Getting Started with bsvarPost

bsvarPost is a companion post-estimation package for bsvars and bsvarSIGNs. It does not estimate models. Instead it provides:

• tidy extraction of impulse responses, CDMs, FEVD, and forecasts
• model comparison utilities across lag specifications or identifying assumptions
• ggplot2 plot methods and publication-oriented styling
• reporting helpers for knitr, gt, flextable, and CSV

The core question answered in this vignette is: How do fiscal spending shocks propagate through the US economy? We use the us_fiscal_lsuw dataset from bsvars, which contains quarterly US data on three variables — ttr (tax-to-revenue), gs (government spending), and gdp — to estimate a structural VAR and post-process the results with bsvarPost.

Estimation setup

The code below produces two posterior objects. We use pre-computed results for build speed — the readRDS() calls in the hidden setup chunk have already loaded them.

library(bsvars)
library(bsvarPost)

data(us_fiscal_lsuw)
# Variables: ttr (tax-to-revenue), gs (government spending), gdp

# Baseline: p = 1 lag
set.seed(123)
spec     <- specify_bsvar$new(us_fiscal_lsuw, p = 1)
post     <- estimate(spec, S = 200, thin = 1, show_progress = FALSE)

# Alternative: p = 3 lags
set.seed(456)
spec_alt <- specify_bsvar$new(us_fiscal_lsuw, p = 3)
post_alt <- estimate(spec_alt, S = 200, thin = 1, show_progress = FALSE)

Extracting impulse responses

tidy_irf() returns a tidy table with posterior summaries (median, credible interval bounds) for every variable-shock pair at each horizon. The column variable names the responding variable and shock names the structural shock.

irf_tbl <- tidy_irf(post, horizon = 20)
head(irf_tbl)
#> # A tibble: 6 × 10
#>   model  object_type variable shock horizon   mean median      sd  lower  upper
#>   <chr>  <chr>       <chr>    <chr>   <dbl>  <dbl>  <dbl>   <dbl>  <dbl>  <dbl>
#> 1 model1 irf         ttr      ttr         0 0.0291 0.0286 0.00666 0.0265 0.0308
#> 2 model1 irf         ttr      ttr         1 0.0260 0.0268 0.0119  0.0248 0.0291
#> 3 model1 irf         ttr      ttr         2 0.0226 0.0249 0.0350  0.0228 0.0277
#> 4 model1 irf         ttr      ttr         3 0.0189 0.0233 0.0643  0.0205 0.0267
#> 5 model1 irf         ttr      ttr         4 0.0148 0.0217 0.101   0.0186 0.0260
#> 6 model1 irf         ttr      ttr         5 0.0100 0.0202 0.147   0.0168 0.0251

ggplot2::autoplot() produces a faceted fan chart — one panel per variable-shock pair, with shaded credible bands:

ggplot2::autoplot(irf_tbl)

The gs shock column shows how a one-standard-deviation increase in government spending affects ttr, gs, and gdp over 20 quarters.

Cumulative dynamic multipliers

Cumulative dynamic multipliers (CDMs) integrate the impulse responses over the horizon, making them the natural quantity for fiscal multiplier analysis.

cdm_obj <- cdm(post, horizon = 20)
summary(cdm_obj)
#> # A tibble: 189 × 10
#>    model  object_type variable shock horizon   mean median      sd  lower  upper
#>    <chr>  <chr>       <chr>    <chr>   <dbl>  <dbl>  <dbl>   <dbl>  <dbl>  <dbl>
#>  1 model1 cdm         ttr      ttr         0 0.0291 0.0286 0.00666 0.0265 0.0308
#>  2 model1 cdm         ttr      ttr         1 0.0551 0.0553 0.00581 0.0514 0.0595
#>  3 model1 cdm         ttr      ttr         2 0.0778 0.0804 0.0404  0.0746 0.0872
#>  4 model1 cdm         ttr      ttr         3 0.0967 0.104  0.105   0.0957 0.113 
#>  5 model1 cdm         ttr      ttr         4 0.111  0.125  0.206   0.115  0.138 
#>  6 model1 cdm         ttr      ttr         5 0.121  0.145  0.352   0.132  0.163 
#>  7 model1 cdm         ttr      ttr         6 0.126  0.165  0.555   0.146  0.187 
#>  8 model1 cdm         ttr      ttr         7 0.124  0.183  0.828   0.160  0.211 
#>  9 model1 cdm         ttr      ttr         8 0.115  0.199  1.19    0.173  0.235 
#> 10 model1 cdm         ttr      ttr         9 0.0960 0.213  1.65    0.184  0.257 
#> # ℹ 179 more rows

The pre-rendered figure below, generated from the same posterior at a longer horizon, gives a cleaner view of the multiplier path:

The gdp row of the CDM table answers the fiscal-multiplier question directly: by horizon 20, how much has cumulative GDP responded to the gs spending shock?

Comparing model specifications

Different lag orders can shift the estimated multiplier meaningfully. The comparison helpers place two posteriors side by side in a single tidy table.

cmp_irf <- compare_irf(baseline = post, alternative = post_alt, horizon = 20)
head(cmp_irf)
#> # A tibble: 6 × 10
#>   model   object_type variable shock horizon   mean median      sd  lower  upper
#>   <chr>   <chr>       <chr>    <chr>   <dbl>  <dbl>  <dbl>   <dbl>  <dbl>  <dbl>
#> 1 baseli… irf         ttr      ttr         0 0.0291 0.0286 0.00666 0.0265 0.0308
#> 2 baseli… irf         ttr      ttr         1 0.0260 0.0268 0.0119  0.0248 0.0291
#> 3 baseli… irf         ttr      ttr         2 0.0226 0.0249 0.0350  0.0228 0.0277
#> 4 baseli… irf         ttr      ttr         3 0.0189 0.0233 0.0643  0.0205 0.0267
#> 5 baseli… irf         ttr      ttr         4 0.0148 0.0217 0.101   0.0186 0.0260
#> 6 baseli… irf         ttr      ttr         5 0.0100 0.0202 0.147   0.0168 0.0251

The named arguments baseline and alternative become the model column labels in the output. ggplot2::autoplot() overlays both posterior bands:

CDMs can be compared the same way:

cmp_cdm <- compare_cdm(baseline = post, alternative = post_alt, horizon = 20)
head(cmp_cdm)
#> # A tibble: 6 × 10
#>   model   object_type variable shock horizon   mean median      sd  lower  upper
#>   <chr>   <chr>       <chr>    <chr>   <dbl>  <dbl>  <dbl>   <dbl>  <dbl>  <dbl>
#> 1 baseli… cdm         ttr      ttr         0 0.0291 0.0286 0.00666 0.0265 0.0308
#> 2 baseli… cdm         ttr      ttr         1 0.0551 0.0553 0.00581 0.0514 0.0595
#> 3 baseli… cdm         ttr      ttr         2 0.0778 0.0804 0.0404  0.0746 0.0872
#> 4 baseli… cdm         ttr      ttr         3 0.0967 0.104  0.105   0.0957 0.113 
#> 5 baseli… cdm         ttr      ttr         4 0.111  0.125  0.206   0.115  0.138 
#> 6 baseli… cdm         ttr      ttr         5 0.121  0.145  0.352   0.132  0.163

The p = 3 alternative typically shows a slower decay in the gdp multiplier, reflecting richer lag dynamics.

Forecast error variance decomposition

FEVD measures which structural shocks account for most of the forecast error variance in each variable. For fiscal analysis, the key question is: what share of gdp volatility is explained by the gs shock?

fevd_tbl <- tidy_fevd(post, horizon = 20)
head(fevd_tbl)
#> # A tibble: 6 × 10
#>   model  object_type variable shock horizon  mean median    sd lower upper
#>   <chr>  <chr>       <chr>    <chr>   <dbl> <dbl>  <dbl> <dbl> <dbl> <dbl>
#> 1 model1 fevd        ttr      ttr         0 100    100    0    100   100  
#> 2 model1 fevd        ttr      ttr         1  99.3   99.5  2.05  98.8  99.9
#> 3 model1 fevd        ttr      ttr         2  98.1   98.4  2.01  96.1  99.7
#> 4 model1 fevd        ttr      ttr         3  96.2   96.7  2.83  92.1  99.4
#> 5 model1 fevd        ttr      ttr         4  93.6   94.4  4.81  86.9  98.9
#> 6 model1 fevd        ttr      ttr         5  90.5   91.6  7.02  80.9  98.3

The share column sums to 100 within each variable-horizon cell (FEVD values are on a 0-100 percentage scale).

Plot styling

bsvarPost ships three layered styling helpers. They all accept any tidy output object and apply theme and color presets.

# Apply a publication theme to an existing autoplot
style_bsvar_plot(
  ggplot2::autoplot(irf_tbl),
  preset  = "paper",
  palette = c("#1b9e77", "#d95f02")
)

# Apply a family-aware template (adds axis labels, titles, etc.)
template_bsvar_plot(
  ggplot2::autoplot(irf_tbl),
  family = "irf",
  preset = "paper"
)

# One-shot publication-ready export
publish_bsvar_plot(irf_tbl, preset = "paper")

A pre-rendered representative-response showcase:

Historical decomposition plots

Historical decomposition is split into two complementary workflows:

• full-sample contribution paths with tidy_hd(), plot_hd_stacked(), plot_hd_overlay(), plot_hd_total(), and plot_hd_lines();
• event-window summaries with tidy_hd_event(), plot_hd_event(), plot_hd_event_share(), plot_hd_event_cumulative(), and plot_hd_event_distribution().

hd_tbl <- tidy_hd(post)
plot_hd_overlay(post, variables = "gdp", top_n = 3)
plot_hd_stacked(post, variables = "gdp", top_n = 3)
plot_hd_total(post, variables = "gdp", shocks = c("gs", "ttr"))
plot_hd_lines(post, variables = "gdp", top_n = 3)

hd_times <- unique(as.character(tidy_hd(post, draws = TRUE)$time))
plot_hd_event(post, start = hd_times[1], end = hd_times[2])
plot_hd_event_share(post, start = hd_times[1], end = hd_times[2], top_n = 3)
plot_hd_event_cumulative(post, start = hd_times[1], end = hd_times[2], top_n = 3)
plot_hd_event_distribution(post, start = hd_times[1], end = hd_times[2], top_n = 3)
shock_ranking(post, start = hd_times[1], end = hd_times[2], ranking = "absolute")

Use plot_hd_overlay() first to compare the main contribution paths within one variable over time:

Then use plot_hd_stacked() for the composition view. It stacks the structural shock contributions over time, with include_baseline = TRUE available when you want the explicit non-shock reconstruction term as well.

plot_hd_total() then checks the same decomposition against the observed path, while plot_hd_lines() provides the detailed component-by-component inspection view when the combined plots are too compressed.

