Text 2", "as.factor(Treatment_C)Video 1" = "Video 1", "as.factor(Treatment_C)Video 2" = "Video 2", "Z_Mean_NR" = "NR-Index", "as.factor(Gender)2" = "Female", "Age_mean" = "Age", "QFIncome" = "Income", "Uni_degree" = "University Degree") # Manipulation check texreg(l=list(ols_percentage_correct_A, ols_percentage_correct_control_A, ols_percentage_correct_C, ols_percentage_correct_control_C), custom.model.names = c("Case A", "with Controls", "Case C", "with Controls"), custom.header = list("Dependent Variable: Percentage of correct quiz statements" = 1:4), custom.coef.map = list_ols, stars = c(0.01, 0.05, 0.1), float.pos="tb", custom.note = "%stars. Standard errors in parentheses.", label = "tab:mani", file="Tables/ols/manipulation.tex") # Net interview time texreg(l=list(ols_time_spent_A, ols_time_spent_control_A, ols_time_spent_C, ols_time_spent_control_C), custom.model.names = c("Case A", "with Controls", "Case C", "with Controls"), custom.header = list("Dependent variable: Net interview time" = 1:4), custom.coef.map = list_ols, stars = c(0.01, 0.05, 0.1), float.pos="tb", custom.note = "%stars. Standard errors in parentheses.", label = "tab:net_int", file="Tables/ols/interviewtime.tex") # CC Time texreg(l=list(ols_time_cc_A, ols_time_cc_control_A, ols_time_cc_C, ols_time_cc_control_C), custom.model.names = c("Case A", "with Controls", "Case C", "with Controls"), custom.header = list("Dependent variable: Mean choice card time" = 1:4), custom.coef.map = list_ols, stars = c(0.01, 0.05, 0.1), float.pos="tb", custom.note = "%stars. Standard errors in parentheses.", label = "tab:cctime", file="Tables/ols/cctime.tex") # Consequentiality texreg(l=list(conseq_model_A, conseq_model_control_A, conseq_model_C, conseq_model_control_C), custom.model.names = c("Case A", "with Controls", "Case C", "with Controls"), custom.header = list("Dependent variable: Consequentiality score" = 1:4), custom.coef.map = list_ols, stars = c(0.01, 0.05, 0.1), float.pos="tb", custom.note = "%stars. Standard errors in parentheses.", label = "tab:conseq", file="Tables/ols/consequentiality.tex") # Opt Out texreg(l=list(ols_opt_out_A, ols_opt_out_control_A, ols_opt_out_C, ols_opt_out_control_C), custom.model.names = c("Case A", "with Controls", "Case C", "with Controls"), custom.header = list("Dependent variable: Number of opt-out choices" = 1:4), custom.coef.map = list_ols, stars = c(0.01, 0.05, 0.1), float.pos="tb", custom.note = "%stars. Standard errors in parentheses.", label = "tab:optout", file="Tables/ols/optout.tex") # NR texreg(l=list(nr_model_treat_A), custom.model.names = c("OLS regression"), custom.header = list("Dependent variable: NR-Index" = 1), custom.coef.map = list("(Intercept)" = "Intercept", "as.factor(Treatment_A)Treated" = "Treated", "as.factor(Treatment_A)Vol_Treated" = "Vol. Treated", "as.factor(Treatment_C)No Info 2" = "No Info 2", "as.factor(Treatment_C)No Video 1" = "Text 1", "as.factor(Treatment_C)No Video 2" = "Text 2", "as.factor(Treatment_C)Video 1" = "Video 1", "as.factor(Treatment_C)Video 2" = "Video 2", "Z_Mean_NR" = "NR-Index", "as.factor(Gender)2" = "Female", "Age_mean" = "Age", "QFIncome" = "Income", "Uni_degree" = "University