diff --git a/modules/Skill/Skill.R b/modules/Skill/Skill.R
index 7c829c253512e11437bf7f983b99cb04d842af48..b59b99a07180008fadd8048623d4fbdf704694a3 100644
--- a/modules/Skill/Skill.R
+++ b/modules/Skill/Skill.R
@@ -68,7 +68,7 @@ Skill <- function(recipe, data, agg = 'global') {
   skill_metrics <- list()
   for (metric in strsplit(metrics, ", | |,")[[1]]) { 
     # Whether the fair version of the metric is to be computed
-    if (metric %in% c('frps', 'frpss', 'bss10', 'bss90',
+    if (metric %in% c('frps', 'frpss', 'fbss10', 'fbss90',
                       'fcrps', 'fcrpss')) {
       Fair <- T
     } else {
diff --git a/modules/Visualization/R/plot_metrics.R b/modules/Visualization/R/plot_metrics.R
index 9850b2c79fe89a4eb67ec5390ed67c6fa8db62ca..5b52c062cb89e2511a62f92e09218653b98f51e6 100644
--- a/modules/Visualization/R/plot_metrics.R
+++ b/modules/Visualization/R/plot_metrics.R
@@ -77,7 +77,7 @@ plot_metrics <- function(recipe, data_cube, metrics,
   # Group different metrics by type
   skill_scores <- c("rpss", "bss90", "bss10", "frpss", "crpss", "mean_bias_ss",
                     "enscorr", "rpss_specs", "bss90_specs", "bss10_specs",
-                    "enscorr_specs", "rmsss", "msss")
+                    "enscorr_specs", "rmsss", "msss", "fbss10", "fbss90")
   scores <- c("rps", "frps", "crps", "frps_specs", "mse")
   statistics <- c("cov", "std_hcst", "std_obs", "var_hcst", "var_obs", "n_eff")
 
@@ -93,8 +93,8 @@ plot_metrics <- function(recipe, data_cube, metrics,
         units <- NULL
         # Define plot characteristics and metric name to display in plot
         if (name %in% c("rpss", "bss90", "bss10", "frpss", "crpss",
-                        "rpss_specs", "bss90:_specs", "bss10_specs",
-                        "rmsss", "msss")) {
+                        "rpss_specs", "bss90_specs", "bss10_specs",
+                        "rmsss", "msss", "fbss90", "fbss10")) {
           display_name <- toupper(strsplit(name, "_")[[1]][1])
           metric <- var_metric[[name]]
           brks <- seq(-1, 1, by = 0.2)
diff --git a/tests/testthat/test-decadal_monthly_3.R b/tests/testthat/test-decadal_monthly_3.R
index 92950f73ec1417fb6df2d0fd893946f3f26c1717..6405c1915c5fb59c23e638ad6fa7805c10735243 100644
--- a/tests/testthat/test-decadal_monthly_3.R
+++ b/tests/testthat/test-decadal_monthly_3.R
@@ -150,7 +150,7 @@ TRUE
 )
 expect_equal(
 as.vector(skill_metrics$bss10[, , 1, 2]),
-c(-0.1904762, -0.1904762, -0.1904762),
+c(-0.3227513, -0.3227513, -0.3227513),
 tolerance = 0.0001
 )
 expect_equal(