Once the full-sample plots have identified a period worth summarizing, move to the event-window helpers. tidy_hd_event(), plot_hd_event(), plot_hd_event_share(), plot_hd_event_cumulative(), plot_hd_event_distribution(), and shock_ranking() summarize and rank the same HD information over a selected window.

Reporting helpers

Most bsvarPost outputs are tidy data frames and render directly to any table format. The preset = "compact" argument selects a narrower publication column set.

as_kable(summary(cdm_obj), preset = "compact", digits = 3)

Model	Variable	Shock	Horizon	Mean	Median	Lower	Upper
model1	ttr	ttr	0	0.029	0.029	0.027	0.031
model1	ttr	ttr	1	0.055	0.055	0.051	0.060
model1	ttr	ttr	2	0.078	0.080	0.075	0.087
model1	ttr	ttr	3	0.097	0.104	0.096	0.113
model1	ttr	ttr	4	0.111	0.125	0.115	0.138
model1	ttr	ttr	5	0.121	0.145	0.132	0.163
model1	ttr	ttr	6	0.126	0.165	0.146	0.187
model1	ttr	ttr	7	0.124	0.183	0.160	0.211
model1	ttr	ttr	8	0.115	0.199	0.173	0.235
model1	ttr	ttr	9	0.096	0.213	0.184	0.257
model1	ttr	ttr	10	0.066	0.228	0.193	0.278
model1	ttr	ttr	11	0.022	0.240	0.203	0.299
model1	ttr	ttr	12	-0.039	0.253	0.211	0.318
model1	ttr	ttr	13	-0.122	0.264	0.219	0.337
model1	ttr	ttr	14	-0.235	0.276	0.225	0.355
model1	ttr	ttr	15	-0.387	0.286	0.230	0.372
model1	ttr	ttr	16	-0.594	0.295	0.234	0.388
model1	ttr	ttr	17	-0.876	0.304	0.236	0.404
model1	ttr	ttr	18	-1.271	0.312	0.238	0.421
model1	ttr	ttr	19	-1.833	0.320	0.239	0.434
model1	ttr	ttr	20	-2.649	0.326	0.240	0.449
model1	ttr	gs	0	0.000	0.000	0.000	0.000
model1	ttr	gs	1	0.000	0.000	-0.001	0.000
model1	ttr	gs	2	0.001	0.000	-0.002	0.001
model1	ttr	gs	3	0.002	0.000	-0.003	0.003
model1	ttr	gs	4	0.004	-0.001	-0.005	0.004
model1	ttr	gs	5	0.007	-0.001	-0.007	0.006
model1	ttr	gs	6	0.011	-0.001	-0.010	0.008
model1	ttr	gs	7	0.016	-0.002	-0.013	0.010
model1	ttr	gs	8	0.023	-0.003	-0.016	0.012
model1	ttr	gs	9	0.031	-0.003	-0.020	0.014
model1	ttr	gs	10	0.041	-0.004	-0.023	0.016
model1	ttr	gs	11	0.054	-0.005	-0.028	0.018
model1	ttr	gs	12	0.069	-0.006	-0.032	0.020
model1	ttr	gs	13	0.087	-0.007	-0.037	0.023
model1	ttr	gs	14	0.106	-0.008	-0.041	0.026
model1	ttr	gs	15	0.124	-0.009	-0.046	0.029
model1	ttr	gs	16	0.139	-0.010	-0.051	0.031
model1	ttr	gs	17	0.145	-0.011	-0.056	0.033
model1	ttr	gs	18	0.130	-0.013	-0.061	0.035
model1	ttr	gs	19	0.073	-0.014	-0.066	0.037
model1	ttr	gs	20	-0.058	-0.016	-0.071	0.039
model1	ttr	gdp	0	0.000	0.000	0.000	0.000
model1	ttr	gdp	1	0.000	0.001	0.000	0.001
model1	ttr	gdp	2	-0.002	0.003	0.001	0.004
model1	ttr	gdp	3	-0.004	0.005	0.002	0.008
model1	ttr	gdp	4	-0.008	0.009	0.004	0.014
model1	ttr	gdp	5	-0.015	0.013	0.006	0.020
model1	ttr	gdp	6	-0.024	0.018	0.008	0.027
model1	ttr	gdp	7	-0.037	0.024	0.011	0.036
model1	ttr	gdp	8	-0.054	0.030	0.014	0.045
model1	ttr	gdp	9	-0.075	0.036	0.017	0.054
model1	ttr	gdp	10	-0.101	0.044	0.021	0.065
model1	ttr	gdp	11	-0.131	0.052	0.025	0.076
model1	ttr	gdp	12	-0.162	0.060	0.029	0.087
model1	ttr	gdp	13	-0.190	0.069	0.034	0.100
model1	ttr	gdp	14	-0.206	0.078	0.039	0.113
model1	ttr	gdp	15	-0.191	0.088	0.044	0.126
model1	ttr	gdp	16	-0.116	0.098	0.050	0.140
model1	ttr	gdp	17	0.074	0.108	0.056	0.153
model1	ttr	gdp	18	0.472	0.119	0.062	0.167
model1	ttr	gdp	19	1.237	0.130	0.069	0.182
model1	ttr	gdp	20	2.640	0.142	0.076	0.196
model1	gs	ttr	0	0.000	0.000	-0.002	0.003
model1	gs	ttr	1	-0.002	-0.001	-0.005	0.005
model1	gs	ttr	2	-0.007	-0.002	-0.009	0.006
model1	gs	ttr	3	-0.015	-0.004	-0.014	0.007
model1	gs	ttr	4	-0.026	-0.006	-0.019	0.008
model1	gs	ttr	5	-0.041	-0.008	-0.026	0.010
model1	gs	ttr	6	-0.061	-0.011	-0.032	0.010
model1	gs	ttr	7	-0.087	-0.014	-0.038	0.011
model1	gs	ttr	8	-0.119	-0.018	-0.046	0.012
model1	gs	ttr	9	-0.160	-0.021	-0.054	0.012
model1	gs	ttr	10	-0.211	-0.025	-0.063	0.013
model1	gs	ttr	11	-0.274	-0.030	-0.072	0.013
model1	gs	ttr	12	-0.352	-0.034	-0.082	0.014
model1	gs	ttr	13	-0.446	-0.038	-0.092	0.015
model1	gs	ttr	14	-0.560	-0.043	-0.103	0.015
model1	gs	ttr	15	-0.696	-0.047	-0.113	0.016
model1	gs	ttr	16	-0.859	-0.052	-0.124	0.017
model1	gs	ttr	17	-1.051	-0.057	-0.134	0.019
model1	gs	ttr	18	-1.272	-0.062	-0.143	0.019
model1	gs	ttr	19	-1.523	-0.066	-0.152	0.019
model1	gs	ttr	20	-1.796	-0.070	-0.163	0.019
model1	gs	gs	0	0.026	0.025	0.024	0.027
model1	gs	gs	1	0.051	0.050	0.046	0.054
model1	gs	gs	2	0.075	0.073	0.068	0.079
model1	gs	gs	3	0.099	0.095	0.088	0.102
model1	gs	gs	4	0.123	0.116	0.107	0.125
model1	gs	gs	5	0.147	0.136	0.126	0.147
model1	gs	gs	6	0.171	0.155	0.143	0.168
model1	gs	gs	7	0.196	0.173	0.159	0.190
model1	gs	gs	8	0.223	0.190	0.173	0.209
model1	gs	gs	9	0.251	0.207	0.188	0.229
model1	gs	gs	10	0.281	0.223	0.201	0.248
model1	gs	gs	11	0.315	0.237	0.214	0.267
model1	gs	gs	12	0.352	0.251	0.226	0.285
model1	gs	gs	13	0.395	0.264	0.238	0.302
model1	gs	gs	14	0.445	0.276	0.249	0.318
model1	gs	gs	15	0.503	0.288	0.259	0.335
model1	gs	gs	16	0.573	0.300	0.267	0.351
model1	gs	gs	17	0.658	0.311	0.276	0.366
model1	gs	gs	18	0.763	0.321	0.284	0.381
model1	gs	gs	19	0.897	0.332	0.291	0.396
model1	gs	gs	20	1.071	0.341	0.297	0.410
model1	gs	gdp	0	0.000	0.000	0.000	0.000
model1	gs	gdp	1	-0.002	0.000	0.000	0.001
model1	gs	gdp	2	-0.005	0.001	0.000	0.002
model1	gs	gdp	3	-0.011	0.002	0.000	0.004
model1	gs	gdp	4	-0.020	0.004	-0.001	0.007
model1	gs	gdp	5	-0.032	0.005	-0.001	0.010
model1	gs	gdp	6	-0.049	0.007	-0.001	0.014
model1	gs	gdp	7	-0.071	0.009	-0.001	0.018
model1	gs	gdp	8	-0.100	0.011	-0.002	0.023
model1	gs	gdp	9	-0.138	0.014	-0.002	0.028
model1	gs	gdp	10	-0.187	0.017	-0.003	0.033
model1	gs	gdp	11	-0.250	0.019	-0.003	0.038
model1	gs	gdp	12	-0.330	0.022	-0.003	0.044
model1	gs	gdp	13	-0.432	0.025	-0.004	0.050
model1	gs	gdp	14	-0.562	0.028	-0.005	0.056
model1	gs	gdp	15	-0.731	0.031	-0.005	0.062
model1	gs	gdp	16	-0.951	0.034	-0.006	0.068
model1	gs	gdp	17	-1.242	0.038	-0.006	0.074
model1	gs	gdp	18	-1.635	0.041	-0.007	0.081
model1	gs	gdp	19	-2.175	0.044	-0.007	0.088
model1	gs	gdp	20	-2.936	0.047	-0.008	0.095
model1	gdp	ttr	0	0.006	0.004	0.003	0.005
model1	gdp	ttr	1	0.012	0.008	0.006	0.010
model1	gdp	ttr	2	0.016	0.011	0.008	0.014
model1	gdp	ttr	3	0.019	0.015	0.009	0.019
model1	gdp	ttr	4	0.021	0.017	0.010	0.023
model1	gdp	ttr	5	0.020	0.020	0.011	0.027
model1	gdp	ttr	6	0.017	0.022	0.012	0.031
model1	gdp	ttr	7	0.011	0.024	0.012	0.035
model1	gdp	ttr	8	0.000	0.025	0.011	0.039
model1	gdp	ttr	9	-0.018	0.027	0.011	0.042
model1	gdp	ttr	10	-0.046	0.028	0.010	0.046
model1	gdp	ttr	11	-0.089	0.029	0.009	0.050
model1	gdp	ttr	12	-0.156	0.030	0.008	0.054
model1	gdp	ttr	13	-0.259	0.031	0.006	0.057
model1	gdp	ttr	14	-0.422	0.031	0.002	0.061
model1	gdp	ttr	15	-0.679	0.032	-0.001	0.065
model1	gdp	ttr	16	-1.091	0.032	-0.004	0.068
model1	gdp	ttr	17	-1.756	0.033	-0.007	0.072
model1	gdp	ttr	18	-2.839	0.033	-0.013	0.075
model1	gdp	ttr	19	-4.612	0.034	-0.018	0.079
model1	gdp	ttr	20	-7.531	0.034	-0.022	0.083
model1	gdp	gs	0	0.000	0.000	-0.001	0.001
model1	gdp	gs	1	-0.001	0.000	-0.002	0.002
model1	gdp	gs	2	-0.002	-0.001	-0.004	0.002
model1	gdp	gs	3	-0.003	-0.001	-0.006	0.003
model1	gdp	gs	4	-0.003	-0.002	-0.008	0.003
model1	gdp	gs	5	-0.004	-0.003	-0.010	0.004
model1	gdp	gs	6	-0.005	-0.004	-0.012	0.004
model1	gdp	gs	7	-0.007	-0.005	-0.014	0.005
model1	gdp	gs	8	-0.008	-0.006	-0.017	0.005
model1	gdp	gs	9	-0.011	-0.007	-0.020	0.005
model1	gdp	gs	10	-0.017	-0.009	-0.023	0.005
model1	gdp	gs	11	-0.026	-0.010	-0.027	0.005
model1	gdp	gs	12	-0.043	-0.012	-0.031	0.005
model1	gdp	gs	13	-0.073	-0.014	-0.035	0.006
model1	gdp	gs	14	-0.125	-0.016	-0.040	0.006
model1	gdp	gs	15	-0.215	-0.017	-0.044	0.006
model1	gdp	gs	16	-0.370	-0.019	-0.050	0.006
model1	gdp	gs	17	-0.636	-0.021	-0.054	0.006
model1	gdp	gs	18	-1.089	-0.024	-0.059	0.006
model1	gdp	gs	19	-1.855	-0.026	-0.064	0.006
model1	gdp	gs	20	-3.150	-0.028	-0.070	0.006
model1	gdp	gdp	0	0.013	0.010	0.010	0.011
model1	gdp	gdp	1	0.025	0.021	0.019	0.022
model1	gdp	gdp	2	0.037	0.032	0.029	0.034
model1	gdp	gdp	3	0.049	0.042	0.040	0.046
model1	gdp	gdp	4	0.062	0.054	0.050	0.058
model1	gdp	gdp	5	0.075	0.065	0.060	0.070
model1	gdp	gdp	6	0.090	0.076	0.069	0.082
model1	gdp	gdp	7	0.109	0.087	0.080	0.095
model1	gdp	gdp	8	0.133	0.099	0.089	0.108
model1	gdp	gdp	9	0.169	0.111	0.099	0.121
model1	gdp	gdp	10	0.225	0.122	0.109	0.135
model1	gdp	gdp	11	0.317	0.134	0.118	0.148
model1	gdp	gdp	12	0.468	0.146	0.128	0.162
model1	gdp	gdp	13	0.724	0.158	0.138	0.176
model1	gdp	gdp	14	1.155	0.170	0.149	0.190
model1	gdp	gdp	15	1.884	0.182	0.158	0.204
model1	gdp	gdp	16	3.115	0.195	0.168	0.218
model1	gdp	gdp	17	5.191	0.207	0.178	0.233
model1	gdp	gdp	18	8.686	0.220	0.188	0.247
model1	gdp	gdp	19	14.563	0.232	0.197	0.262
model1	gdp	gdp	20	24.433	0.244	0.207	0.276