Degree", "Kids_Dummy" = "Children", "Naturalness_SQ" = "Naturalness SQ", "WalkingDistance_SQ" = "Walking Distance SQ"), stars = c(0.01, 0.05, 0.1), float.pos="tb", custom.note = "%stars. Standard errors in parentheses.", label = "tab:nr_ols", file="Tables/ols/nr_ols.tex") #### Logit ##### texreg(l=list(logit_choice_treat_uni), stars = c(0.01, 0.05, 0.1), float.pos="tb", custom.model.names = c("Logit regression"), custom.header = list("Dependent variable: Voluntary Information Access" = 1), custom.coef.map = list_ols, custom.note = "%stars. Standard errors in parentheses.", label = "tab:logit_vt", file="Tables/logit/chose_treatment.tex") ##### MXL ####### ### Baseline case A case_A <- quicktexregapollo(mxl_wtp_case_a_rentINT) coef_names <- case_A@coef.names coef_names <- sub("^(mu_)(.*)(_T|_VT)$", "\\2\\3", coef_names) coef_names[4] <- "mu_ASC_sq" case_A@coef.names <- coef_names case_A_cols <- map(c("^mu_", "^sig_", "_T$", "_VT$"), subcoef, case_A) texreg(c(case_A_cols[1], remGOF(case_A_cols[2:4])), custom.coef.map = list("natural" = "Naturalness", "walking" = "Walking Distance", "rent" = "Rent", "ASC_sq" = "ASC SQ", "_natural" = "Naturalness", "nat" = "Naturalness", "wd" = "Walking Distance", "asc" = "ASC SQ"), custom.model.names = c("Mean", "SD", "Treated", "Voluntary Treated"), custom.note = "%stars. Standard errors in parentheses.", stars = c(0.01, 0.05, 0.1), float.pos="tb", label = "tab:mxl_A", file="Tables/mxl/case_A_rent_INT.tex") ### Baseline case C case_C <- quicktexregapollo(mxl_wtp_case_c_rentINT) coef_names <- case_C@coef.names coef_names <- sub("^(mu_)(.*)(1|2|info)$", "\\2\\3", coef_names) coef_names[4] <- "mu_ASC_sq" case_C@coef.names <- coef_names case_C_cols <- map(c("^mu_", "^sig_", "_vid1$", "_vid2$", "_nv1$", "_nv2$", "_no_info$"), subcoef, case_C) texreg(c(case_C_cols[1], remGOF(case_C_cols[2:7])), custom.coef.map = list("natural" = "Naturalness", "walking" = "Walking Distance", "rent" = "Rent", "ASC_sq" = "ASC SQ", "_natural" = "Naturalness", "nat" = "Naturalness", "wd" = "Walking Distance", "asc" = "ASC SQ", "ASC_sq_info" = "ASC SQ", "rent_info" = "Rent", "nat_info" = "Naturalness", "walking_info" = "Walking Distance"), custom.model.names = c("Mean", "SD", "Video 1", "Video 2", "Text 1", "Text 2", "No Info"), custom.note = "%stars. Standard errors in parentheses.", stars = c(0.01, 0.05, 0.1), float.pos="tb", label = "tab:mxl_C", file="Tables/mxl/case_C_rent_INT.tex") # Main model # texreg(l=list(mxl_wtp_case_a_rentINT), # custom.coef.map = list("mu_natural" = "Naturalness", "mu_walking" = "Walking Distance", "mu_rent" = "Rent", # "ASC_sq" = "ASC SQ", "sig_natural" = "Naturalness SD", "sig_walking" = "Walking Distance SD", # "sig_rent" = "Rent SD", "sig_ASC_sq" = "ASC SD", # "mu_nat_T" = "Naturalness X Treated", "mu_wd_T" = "Walking Distance X Treated", "mu_rent_T" = "Rent X Treated", # "mu_asc_T" = "ASC X Treated", "mu_nat_VT" = "Naturalness X Vol. Treated", "mu_wd_VT" = "Walking Distance X Vol. Treated", # "mu_rent_VT" = "Rent X Vol. Treated", "mu_asc_VT" = "ASC X Vol. Treated"), # stars = c(0.01, 0.05, 0.1), override.se = mxl_wtp_case_a_rentINT$robse, file="Tables/mxl/case_A_rent_INT.tex")