diff --git a/R/frequency-tables.R b/R/frequency-tables.R
index 2fd33bb..1a03c12 100644
--- a/R/frequency-tables.R
+++ b/R/frequency-tables.R
@@ -134,7 +134,8 @@ summarise_coding_tools <- function(data, type = list("knowledge", "access"), pro
 
   questions <- questions[grepl(paste0(type, "_"), questions)]
 
-  frequencies <- calculate_freqs(data, questions, levels, labels, prop = prop)
+  frequencies <- calculate_freqs(data, questions, levels, labels, prop = prop) %>%
+    dplyr::arrange(match(name, c("Python", "R", "SQL", "Matlab", "SAS", "SPSS", "Stata", "VBA")))
 
   return(frequencies)
 }
@@ -428,7 +429,7 @@ summarise_rap_comp <- function(data) {
               "Team open source code",
               "Version control",
               "Peer review",
-              "Development QA",
+              "Proportionate QA",
               "Documentation",
               "Functions",
               "Unit testing",
@@ -442,7 +443,7 @@ summarise_rap_comp <- function(data) {
                  "open_code_score",
                  "version_control_score",
                  "peer_review_score",
-                 "development_QA_score",
+                 "proportionate_QA_score",
                  "doc_score",
                  "function_score",
                  "unit_test_score",
diff --git a/tests/testthat/test-summarise_coding_tools.R b/tests/testthat/test-summarise_coding_tools.R
index 477a8ff..4288e4b 100644
--- a/tests/testthat/test-summarise_coding_tools.R
+++ b/tests/testthat/test-summarise_coding_tools.R
@@ -33,17 +33,17 @@ test_that("summarise_coding_tools knowledge output is as expected", {
 
   got_knowledge <- summarise_coding_tools(dummy_data, "knowledge")
 
-  expected_knowledge <- data.frame(name = rep(c("Matlab",
-                                                "Python",
+  expected_knowledge <- data.frame(name = rep(c("Python",
                                                 "R",
+                                                "SQL",
+                                                "Matlab",
                                                 "SAS",
                                                 "SPSS",
-                                                "SQL",
                                                 "Stata",
                                                 "VBA"), each=3),
                                    value = factor(rep(c("Yes", "No", "Not required for my work"), 8),
                                                   levels = c("Yes", "No", "Not required for my work")),
-                                   n = c(1/3, 2/3, 0, rep(1/3, times=21))
+                                   n = c(rep(1/3, times=9), 1/3, 2/3, 0, rep(1/3, times=12))
   )
 
   expect_equal(got_knowledge, expected_knowledge)
@@ -54,17 +54,17 @@ test_that("summarise_coding_tools access output is as expected", {
 
   got_access <- summarise_coding_tools(dummy_data, "access")
 
-  expected_access <- data.frame(name = rep(c("Matlab",
-                                             "Python",
+  expected_access <- data.frame(name = rep(c("Python",
                                              "R",
+                                             "SQL",
+                                             "Matlab",
                                              "SAS",
                                              "SPSS",
-                                             "SQL",
                                              "Stata",
                                              "VBA"), each=3),
                                 value = factor(rep(c("Yes", "No", "Don't know"), 8),
                                                levels = c("Yes", "No", "Don't know")),
-                                n = c(1/3, 2/3, 0, rep(1/3, times=21))
+                                n = c(rep(1/3, times=9), 1/3, 2/3, 0, rep(1/3, times=12))
   )
 
   expect_equal(got_access, expected_access)
diff --git a/tests/testthat/test-summarise_languages_by_prof.R b/tests/testthat/test-summarise_languages_by_prof.R
index 74b0045..41393c4 100644
--- a/tests/testthat/test-summarise_languages_by_prof.R
+++ b/tests/testthat/test-summarise_languages_by_prof.R
@@ -4,7 +4,7 @@ knowledge_response <- rep(c(
   NA,
   "Yes",
   "No",
-  "Don't know"),
+  "Not required for my work"),
   each = 3, times = 6)
 
 prof_response <- rep(c(
@@ -61,12 +61,12 @@ test_that("summarise_languages_by_prof output is as expected", {
   expected <- data.frame(
 
     lang = rep(c(
-      "Matlab",
       "Python",
       "R",
+      "SQL",
+      "Matlab",
       "SAS",
       "SPSS",
-      "SQL",
       "Stata",
       "VBA"),
       times = 9),
diff --git a/tests/testthat/test-summarise_os_vs_prop.R b/tests/testthat/test-summarise_os_vs_prop.R
index 4500aa6..0a66c3d 100644
--- a/tests/testthat/test-summarise_os_vs_prop.R
+++ b/tests/testthat/test-summarise_os_vs_prop.R
@@ -20,8 +20,8 @@ test_that("summarise_os_vs_prop output is as expected", {
 
   got <- summarise_os_vs_prop(dummy_data)
 
-  expected <- data.frame(lang_type = factor(rep(c("open source", "proprietary"), each=3),
-                                            levels = c("open source", "proprietary")),
+  expected <- data.frame(lang_type = factor(rep(c("Open Source", "Proprietary"), each=3),
+                                            levels = c("Open Source", "Proprietary")),
                          year = rep(c("2020", "2021", "2022"), times=2),
                          Freq = rep(c(24, 28), each=3),
                          n = rep(32, times=6)) %>%
diff --git a/tests/testthat/test-summarise_rap_comp.R b/tests/testthat/test-summarise_rap_comp.R
index f77bde3..5355423 100644
--- a/tests/testthat/test-summarise_rap_comp.R
+++ b/tests/testthat/test-summarise_rap_comp.R
@@ -13,7 +13,7 @@ dummy_data <- data.frame(
   open_code_score = rep(c(NA, 1, 0), times = 5),
   version_control_score = rep(c(NA, 1, 0), times = 5),
   peer_review_score = rep(c(NA, 1, 0), times = 5),
-  development_QA_score = rep(c(NA, 1, 0), times = 5),
+  proportionate_QA_score = rep(c(NA, 1, 0), times = 5),
   doc_score = rep(c(NA, 1, 0), times = 5),
   basic_rap_score = rep(c(NA, 1, 0), times = 5),
   function_score = rep(c(NA, 1, 0), times = 5),
@@ -48,7 +48,7 @@ test_that("summarise_rap_comp output is as expected", {
       "Team open source code",
       "Version control",
       "Peer review",
-      "Development QA",
+      "Proportionate QA",
       "Documentation",
       "Functions",
       "Unit testing",
@@ -62,7 +62,7 @@ test_that("summarise_rap_comp output is as expected", {
          "Team open source code",
          "Version control",
          "Peer review",
-         "Development QA",
+         "Proportionate QA",
          "Documentation",
          "Functions",
          "Unit testing",