write_bsvar_csv(cmp_irf, tempfile(fileext = ".csv"), preset = "compact")

as_gt(cmp_irf, caption = "Impulse-response comparison", digits = 3,
      preset = "compact")

Impulse-response comparison
Model	Variable	Shock	Horizon	Mean	Median	Lower	Upper
baseline	ttr	ttr	0	0.029	0.029	0.027	0.031
baseline	ttr	ttr	1	0.026	0.027	0.025	0.029
baseline	ttr	ttr	2	0.023	0.025	0.023	0.028
baseline	ttr	ttr	3	0.019	0.023	0.020	0.027
baseline	ttr	ttr	4	0.015	0.022	0.019	0.026
baseline	ttr	ttr	5	0.010	0.020	0.017	0.025
baseline	ttr	ttr	6	0.005	0.019	0.015	0.024
baseline	ttr	ttr	7	-0.002	0.018	0.014	0.023
baseline	ttr	ttr	8	-0.009	0.016	0.012	0.023
baseline	ttr	ttr	9	-0.019	0.015	0.011	0.022
baseline	ttr	ttr	10	-0.030	0.014	0.009	0.021
baseline	ttr	ttr	11	-0.044	0.013	0.008	0.020
baseline	ttr	ttr	12	-0.061	0.013	0.007	0.020
baseline	ttr	ttr	13	-0.084	0.012	0.006	0.019
baseline	ttr	ttr	14	-0.113	0.011	0.005	0.018
baseline	ttr	ttr	15	-0.152	0.010	0.004	0.018
baseline	ttr	ttr	16	-0.206	0.009	0.004	0.017
baseline	ttr	ttr	17	-0.283	0.009	0.003	0.016
baseline	ttr	ttr	18	-0.395	0.008	0.003	0.015
baseline	ttr	ttr	19	-0.561	0.007	0.002	0.015
baseline	ttr	ttr	20	-0.817	0.007	0.002	0.014
baseline	ttr	gs	0	0.000	0.000	0.000	0.000
baseline	ttr	gs	1	0.000	0.000	-0.001	0.000
baseline	ttr	gs	2	0.001	0.000	-0.001	0.001
baseline	ttr	gs	3	0.001	0.000	-0.001	0.001
baseline	ttr	gs	4	0.002	0.000	-0.002	0.001
baseline	ttr	gs	5	0.003	0.000	-0.002	0.002
baseline	ttr	gs	6	0.004	0.000	-0.003	0.002
baseline	ttr	gs	7	0.005	-0.001	-0.003	0.002
baseline	ttr	gs	8	0.007	-0.001	-0.003	0.002
baseline	ttr	gs	9	0.008	-0.001	-0.004	0.002
baseline	ttr	gs	10	0.010	-0.001	-0.004	0.002
baseline	ttr	gs	11	0.013	-0.001	-0.004	0.002
baseline	ttr	gs	12	0.015	-0.001	-0.004	0.002
baseline	ttr	gs	13	0.017	-0.001	-0.004	0.002
baseline	ttr	gs	14	0.019	-0.001	-0.005	0.002
baseline	ttr	gs	15	0.019	-0.001	-0.005	0.002
baseline	ttr	gs	16	0.015	-0.001	-0.005	0.002
baseline	ttr	gs	17	0.006	-0.001	-0.005	0.002
baseline	ttr	gs	18	-0.015	-0.001	-0.005	0.002
baseline	ttr	gs	19	-0.056	-0.002	-0.005	0.002
baseline	ttr	gs	20	-0.131	-0.002	-0.006	0.002
baseline	ttr	gdp	0	0.000	0.000	0.000	0.000
baseline	ttr	gdp	1	0.000	0.001	0.000	0.001
baseline	ttr	gdp	2	-0.001	0.002	0.001	0.003
baseline	ttr	gdp	3	-0.002	0.003	0.001	0.004
baseline	ttr	gdp	4	-0.004	0.003	0.002	0.005
baseline	ttr	gdp	5	-0.006	0.004	0.002	0.006
baseline	ttr	gdp	6	-0.009	0.005	0.002	0.007
baseline	ttr	gdp	7	-0.013	0.006	0.003	0.008
baseline	ttr	gdp	8	-0.017	0.006	0.003	0.009
baseline	ttr	gdp	9	-0.021	0.007	0.003	0.010
baseline	ttr	gdp	10	-0.026	0.007	0.004	0.010
baseline	ttr	gdp	11	-0.030	0.008	0.004	0.011
baseline	ttr	gdp	12	-0.031	0.008	0.004	0.012
baseline	ttr	gdp	13	-0.028	0.009	0.005	0.012
baseline	ttr	gdp	14	-0.015	0.009	0.005	0.013
baseline	ttr	gdp	15	0.014	0.010	0.005	0.013
baseline	ttr	gdp	16	0.075	0.010	0.006	0.013
baseline	ttr	gdp	17	0.190	0.010	0.006	0.014
baseline	ttr	gdp	18	0.398	0.011	0.006	0.014
baseline	ttr	gdp	19	0.765	0.011	0.007	0.014
baseline	ttr	gdp	20	1.403	0.011	0.007	0.014
baseline	gs	ttr	0	0.000	0.000	-0.002	0.003
baseline	gs	ttr	1	-0.002	-0.001	-0.003	0.002
baseline	gs	ttr	2	-0.005	-0.001	-0.004	0.002
baseline	gs	ttr	3	-0.008	-0.002	-0.005	0.001
baseline	gs	ttr	4	-0.011	-0.002	-0.005	0.001
baseline	gs	ttr	5	-0.015	-0.003	-0.006	0.001
baseline	gs	ttr	6	-0.020	-0.003	-0.007	0.001
baseline	gs	ttr	7	-0.026	-0.003	-0.008	0.001
baseline	gs	ttr	8	-0.033	-0.004	-0.008	0.001
baseline	gs	ttr	9	-0.041	-0.004	-0.009	0.001
baseline	gs	ttr	10	-0.051	-0.004	-0.009	0.001
baseline	gs	ttr	11	-0.063	-0.004	-0.009	0.001
baseline	gs	ttr	12	-0.077	-0.004	-0.010	0.001
baseline	gs	ttr	13	-0.094	-0.004	-0.010	0.001
baseline	gs	ttr	14	-0.114	-0.004	-0.010	0.001
baseline	gs	ttr	15	-0.137	-0.004	-0.010	0.001
baseline	gs	ttr	16	-0.163	-0.005	-0.010	0.001
baseline	gs	ttr	17	-0.192	-0.005	-0.011	0.001
baseline	gs	ttr	18	-0.222	-0.005	-0.011	0.001
baseline	gs	ttr	19	-0.251	-0.005	-0.011	0.001
baseline	gs	ttr	20	-0.273	-0.005	-0.011	0.001
baseline	gs	gs	0	0.026	0.025	0.024	0.027
baseline	gs	gs	1	0.025	0.024	0.023	0.026
baseline	gs	gs	2	0.024	0.023	0.021	0.025
baseline	gs	gs	3	0.024	0.022	0.020	0.024
baseline	gs	gs	4	0.024	0.021	0.019	0.023
baseline	gs	gs	5	0.024	0.020	0.018	0.022
baseline	gs	gs	6	0.024	0.019	0.017	0.022
baseline	gs	gs	7	0.025	0.018	0.016	0.021
baseline	gs	gs	8	0.026	0.017	0.015	0.020
baseline	gs	gs	9	0.028	0.016	0.014	0.020
baseline	gs	gs	10	0.030	0.016	0.013	0.019
baseline	gs	gs	11	0.034	0.015	0.012	0.019
baseline	gs	gs	12	0.038	0.014	0.011	0.018
baseline	gs	gs	13	0.043	0.014	0.011	0.018
baseline	gs	gs	14	0.050	0.013	0.010	0.017
baseline	gs	gs	15	0.058	0.012	0.009	0.017
baseline	gs	gs	16	0.070	0.012	0.009	0.016
baseline	gs	gs	17	0.085	0.011	0.008	0.016
baseline	gs	gs	18	0.105	0.011	0.008	0.015
baseline	gs	gs	19	0.134	0.010	0.007	0.015
baseline	gs	gs	20	0.174	0.009	0.006	0.014
baseline	gs	gdp	0	0.000	0.000	0.000	0.000
baseline	gs	gdp	1	-0.002	0.000	0.000	0.001
baseline	gs	gdp	2	-0.004	0.001	0.000	0.002
baseline	gs	gdp	3	-0.006	0.001	0.000	0.002
baseline	gs	gdp	4	-0.009	0.001	0.000	0.003
baseline	gs	gdp	5	-0.012	0.002	0.000	0.003
baseline	gs	gdp	6	-0.017	0.002	0.000	0.004
baseline	gs	gdp	7	-0.022	0.002	0.000	0.004
baseline	gs	gdp	8	-0.029	0.002	0.000	0.005
baseline	gs	gdp	9	-0.038	0.002	0.000	0.005
baseline	gs	gdp	10	-0.049	0.003	0.000	0.005
baseline	gs	gdp	11	-0.063	0.003	0.000	0.005
baseline	gs	gdp	12	-0.080	0.003	0.000	0.006
baseline	gs	gdp	13	-0.102	0.003	0.000	0.006
baseline	gs	gdp	14	-0.131	0.003	0.000	0.006
baseline	gs	gdp	15	-0.169	0.003	0.000	0.006
baseline	gs	gdp	16	-0.220	0.003	0.000	0.006
baseline	gs	gdp	17	-0.291	0.003	0.000	0.007
baseline	gs	gdp	18	-0.392	0.003	0.000	0.007
baseline	gs	gdp	19	-0.540	0.003	0.000	0.007
baseline	gs	gdp	20	-0.762	0.003	0.000	0.007
baseline	gdp	ttr	0	0.006	0.004	0.003	0.005
baseline	gdp	ttr	1	0.005	0.004	0.003	0.005
baseline	gdp	ttr	2	0.004	0.003	0.002	0.005
baseline	gdp	ttr	3	0.003	0.003	0.002	0.004
baseline	gdp	ttr	4	0.002	0.003	0.001	0.004
baseline	gdp	ttr	5	0.000	0.002	0.001	0.004
baseline	gdp	ttr	6	-0.003	0.002	0.000	0.004
baseline	gdp	ttr	7	-0.006	0.002	0.000	0.004
baseline	gdp	ttr	8	-0.011	0.002	-0.001	0.004
baseline	gdp	ttr	9	-0.018	0.001	-0.001	0.004
baseline	gdp	ttr	10	-0.028	0.001	-0.001	0.004
baseline	gdp	ttr	11	-0.043	0.001	-0.002	0.004
baseline	gdp	ttr	12	-0.067	0.001	-0.002	0.004
baseline	gdp	ttr	13	-0.104	0.001	-0.002	0.004
baseline	gdp	ttr	14	-0.163	0.001	-0.003	0.004
baseline	gdp	ttr	15	-0.257	0.000	-0.003	0.004
baseline	gdp	ttr	16	-0.412	0.000	-0.004	0.004
baseline	gdp	ttr	17	-0.665	0.000	-0.004	0.004
baseline	gdp	ttr	18	-1.083	0.000	-0.004	0.004
baseline	gdp	ttr	19	-1.773	0.000	-0.004	0.004
baseline	gdp	ttr	20	-2.919	0.000	-0.005	0.004
baseline	gdp	gs	0	0.000	0.000	-0.001	0.001
baseline	gdp	gs	1	-0.001	0.000	-0.001	0.001
baseline	gdp	gs	2	-0.001	0.000	-0.002	0.001
baseline	gdp	gs	3	-0.001	-0.001	-0.002	0.001
baseline	gdp	gs	4	-0.001	-0.001	-0.002	0.001
baseline	gdp	gs	5	-0.001	-0.001	-0.002	0.000
baseline	gdp	gs	6	-0.001	-0.001	-0.002	0.000
baseline	gdp	gs	7	-0.001	-0.001	-0.003	0.000
baseline	gdp	gs	8	-0.002	-0.001	-0.003	0.000
baseline	gdp	gs	9	-0.003	-0.001	-0.003	0.000
baseline	gdp	gs	10	-0.005	-0.001	-0.003	0.000
baseline	gdp	gs	11	-0.009	-0.001	-0.004	0.000
baseline	gdp	gs	12	-0.017	-0.002	-0.004	0.000
baseline	gdp	gs	13	-0.030	-0.002	-0.004	0.000
baseline	gdp	gs	14	-0.052	-0.002	-0.004	0.000
baseline	gdp	gs	15	-0.090	-0.002	-0.005	0.000
baseline	gdp	gs	16	-0.155	-0.002	-0.005	0.000
baseline	gdp	gs	17	-0.266	-0.002	-0.005	0.000
baseline	gdp	gs	18	-0.453	-0.002	-0.005	0.000
baseline	gdp	gs	19	-0.767	-0.002	-0.005	0.000
baseline	gdp	gs	20	-1.295	-0.002	-0.006	0.000
baseline	gdp	gdp	0	0.013	0.010	0.010	0.011
baseline	gdp	gdp	1	0.012	0.011	0.010	0.011
baseline	gdp	gdp	2	0.012	0.011	0.010	0.012
baseline	gdp	gdp	3	0.012	0.011	0.010	0.012
baseline	gdp	gdp	4	0.013	0.011	0.010	0.012
baseline	gdp	gdp	5	0.013	0.011	0.010	0.012
baseline	gdp	gdp	6	0.015	0.011	0.010	0.013
baseline	gdp	gdp	7	0.018	0.011	0.010	0.013
baseline	gdp	gdp	8	0.025	0.012	0.010	0.013
baseline	gdp	gdp	9	0.036	0.012	0.010	0.013
baseline	gdp	gdp	10	0.056	0.012	0.010	0.013
baseline	gdp	gdp	11	0.091	0.012	0.010	0.014
baseline	gdp	gdp	12	0.152	0.012	0.010	0.014
baseline	gdp	gdp	13	0.255	0.012	0.010	0.014
baseline	gdp	gdp	14	0.431	0.012	0.010	0.014
baseline	gdp	gdp	15	0.729	0.012	0.010	0.014
baseline	gdp	gdp	16	1.231	0.012	0.010	0.015
baseline	gdp	gdp	17	2.076	0.012	0.010	0.015
baseline	gdp	gdp	18	3.495	0.012	0.010	0.015
baseline	gdp	gdp	19	5.877	0.012	0.010	0.015
baseline	gdp	gdp	20	9.870	0.012	0.010	0.015
alternative	ttr	ttr	0	0.027	0.027	0.025	0.029
alternative	ttr	ttr	1	0.027	0.026	0.023	0.029
alternative	ttr	ttr	2	0.030	0.029	0.026	0.033
alternative	ttr	ttr	3	0.029	0.027	0.023	0.031
alternative	ttr	ttr	4	0.030	0.025	0.021	0.030
alternative	ttr	ttr	5	0.037	0.023	0.019	0.029
alternative	ttr	ttr	6	0.057	0.022	0.017	0.027
alternative	ttr	ttr	7	0.117	0.020	0.015	0.025
alternative	ttr	ttr	8	0.278	0.018	0.012	0.024
alternative	ttr	ttr	9	0.716	0.017	0.010	0.023
alternative	ttr	ttr	10	1.895	0.015	0.008	0.022
alternative	ttr	ttr	11	5.067	0.014	0.006	0.020
alternative	ttr	ttr	12	13.596	0.013	0.005	0.020
alternative	ttr	ttr	13	36.520	0.012	0.004	0.019
alternative	ttr	ttr	14	98.139	0.011	0.003	0.018
alternative	ttr	ttr	15	263.757	0.010	0.002	0.017
alternative	ttr	ttr	16	708.908	0.009	0.002	0.017
alternative	ttr	ttr	17	1905.385	0.009	0.001	0.016
alternative	ttr	ttr	18	5121.269	0.008	0.000	0.015
alternative	ttr	ttr	19	13764.908	0.007	0.000	0.015
alternative	ttr	ttr	20	36997.240	0.007	-0.001	0.014
alternative	ttr	gs	0	0.000	0.000	0.000	0.000
alternative	ttr	gs	1	-0.001	0.000	-0.002	0.002
alternative	ttr	gs	2	-0.002	-0.001	-0.005	0.002
alternative	ttr	gs	3	-0.005	-0.002	-0.006	0.002
alternative	ttr	gs	4	-0.010	-0.003	-0.008	0.002
alternative	ttr	gs	5	-0.022	-0.003	-0.009	0.002
alternative	ttr	gs	6	-0.055	-0.004	-0.010	0.002
alternative	ttr	gs	7	-0.142	-0.004	-0.010	0.001
alternative	ttr	gs	8	-0.375	-0.004	-0.011	0.001
alternative	ttr	gs	9	-1.002	-0.004	-0.011	0.001
alternative	ttr	gs	10	-2.686	-0.004	-0.011	0.001
alternative	ttr	gs	11	-7.213	-0.005	-0.011	0.001
alternative	ttr	gs	12	-19.380	-0.004	-0.011	0.001
alternative	ttr	gs	13	-52.082	-0.005	-0.011	0.001
alternative	ttr	gs	14	-139.978	-0.004	-0.011	0.001
alternative	ttr	gs	15	-376.224	-0.004	-0.012	0.001
alternative	ttr	gs	16	-1011.206	-0.005	-0.011	0.001
alternative	ttr	gs	17	-2717.908	-0.005	-0.011	0.001
alternative	ttr	gs	18	-7305.171	-0.004	-0.011	0.002
alternative	ttr	gs	19	-19634.796	-0.004	-0.011	0.002
alternative	ttr	gs	20	-52774.300	-0.004	-0.011	0.002
alternative	ttr	gdp	0	0.000	0.000	0.000	0.000
alternative	ttr	gdp	1	0.006	0.006	0.004	0.009
alternative	ttr	gdp	2	0.007	0.009	0.006	0.013
alternative	ttr	gdp	3	0.004	0.011	0.008	0.015
alternative	ttr	gdp	4	-0.006	0.012	0.008	0.016
alternative	ttr	gdp	5	-0.036	0.012	0.008	0.017
alternative	ttr	gdp	6	-0.117	0.012	0.009	0.017
alternative	ttr	gdp	7	-0.336	0.013	0.009	0.017
alternative	ttr	gdp	8	-0.926	0.013	0.009	0.017
alternative	ttr	gdp	9	-2.510	0.013	0.009	0.017
alternative	ttr	gdp	10	-6.768	0.013	0.009	0.017
alternative	ttr	gdp	11	-18.213	0.013	0.009	0.017
alternative	ttr	gdp	12	-48.974	0.013	0.009	0.017
alternative	ttr	gdp	13	-131.655	0.013	0.009	0.017
alternative	ttr	gdp	14	-353.884	0.013	0.010	0.017
alternative	ttr	gdp	15	-951.189	0.013	0.010	0.017
alternative	ttr	gdp	16	-2556.624	0.013	0.009	0.017
alternative	ttr	gdp	17	-6871.705	0.013	0.010	0.017
alternative	ttr	gdp	18	-18469.758	0.013	0.010	0.017
alternative	ttr	gdp	19	-49642.948	0.013	0.010	0.017
alternative	ttr	gdp	20	-133430.096	0.013	0.010	0.017
alternative	gs	ttr	0	0.000	0.000	-0.003	0.002
alternative	gs	ttr	1	0.002	0.002	-0.002	0.005
alternative	gs	ttr	2	0.004	0.003	-0.002	0.008
alternative	gs	ttr	3	0.004	0.004	-0.002	0.009
alternative	gs	ttr	4	0.005	0.004	-0.003	0.009
alternative	gs	ttr	5	0.005	0.003	-0.004	0.009
alternative	gs	ttr	6	0.008	0.002	-0.005	0.008
alternative	gs	ttr	7	0.017	0.001	-0.006	0.007
alternative	gs	ttr	8	0.044	0.000	-0.008	0.007
alternative	gs	ttr	9	0.118	-0.001	-0.009	0.006
alternative	gs	ttr	10	0.318	-0.002	-0.010	0.005
alternative	gs	ttr	11	0.858	-0.003	-0.011	0.004
alternative	gs	ttr	12	2.311	-0.004	-0.012	0.003
alternative	gs	ttr	13	6.219	-0.005	-0.013	0.003
alternative	gs	ttr	14	16.723	-0.005	-0.013	0.002
alternative	gs	ttr	15	44.955	-0.006	-0.013	0.002
alternative	gs	ttr	16	120.840	-0.006	-0.014	0.002
alternative	gs	ttr	17	324.802	-0.006	-0.014	0.001
alternative	gs	ttr	18	873.012	-0.006	-0.014	0.001
alternative	gs	ttr	19	2346.489	-0.006	-0.014	0.001
alternative	gs	ttr	20	6306.893	-0.006	-0.014	0.001
alternative	gs	gs	0	0.023	0.022	0.021	0.024
alternative	gs	gs	1	0.029	0.028	0.026	0.032
alternative	gs	gs	2	0.033	0.033	0.029	0.037
alternative	gs	gs	3	0.034	0.033	0.029	0.039
alternative	gs	gs	4	0.032	0.033	0.028	0.040
alternative	gs	gs	5	0.029	0.031	0.026	0.040
alternative	gs	gs	6	0.022	0.029	0.023	0.038
alternative	gs	gs	7	0.005	0.027	0.021	0.036
alternative	gs	gs	8	-0.037	0.024	0.018	0.034
alternative	gs	gs	9	-0.147	0.022	0.016	0.032
alternative	gs	gs	10	-0.436	0.020	0.014	0.029
alternative	gs	gs	11	-1.209	0.018	0.012	0.027
alternative	gs	gs	12	-3.285	0.016	0.011	0.025
alternative	gs	gs	13	-8.861	0.015	0.009	0.024
alternative	gs	gs	14	-23.847	0.013	0.008	0.023
alternative	gs	gs	15	-64.121	0.012	0.007	0.022
alternative	gs	gs	16	-172.367	0.011	0.006	0.020
alternative	gs	gs	17	-463.309	0.010	0.005	0.019
alternative	gs	gs	18	-1245.298	0.009	0.004	0.018
alternative	gs	gs	19	-3347.123	0.008	0.003	0.017
alternative	gs	gs	20	-8996.398	0.007	0.002	0.016
alternative	gs	gdp	0	0.000	0.000	0.000	0.000
alternative	gs	gdp	1	0.001	0.001	0.000	0.003
alternative	gs	gdp	2	0.004	0.004	0.001	0.007
alternative	gs	gdp	3	0.005	0.006	0.002	0.010
alternative	gs	gdp	4	0.004	0.007	0.003	0.012
alternative	gs	gdp	5	-0.001	0.008	0.003	0.013
alternative	gs	gdp	6	-0.014	0.008	0.004	0.013
alternative	gs	gdp	7	-0.051	0.008	0.004	0.013
alternative	gs	gdp	8	-0.152	0.008	0.004	0.013
alternative	gs	gdp	9	-0.422	0.008	0.004	0.012
alternative	gs	gdp	10	-1.148	0.007	0.003	0.012
alternative	gs	gdp	11	-3.099	0.007	0.004	0.012
alternative	gs	gdp	12	-8.344	0.007	0.004	0.011
alternative	gs	gdp	13	-22.438	0.007	0.003	0.011
alternative	gs	gdp	14	-60.322	0.006	0.003	0.010
alternative	gs	gdp	15	-162.145	0.006	0.003	0.010
alternative	gs	gdp	16	-435.822	0.006	0.003	0.010
alternative	gs	gdp	17	-1171.412	0.006	0.003	0.010
alternative	gs	gdp	18	-3148.526	0.005	0.003	0.010
alternative	gs	gdp	19	-8462.604	0.005	0.003	0.009
alternative	gs	gdp	20	-22745.755	0.005	0.003	0.009
alternative	gdp	ttr	0	0.004	0.004	0.003	0.005
alternative	gdp	ttr	1	0.004	0.004	0.003	0.005
alternative	gdp	ttr	2	0.004	0.004	0.003	0.006
alternative	gdp	ttr	3	0.002	0.004	0.002	0.006
alternative	gdp	ttr	4	-0.002	0.004	0.002	0.006
alternative	gdp	ttr	5	-0.013	0.003	0.001	0.006
alternative	gdp	ttr	6	-0.042	0.003	0.001	0.006
alternative	gdp	ttr	7	-0.119	0.003	0.000	0.005
alternative	gdp	ttr	8	-0.324	0.002	-0.001	0.005
alternative	gdp	ttr	9	-0.875	0.002	-0.001	0.005
alternative	gdp	ttr	10	-2.355	0.002	-0.002	0.005
alternative	gdp	ttr	11	-6.331	0.001	-0.002	0.005
alternative	gdp	ttr	12	-17.020	0.001	-0.003	0.005
alternative	gdp	ttr	13	-45.748	0.001	-0.003	0.005
alternative	gdp	ttr	14	-122.963	0.001	-0.004	0.005
alternative	gdp	ttr	15	-330.502	0.001	-0.004	0.005
alternative	gdp	ttr	16	-888.322	0.001	-0.005	0.005
alternative	gdp	ttr	17	-2387.628	0.000	-0.005	0.004
alternative	gdp	ttr	18	-6417.455	0.000	-0.005	0.004
alternative	gdp	ttr	19	-17248.804	0.000	-0.005	0.004
alternative	gdp	ttr	20	-46361.250	0.000	-0.006	0.004
alternative	gdp	gs	0	0.000	0.000	-0.001	0.001
alternative	gdp	gs	1	0.000	0.000	-0.002	0.001
alternative	gdp	gs	2	0.001	-0.001	-0.002	0.002
alternative	gdp	gs	3	0.003	-0.001	-0.003	0.002
alternative	gdp	gs	4	0.008	-0.001	-0.003	0.002
alternative	gdp	gs	5	0.023	-0.001	-0.003	0.002
alternative	gdp	gs	6	0.063	-0.001	-0.004	0.002
alternative	gdp	gs	7	0.172	-0.001	-0.004	0.002
alternative	gdp	gs	8	0.464	-0.002	-0.005	0.002
alternative	gdp	gs	9	1.249	-0.002	-0.005	0.002
alternative	gdp	gs	10	3.359	-0.002	-0.005	0.002
alternative	gdp	gs	11	9.032	-0.002	-0.005	0.002
alternative	gdp	gs	12	24.278	-0.002	-0.005	0.002
alternative	gdp	gs	13	65.256	-0.002	-0.006	0.002
alternative	gdp	gs	14	175.399	-0.002	-0.006	0.002
alternative	gdp	gs	15	471.439	-0.002	-0.006	0.002
alternative	gdp	gs	16	1267.135	-0.002	-0.006	0.002
alternative	gdp	gs	17	3405.804	-0.003	-0.006	0.003
alternative	gdp	gs	18	9154.105	-0.003	-0.006	0.003
alternative	gdp	gs	19	24604.363	-0.003	-0.006	0.003
alternative	gdp	gs	20	66131.490	-0.003	-0.006	0.003
alternative	gdp	gdp	0	0.011	0.010	0.010	0.011
alternative	gdp	gdp	1	0.013	0.011	0.010	0.013
alternative	gdp	gdp	2	0.015	0.012	0.010	0.014
alternative	gdp	gdp	3	0.021	0.012	0.011	0.014
alternative	gdp	gdp	4	0.035	0.012	0.011	0.015
alternative	gdp	gdp	5	0.073	0.012	0.011	0.015
alternative	gdp	gdp	6	0.176	0.012	0.011	0.015
alternative	gdp	gdp	7	0.450	0.012	0.011	0.015
alternative	gdp	gdp	8	1.189	0.012	0.011	0.015
alternative	gdp	gdp	9	3.174	0.012	0.011	0.015
alternative	gdp	gdp	10	8.510	0.012	0.010	0.015
alternative	gdp	gdp	11	22.851	0.012	0.010	0.015
alternative	gdp	gdp	12	61.399	0.012	0.010	0.015
alternative	gdp	gdp	13	165.006	0.012	0.010	0.015
alternative	gdp	gdp	14	443.481	0.012	0.010	0.015
alternative	gdp	gdp	15	1191.965	0.012	0.010	0.015
alternative	gdp	gdp	16	3203.737	0.012	0.010	0.015
alternative	gdp	gdp	17	8610.966	0.012	0.010	0.015
alternative	gdp	gdp	18	23144.491	0.012	0.010	0.015
alternative	gdp	gdp	19	62207.630	0.012	0.010	0.015
alternative	gdp	gdp	20	167201.341	0.012	0.010	0.015

as_flextable(cmp_irf, caption = "Impulse-response comparison", digits = 3,
             preset = "compact")

Impulse-response comparison

Model	Variable	Shock	Horizon	Mean	Median	Lower	Upper
baseline	ttr	ttr	0	0.029	0.029	0.027	0.031
baseline	ttr	ttr	1	0.026	0.027	0.025	0.029
baseline	ttr	ttr	2	0.023	0.025	0.023	0.028
baseline	ttr	ttr	3	0.019	0.023	0.020	0.027
baseline	ttr	ttr	4	0.015	0.022	0.019	0.026
baseline	ttr	ttr	5	0.010	0.020	0.017	0.025
baseline	ttr	ttr	6	0.005	0.019	0.015	0.024
baseline	ttr	ttr	7	-0.002	0.018	0.014	0.023
baseline	ttr	ttr	8	-0.009	0.016	0.012	0.023
baseline	ttr	ttr	9	-0.019	0.015	0.011	0.022
baseline	ttr	ttr	10	-0.030	0.014	0.009	0.021
baseline	ttr	ttr	11	-0.044	0.013	0.008	0.020
baseline	ttr	ttr	12	-0.061	0.013	0.007	0.020
baseline	ttr	ttr	13	-0.084	0.012	0.006	0.019
baseline	ttr	ttr	14	-0.113	0.011	0.005	0.018
baseline	ttr	ttr	15	-0.152	0.010	0.004	0.018
baseline	ttr	ttr	16	-0.206	0.009	0.004	0.017
baseline	ttr	ttr	17	-0.283	0.009	0.003	0.016
baseline	ttr	ttr	18	-0.395	0.008	0.003	0.015
baseline	ttr	ttr	19	-0.561	0.007	0.002	0.015
baseline	ttr	ttr	20	-0.817	0.007	0.002	0.014
baseline	ttr	gs	0	0.000	0.000	0.000	0.000
baseline	ttr	gs	1	0.000	0.000	-0.001	0.000
baseline	ttr	gs	2	0.001	0.000	-0.001	0.001
baseline	ttr	gs	3	0.001	0.000	-0.001	0.001
baseline	ttr	gs	4	0.002	0.000	-0.002	0.001
baseline	ttr	gs	5	0.003	0.000	-0.002	0.002
baseline	ttr	gs	6	0.004	0.000	-0.003	0.002
baseline	ttr	gs	7	0.005	-0.001	-0.003	0.002
baseline	ttr	gs	8	0.007	-0.001	-0.003	0.002
baseline	ttr	gs	9	0.008	-0.001	-0.004	0.002
baseline	ttr	gs	10	0.010	-0.001	-0.004	0.002
baseline	ttr	gs	11	0.013	-0.001	-0.004	0.002
baseline	ttr	gs	12	0.015	-0.001	-0.004	0.002
baseline	ttr	gs	13	0.017	-0.001	-0.004	0.002
baseline	ttr	gs	14	0.019	-0.001	-0.005	0.002
baseline	ttr	gs	15	0.019	-0.001	-0.005	0.002
baseline	ttr	gs	16	0.015	-0.001	-0.005	0.002
baseline	ttr	gs	17	0.006	-0.001	-0.005	0.002
baseline	ttr	gs	18	-0.015	-0.001	-0.005	0.002
baseline	ttr	gs	19	-0.056	-0.002	-0.005	0.002
baseline	ttr	gs	20	-0.131	-0.002	-0.006	0.002
baseline	ttr	gdp	0	0.000	0.000	0.000	0.000
baseline	ttr	gdp	1	0.000	0.001	0.000	0.001
baseline	ttr	gdp	2	-0.001	0.002	0.001	0.003
baseline	ttr	gdp	3	-0.002	0.003	0.001	0.004
baseline	ttr	gdp	4	-0.004	0.003	0.002	0.005
baseline	ttr	gdp	5	-0.006	0.004	0.002	0.006
baseline	ttr	gdp	6	-0.009	0.005	0.002	0.007
baseline	ttr	gdp	7	-0.013	0.006	0.003	0.008
baseline	ttr	gdp	8	-0.017	0.006	0.003	0.009
baseline	ttr	gdp	9	-0.021	0.007	0.003	0.010
baseline	ttr	gdp	10	-0.026	0.007	0.004	0.010
baseline	ttr	gdp	11	-0.030	0.008	0.004	0.011
baseline	ttr	gdp	12	-0.031	0.008	0.004	0.012
baseline	ttr	gdp	13	-0.028	0.009	0.005	0.012
baseline	ttr	gdp	14	-0.015	0.009	0.005	0.013
baseline	ttr	gdp	15	0.014	0.010	0.005	0.013
baseline	ttr	gdp	16	0.075	0.010	0.006	0.013
baseline	ttr	gdp	17	0.190	0.010	0.006	0.014
baseline	ttr	gdp	18	0.398	0.011	0.006	0.014
baseline	ttr	gdp	19	0.765	0.011	0.007	0.014
baseline	ttr	gdp	20	1.403	0.011	0.007	0.014
baseline	gs	ttr	0	0.000	0.000	-0.002	0.003
baseline	gs	ttr	1	-0.002	-0.001	-0.003	0.002
baseline	gs	ttr	2	-0.005	-0.001	-0.004	0.002
baseline	gs	ttr	3	-0.008	-0.002	-0.005	0.001
baseline	gs	ttr	4	-0.011	-0.002	-0.005	0.001
baseline	gs	ttr	5	-0.015	-0.003	-0.006	0.001
baseline	gs	ttr	6	-0.020	-0.003	-0.007	0.001
baseline	gs	ttr	7	-0.026	-0.003	-0.008	0.001
baseline	gs	ttr	8	-0.033	-0.004	-0.008	0.001
baseline	gs	ttr	9	-0.041	-0.004	-0.009	0.001
baseline	gs	ttr	10	-0.051	-0.004	-0.009	0.001
baseline	gs	ttr	11	-0.063	-0.004	-0.009	0.001
baseline	gs	ttr	12	-0.077	-0.004	-0.010	0.001
baseline	gs	ttr	13	-0.094	-0.004	-0.010	0.001
baseline	gs	ttr	14	-0.114	-0.004	-0.010	0.001
baseline	gs	ttr	15	-0.137	-0.004	-0.010	0.001
baseline	gs	ttr	16	-0.163	-0.005	-0.010	0.001
baseline	gs	ttr	17	-0.192	-0.005	-0.011	0.001
baseline	gs	ttr	18	-0.222	-0.005	-0.011	0.001
baseline	gs	ttr	19	-0.251	-0.005	-0.011	0.001
baseline	gs	ttr	20	-0.273	-0.005	-0.011	0.001
baseline	gs	gs	0	0.026	0.025	0.024	0.027
baseline	gs	gs	1	0.025	0.024	0.023	0.026
baseline	gs	gs	2	0.024	0.023	0.021	0.025
baseline	gs	gs	3	0.024	0.022	0.020	0.024
baseline	gs	gs	4	0.024	0.021	0.019	0.023
baseline	gs	gs	5	0.024	0.020	0.018	0.022
baseline	gs	gs	6	0.024	0.019	0.017	0.022
baseline	gs	gs	7	0.025	0.018	0.016	0.021
baseline	gs	gs	8	0.026	0.017	0.015	0.020
baseline	gs	gs	9	0.028	0.016	0.014	0.020
baseline	gs	gs	10	0.030	0.016	0.013	0.019
baseline	gs	gs	11	0.034	0.015	0.012	0.019
baseline	gs	gs	12	0.038	0.014	0.011	0.018
baseline	gs	gs	13	0.043	0.014	0.011	0.018
baseline	gs	gs	14	0.050	0.013	0.010	0.017
baseline	gs	gs	15	0.058	0.012	0.009	0.017
baseline	gs	gs	16	0.070	0.012	0.009	0.016
baseline	gs	gs	17	0.085	0.011	0.008	0.016
baseline	gs	gs	18	0.105	0.011	0.008	0.015
baseline	gs	gs	19	0.134	0.010	0.007	0.015
baseline	gs	gs	20	0.174	0.009	0.006	0.014
baseline	gs	gdp	0	0.000	0.000	0.000	0.000
baseline	gs	gdp	1	-0.002	0.000	0.000	0.001
baseline	gs	gdp	2	-0.004	0.001	0.000	0.002
baseline	gs	gdp	3	-0.006	0.001	0.000	0.002
baseline	gs	gdp	4	-0.009	0.001	0.000	0.003
baseline	gs	gdp	5	-0.012	0.002	0.000	0.003
baseline	gs	gdp	6	-0.017	0.002	0.000	0.004
baseline	gs	gdp	7	-0.022	0.002	0.000	0.004
baseline	gs	gdp	8	-0.029	0.002	0.000	0.005
baseline	gs	gdp	9	-0.038	0.002	0.000	0.005
baseline	gs	gdp	10	-0.049	0.003	0.000	0.005
baseline	gs	gdp	11	-0.063	0.003	0.000	0.005
baseline	gs	gdp	12	-0.080	0.003	0.000	0.006
baseline	gs	gdp	13	-0.102	0.003	0.000	0.006
baseline	gs	gdp	14	-0.131	0.003	0.000	0.006
baseline	gs	gdp	15	-0.169	0.003	0.000	0.006
baseline	gs	gdp	16	-0.220	0.003	0.000	0.006
baseline	gs	gdp	17	-0.291	0.003	0.000	0.007
baseline	gs	gdp	18	-0.392	0.003	0.000	0.007
baseline	gs	gdp	19	-0.540	0.003	0.000	0.007
baseline	gs	gdp	20	-0.762	0.003	0.000	0.007
baseline	gdp	ttr	0	0.006	0.004	0.003	0.005
baseline	gdp	ttr	1	0.005	0.004	0.003	0.005
baseline	gdp	ttr	2	0.004	0.003	0.002	0.005
baseline	gdp	ttr	3	0.003	0.003	0.002	0.004
baseline	gdp	ttr	4	0.002	0.003	0.001	0.004
baseline	gdp	ttr	5	0.000	0.002	0.001	0.004
baseline	gdp	ttr	6	-0.003	0.002	0.000	0.004
baseline	gdp	ttr	7	-0.006	0.002	0.000	0.004
baseline	gdp	ttr	8	-0.011	0.002	-0.001	0.004
baseline	gdp	ttr	9	-0.018	0.001	-0.001	0.004
baseline	gdp	ttr	10	-0.028	0.001	-0.001	0.004
baseline	gdp	ttr	11	-0.043	0.001	-0.002	0.004
baseline	gdp	ttr	12	-0.067	0.001	-0.002	0.004
baseline	gdp	ttr	13	-0.104	0.001	-0.002	0.004
baseline	gdp	ttr	14	-0.163	0.001	-0.003	0.004
baseline	gdp	ttr	15	-0.257	0.000	-0.003	0.004
baseline	gdp	ttr	16	-0.412	0.000	-0.004	0.004
baseline	gdp	ttr	17	-0.665	0.000	-0.004	0.004
baseline	gdp	ttr	18	-1.083	0.000	-0.004	0.004
baseline	gdp	ttr	19	-1.773	0.000	-0.004	0.004
baseline	gdp	ttr	20	-2.919	0.000	-0.005	0.004
baseline	gdp	gs	0	0.000	0.000	-0.001	0.001
baseline	gdp	gs	1	-0.001	0.000	-0.001	0.001
baseline	gdp	gs	2	-0.001	0.000	-0.002	0.001
baseline	gdp	gs	3	-0.001	-0.001	-0.002	0.001
baseline	gdp	gs	4	-0.001	-0.001	-0.002	0.001
baseline	gdp	gs	5	-0.001	-0.001	-0.002	0.000
baseline	gdp	gs	6	-0.001	-0.001	-0.002	0.000
baseline	gdp	gs	7	-0.001	-0.001	-0.003	0.000
baseline	gdp	gs	8	-0.002	-0.001	-0.003	0.000
baseline	gdp	gs	9	-0.003	-0.001	-0.003	0.000
baseline	gdp	gs	10	-0.005	-0.001	-0.003	0.000
baseline	gdp	gs	11	-0.009	-0.001	-0.004	0.000
baseline	gdp	gs	12	-0.017	-0.002	-0.004	0.000
baseline	gdp	gs	13	-0.030	-0.002	-0.004	0.000
baseline	gdp	gs	14	-0.052	-0.002	-0.004	0.000
baseline	gdp	gs	15	-0.090	-0.002	-0.005	0.000
baseline	gdp	gs	16	-0.155	-0.002	-0.005	0.000
baseline	gdp	gs	17	-0.266	-0.002	-0.005	0.000
baseline	gdp	gs	18	-0.453	-0.002	-0.005	0.000
baseline	gdp	gs	19	-0.767	-0.002	-0.005	0.000
baseline	gdp	gs	20	-1.295	-0.002	-0.006	0.000
baseline	gdp	gdp	0	0.013	0.010	0.010	0.011
baseline	gdp	gdp	1	0.012	0.011	0.010	0.011
baseline	gdp	gdp	2	0.012	0.011	0.010	0.012
baseline	gdp	gdp	3	0.012	0.011	0.010	0.012
baseline	gdp	gdp	4	0.013	0.011	0.010	0.012
baseline	gdp	gdp	5	0.013	0.011	0.010	0.012
baseline	gdp	gdp	6	0.015	0.011	0.010	0.013
baseline	gdp	gdp	7	0.018	0.011	0.010	0.013
baseline	gdp	gdp	8	0.025	0.012	0.010	0.013
baseline	gdp	gdp	9	0.036	0.012	0.010	0.013
baseline	gdp	gdp	10	0.056	0.012	0.010	0.013
baseline	gdp	gdp	11	0.091	0.012	0.010	0.014
baseline	gdp	gdp	12	0.152	0.012	0.010	0.014
baseline	gdp	gdp	13	0.255	0.012	0.010	0.014
baseline	gdp	gdp	14	0.431	0.012	0.010	0.014
baseline	gdp	gdp	15	0.729	0.012	0.010	0.014
baseline	gdp	gdp	16	1.231	0.012	0.010	0.015
baseline	gdp	gdp	17	2.076	0.012	0.010	0.015
baseline	gdp	gdp	18	3.495	0.012	0.010	0.015
baseline	gdp	gdp	19	5.877	0.012	0.010	0.015
baseline	gdp	gdp	20	9.870	0.012	0.010	0.015
alternative	ttr	ttr	0	0.027	0.027	0.025	0.029
alternative	ttr	ttr	1	0.027	0.026	0.023	0.029
alternative	ttr	ttr	2	0.030	0.029	0.026	0.033
alternative	ttr	ttr	3	0.029	0.027	0.023	0.031
alternative	ttr	ttr	4	0.030	0.025	0.021	0.030
alternative	ttr	ttr	5	0.037	0.023	0.019	0.029
alternative	ttr	ttr	6	0.057	0.022	0.017	0.027
alternative	ttr	ttr	7	0.117	0.020	0.015	0.025
alternative	ttr	ttr	8	0.278	0.018	0.012	0.024
alternative	ttr	ttr	9	0.716	0.017	0.010	0.023
alternative	ttr	ttr	10	1.895	0.015	0.008	0.022
alternative	ttr	ttr	11	5.067	0.014	0.006	0.020
alternative	ttr	ttr	12	13.596	0.013	0.005	0.020
alternative	ttr	ttr	13	36.520	0.012	0.004	0.019
alternative	ttr	ttr	14	98.139	0.011	0.003	0.018
alternative	ttr	ttr	15	263.757	0.010	0.002	0.017
alternative	ttr	ttr	16	708.908	0.009	0.002	0.017
alternative	ttr	ttr	17	1,905.385	0.009	0.001	0.016
alternative	ttr	ttr	18	5,121.269	0.008	0.000	0.015
alternative	ttr	ttr	19	13,764.908	0.007	0.000	0.015
alternative	ttr	ttr	20	36,997.240	0.007	-0.001	0.014
alternative	ttr	gs	0	0.000	0.000	0.000	0.000
alternative	ttr	gs	1	-0.001	0.000	-0.002	0.002
alternative	ttr	gs	2	-0.002	-0.001	-0.005	0.002
alternative	ttr	gs	3	-0.005	-0.002	-0.006	0.002
alternative	ttr	gs	4	-0.010	-0.003	-0.008	0.002
alternative	ttr	gs	5	-0.022	-0.003	-0.009	0.002
alternative	ttr	gs	6	-0.055	-0.004	-0.010	0.002
alternative	ttr	gs	7	-0.142	-0.004	-0.010	0.001
alternative	ttr	gs	8	-0.375	-0.004	-0.011	0.001
alternative	ttr	gs	9	-1.002	-0.004	-0.011	0.001
alternative	ttr	gs	10	-2.686	-0.004	-0.011	0.001
alternative	ttr	gs	11	-7.213	-0.005	-0.011	0.001
alternative	ttr	gs	12	-19.380	-0.004	-0.011	0.001
alternative	ttr	gs	13	-52.082	-0.005	-0.011	0.001
alternative	ttr	gs	14	-139.978	-0.004	-0.011	0.001
alternative	ttr	gs	15	-376.224	-0.004	-0.012	0.001
alternative	ttr	gs	16	-1,011.206	-0.005	-0.011	0.001
alternative	ttr	gs	17	-2,717.908	-0.005	-0.011	0.001
alternative	ttr	gs	18	-7,305.171	-0.004	-0.011	0.002
alternative	ttr	gs	19	-19,634.796	-0.004	-0.011	0.002
alternative	ttr	gs	20	-52,774.300	-0.004	-0.011	0.002
alternative	ttr	gdp	0	0.000	0.000	0.000	0.000
alternative	ttr	gdp	1	0.006	0.006	0.004	0.009
alternative	ttr	gdp	2	0.007	0.009	0.006	0.013
alternative	ttr	gdp	3	0.004	0.011	0.008	0.015
alternative	ttr	gdp	4	-0.006	0.012	0.008	0.016
alternative	ttr	gdp	5	-0.036	0.012	0.008	0.017
alternative	ttr	gdp	6	-0.117	0.012	0.009	0.017
alternative	ttr	gdp	7	-0.336	0.013	0.009	0.017
alternative	ttr	gdp	8	-0.926	0.013	0.009	0.017
alternative	ttr	gdp	9	-2.510	0.013	0.009	0.017
alternative	ttr	gdp	10	-6.768	0.013	0.009	0.017
alternative	ttr	gdp	11	-18.213	0.013	0.009	0.017
alternative	ttr	gdp	12	-48.974	0.013	0.009	0.017
alternative	ttr	gdp	13	-131.655	0.013	0.009	0.017
alternative	ttr	gdp	14	-353.884	0.013	0.010	0.017
alternative	ttr	gdp	15	-951.189	0.013	0.010	0.017
alternative	ttr	gdp	16	-2,556.624	0.013	0.009	0.017
alternative	ttr	gdp	17	-6,871.705	0.013	0.010	0.017
alternative	ttr	gdp	18	-18,469.758	0.013	0.010	0.017
alternative	ttr	gdp	19	-49,642.948	0.013	0.010	0.017
alternative	ttr	gdp	20	-133,430.096	0.013	0.010	0.017
alternative	gs	ttr	0	0.000	0.000	-0.003	0.002
alternative	gs	ttr	1	0.002	0.002	-0.002	0.005
alternative	gs	ttr	2	0.004	0.003	-0.002	0.008
alternative	gs	ttr	3	0.004	0.004	-0.002	0.009
alternative	gs	ttr	4	0.005	0.004	-0.003	0.009
alternative	gs	ttr	5	0.005	0.003	-0.004	0.009
alternative	gs	ttr	6	0.008	0.002	-0.005	0.008
alternative	gs	ttr	7	0.017	0.001	-0.006	0.007
alternative	gs	ttr	8	0.044	0.000	-0.008	0.007
alternative	gs	ttr	9	0.118	-0.001	-0.009	0.006
alternative	gs	ttr	10	0.318	-0.002	-0.010	0.005
alternative	gs	ttr	11	0.858	-0.003	-0.011	0.004
alternative	gs	ttr	12	2.311	-0.004	-0.012	0.003
alternative	gs	ttr	13	6.219	-0.005	-0.013	0.003
alternative	gs	ttr	14	16.723	-0.005	-0.013	0.002
alternative	gs	ttr	15	44.955	-0.006	-0.013	0.002
alternative	gs	ttr	16	120.840	-0.006	-0.014	0.002
alternative	gs	ttr	17	324.802	-0.006	-0.014	0.001
alternative	gs	ttr	18	873.012	-0.006	-0.014	0.001
alternative	gs	ttr	19	2,346.489	-0.006	-0.014	0.001
alternative	gs	ttr	20	6,306.893	-0.006	-0.014	0.001
alternative	gs	gs	0	0.023	0.022	0.021	0.024
alternative	gs	gs	1	0.029	0.028	0.026	0.032
alternative	gs	gs	2	0.033	0.033	0.029	0.037
alternative	gs	gs	3	0.034	0.033	0.029	0.039
alternative	gs	gs	4	0.032	0.033	0.028	0.040
alternative	gs	gs	5	0.029	0.031	0.026	0.040
alternative	gs	gs	6	0.022	0.029	0.023	0.038
alternative	gs	gs	7	0.005	0.027	0.021	0.036
alternative	gs	gs	8	-0.037	0.024	0.018	0.034
alternative	gs	gs	9	-0.147	0.022	0.016	0.032
alternative	gs	gs	10	-0.436	0.020	0.014	0.029
alternative	gs	gs	11	-1.209	0.018	0.012	0.027
alternative	gs	gs	12	-3.285	0.016	0.011	0.025
alternative	gs	gs	13	-8.861	0.015	0.009	0.024
alternative	gs	gs	14	-23.847	0.013	0.008	0.023
alternative	gs	gs	15	-64.121	0.012	0.007	0.022
alternative	gs	gs	16	-172.367	0.011	0.006	0.020
alternative	gs	gs	17	-463.309	0.010	0.005	0.019
alternative	gs	gs	18	-1,245.298	0.009	0.004	0.018
alternative	gs	gs	19	-3,347.123	0.008	0.003	0.017
alternative	gs	gs	20	-8,996.398	0.007	0.002	0.016
alternative	gs	gdp	0	0.000	0.000	0.000	0.000
alternative	gs	gdp	1	0.001	0.001	0.000	0.003
alternative	gs	gdp	2	0.004	0.004	0.001	0.007
alternative	gs	gdp	3	0.005	0.006	0.002	0.010
alternative	gs	gdp	4	0.004	0.007	0.003	0.012
alternative	gs	gdp	5	-0.001	0.008	0.003	0.013
alternative	gs	gdp	6	-0.014	0.008	0.004	0.013
alternative	gs	gdp	7	-0.051	0.008	0.004	0.013
alternative	gs	gdp	8	-0.152	0.008	0.004	0.013
alternative	gs	gdp	9	-0.422	0.008	0.004	0.012
alternative	gs	gdp	10	-1.148	0.007	0.003	0.012
alternative	gs	gdp	11	-3.099	0.007	0.004	0.012
alternative	gs	gdp	12	-8.344	0.007	0.004	0.011
alternative	gs	gdp	13	-22.438	0.007	0.003	0.011
alternative	gs	gdp	14	-60.322	0.006	0.003	0.010
alternative	gs	gdp	15	-162.145	0.006	0.003	0.010
alternative	gs	gdp	16	-435.822	0.006	0.003	0.010
alternative	gs	gdp	17	-1,171.412	0.006	0.003	0.010
alternative	gs	gdp	18	-3,148.526	0.005	0.003	0.010
alternative	gs	gdp	19	-8,462.604	0.005	0.003	0.009
alternative	gs	gdp	20	-22,745.755	0.005	0.003	0.009
alternative	gdp	ttr	0	0.004	0.004	0.003	0.005
alternative	gdp	ttr	1	0.004	0.004	0.003	0.005
alternative	gdp	ttr	2	0.004	0.004	0.003	0.006
alternative	gdp	ttr	3	0.002	0.004	0.002	0.006
alternative	gdp	ttr	4	-0.002	0.004	0.002	0.006
alternative	gdp	ttr	5	-0.013	0.003	0.001	0.006
alternative	gdp	ttr	6	-0.042	0.003	0.001	0.006
alternative	gdp	ttr	7	-0.119	0.003	0.000	0.005
alternative	gdp	ttr	8	-0.324	0.002	-0.001	0.005
alternative	gdp	ttr	9	-0.875	0.002	-0.001	0.005
alternative	gdp	ttr	10	-2.355	0.002	-0.002	0.005
alternative	gdp	ttr	11	-6.331	0.001	-0.002	0.005
alternative	gdp	ttr	12	-17.020	0.001	-0.003	0.005
alternative	gdp	ttr	13	-45.748	0.001	-0.003	0.005
alternative	gdp	ttr	14	-122.963	0.001	-0.004	0.005
alternative	gdp	ttr	15	-330.502	0.001	-0.004	0.005
alternative	gdp	ttr	16	-888.322	0.001	-0.005	0.005
alternative	gdp	ttr	17	-2,387.628	0.000	-0.005	0.004
alternative	gdp	ttr	18	-6,417.455	0.000	-0.005	0.004
alternative	gdp	ttr	19	-17,248.804	0.000	-0.005	0.004
alternative	gdp	ttr	20	-46,361.250	0.000	-0.006	0.004
alternative	gdp	gs	0	0.000	0.000	-0.001	0.001
alternative	gdp	gs	1	0.000	0.000	-0.002	0.001
alternative	gdp	gs	2	0.001	-0.001	-0.002	0.002
alternative	gdp	gs	3	0.003	-0.001	-0.003	0.002
alternative	gdp	gs	4	0.008	-0.001	-0.003	0.002
alternative	gdp	gs	5	0.023	-0.001	-0.003	0.002
alternative	gdp	gs	6	0.063	-0.001	-0.004	0.002
alternative	gdp	gs	7	0.172	-0.001	-0.004	0.002
alternative	gdp	gs	8	0.464	-0.002	-0.005	0.002
alternative	gdp	gs	9	1.249	-0.002	-0.005	0.002
alternative	gdp	gs	10	3.359	-0.002	-0.005	0.002
alternative	gdp	gs	11	9.032	-0.002	-0.005	0.002
alternative	gdp	gs	12	24.278	-0.002	-0.005	0.002
alternative	gdp	gs	13	65.256	-0.002	-0.006	0.002
alternative	gdp	gs	14	175.399	-0.002	-0.006	0.002
alternative	gdp	gs	15	471.439	-0.002	-0.006	0.002
alternative	gdp	gs	16	1,267.135	-0.002	-0.006	0.002
alternative	gdp	gs	17	3,405.804	-0.003	-0.006	0.003
alternative	gdp	gs	18	9,154.105	-0.003	-0.006	0.003
alternative	gdp	gs	19	24,604.363	-0.003	-0.006	0.003
alternative	gdp	gs	20	66,131.490	-0.003	-0.006	0.003
alternative	gdp	gdp	0	0.011	0.010	0.010	0.011
alternative	gdp	gdp	1	0.013	0.011	0.010	0.013
alternative	gdp	gdp	2	0.015	0.012	0.010	0.014
alternative	gdp	gdp	3	0.021	0.012	0.011	0.014
alternative	gdp	gdp	4	0.035	0.012	0.011	0.015
alternative	gdp	gdp	5	0.073	0.012	0.011	0.015
alternative	gdp	gdp	6	0.176	0.012	0.011	0.015
alternative	gdp	gdp	7	0.450	0.012	0.011	0.015
alternative	gdp	gdp	8	1.189	0.012	0.011	0.015
alternative	gdp	gdp	9	3.174	0.012	0.011	0.015
alternative	gdp	gdp	10	8.510	0.012	0.010	0.015
alternative	gdp	gdp	11	22.851	0.012	0.010	0.015
alternative	gdp	gdp	12	61.399	0.012	0.010	0.015
alternative	gdp	gdp	13	165.006	0.012	0.010	0.015
alternative	gdp	gdp	14	443.481	0.012	0.010	0.015
alternative	gdp	gdp	15	1,191.965	0.012	0.010	0.015
alternative	gdp	gdp	16	3,203.737	0.012	0.010	0.015
alternative	gdp	gdp	17	8,610.966	0.012	0.010	0.015
alternative	gdp	gdp	18	23,144.491	0.012	0.010	0.015
alternative	gdp	gdp	19	62,207.630	0.012	0.010	0.015
alternative	gdp	gdp	20	167,201.341	0.012	0.010	0.015

Next steps

• Post-Estimation Workflows vignette — covers historical decomposition, including full-sample HD plots and event-window composition views, plus hypothesis testing, peak/duration response summaries, and representative-draw selection.
• Hypothesis Testing vignette — formal posterior probability statements via hypothesis_irf(), joint_hypothesis_irf(), and simultaneous_irf().