diff --git a/.gitattributes b/.gitattributes
index db970673..45714675 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -9,15 +9,15 @@
 *.rds      binary
 *.Rd       text
 *.Rdx      binary
-*.Rmd	   text
+*.Rmd	     text
 *.R        text eol=crlf
 *.Rproj    text
 *.[Rr]md   linguist-detectable
 
 # Documentation files
 # =============================
-docs/*    linguist-documentation
-man/*     linguist-documentation
-misc/*    linguist-documentation
-pkgdown/* linguist-documentation
-*.html    linguist-documentation
+docs/*     linguist-documentation
+man/*      linguist-documentation
+misc/*     linguist-documentation
+pkgdown/*  linguist-documentation
+*.html     linguist-documentation
diff --git a/.github/workflows/R-CMD-check-devel.yaml b/.github/workflows/R-CMD-check-devel.yaml
index 263e475b..967753dc 100644
--- a/.github/workflows/R-CMD-check-devel.yaml
+++ b/.github/workflows/R-CMD-check-devel.yaml
@@ -24,16 +24,15 @@ jobs:
 
       - uses: r-lib/actions/setup-r@v2
         with:
-          #r-version: "devel"
-          http-user-agent: "release"
+          r-version: "devel"
           use-public-rspm: true
 
       # only download hard deps under active development
       - uses: r-lib/actions/setup-r-dependencies@v2
         with:
           pak-version: devel
+          upgrade: 'TRUE'
           needs: check
-          cache: false
           extra-packages: |
             any::rcmdcheck
             easystats/insight
diff --git a/.github/workflows/R-CMD-check-hard.yaml b/.github/workflows/R-CMD-check-hard.yaml
index 93b98885..fb4c5560 100644
--- a/.github/workflows/R-CMD-check-hard.yaml
+++ b/.github/workflows/R-CMD-check-hard.yaml
@@ -36,6 +36,7 @@ jobs:
       - uses: r-lib/actions/setup-r-dependencies@v2
         with:
           pak-version: devel
+          upgrade: 'TRUE'
           dependencies: '"hard"'
           cache: false
           extra-packages: |
diff --git a/.github/workflows/R-CMD-check-strict.yaml b/.github/workflows/R-CMD-check-strict.yaml
index 45747d45..56609dd8 100644
--- a/.github/workflows/R-CMD-check-strict.yaml
+++ b/.github/workflows/R-CMD-check-strict.yaml
@@ -50,6 +50,7 @@ jobs:
       - uses: r-lib/actions/setup-r-dependencies@v2
         with:
           pak-version: devel
+          upgrade: 'TRUE'
           needs: check
           extra-packages: |
             any::rcmdcheck
diff --git a/.github/workflows/R-CMD-check.yaml b/.github/workflows/R-CMD-check.yaml
index fe9ffa88..e498ba6c 100644
--- a/.github/workflows/R-CMD-check.yaml
+++ b/.github/workflows/R-CMD-check.yaml
@@ -22,7 +22,7 @@ jobs:
           # `R-CMD-check-strict` workflow
 
           #- { os: macos-latest,   r: "devel" }
-          #- { os: macos-latest, r: "release" }
+          - { os: macos-latest, r: "release" }
           - { os: macos-latest, r: "oldrel-1" }
 
           #- { os: windows-latest, r: "devel" }
@@ -30,7 +30,7 @@ jobs:
           - { os: windows-latest, r: "oldrel-1" }
 
           #- { os: ubuntu-latest, r: "devel" }
-          - { os: ubuntu-latest, r: "release" }
+          #- { os: ubuntu-latest, r: "release" }
           #- { os: ubuntu-latest, r: "oldrel-1" }
 
     env:
@@ -52,6 +52,7 @@ jobs:
       - uses: r-lib/actions/setup-r-dependencies@v2
         with:
           pak-version: devel
+          upgrade: 'TRUE'
           extra-packages: |
             any::rcmdcheck
           needs: check
diff --git a/.github/workflows/check-all-examples.yaml b/.github/workflows/check-all-examples.yaml
index fca9046d..ba24579e 100644
--- a/.github/workflows/check-all-examples.yaml
+++ b/.github/workflows/check-all-examples.yaml
@@ -30,12 +30,13 @@ jobs:
 
       - uses: r-lib/actions/setup-r@v2
         with:
-          #r-version: "devel"
+          r-version: "devel"
           use-public-rspm: true
 
       - uses: r-lib/actions/setup-r-dependencies@v2
         with:
           pak-version: devel
+          upgrade: 'TRUE'
           extra-packages: |
             any::devtools
             local::.
diff --git a/.github/workflows/check-link-rot.yaml b/.github/workflows/check-link-rot.yaml
index 7d5a0e2e..75f76750 100644
--- a/.github/workflows/check-link-rot.yaml
+++ b/.github/workflows/check-link-rot.yaml
@@ -25,12 +25,13 @@ jobs:
 
       - uses: r-lib/actions/setup-r@v2
         with:
-          #r-version: "devel"
+          r-version: "devel"
           use-public-rspm: true
 
       - uses: r-lib/actions/setup-r-dependencies@v2
         with:
           pak-version: devel
+          upgrade: 'TRUE'
           dependencies: '"hard"'
           extra-packages: |
             any::rcmdcheck
diff --git a/.github/workflows/check-random-test-order.yaml b/.github/workflows/check-random-test-order.yaml
index 7fa7b831..55dfd62c 100644
--- a/.github/workflows/check-random-test-order.yaml
+++ b/.github/workflows/check-random-test-order.yaml
@@ -18,12 +18,13 @@ jobs:
 
       - uses: r-lib/actions/setup-r@v2
         with:
-          #r-version: "devel"
+          r-version: "devel"
           use-public-rspm: true
 
       - uses: r-lib/actions/setup-r-dependencies@v2
         with:
           pak-version: devel
+          upgrade: 'TRUE'
           extra-packages: |
             local::.
 
diff --git a/.github/workflows/check-readme.yaml b/.github/workflows/check-readme.yaml
index dc9cf2cd..9e3ffcd2 100644
--- a/.github/workflows/check-readme.yaml
+++ b/.github/workflows/check-readme.yaml
@@ -41,6 +41,7 @@ jobs:
       - uses: r-lib/actions/setup-r-dependencies@v2
         with:
           pak-version: devel
+          upgrade: 'TRUE'
           extra-packages: |
             local::.
             any::gghalves
diff --git a/.github/workflows/check-spelling.yaml b/.github/workflows/check-spelling.yaml
index 3b862c34..6c26f5d7 100644
--- a/.github/workflows/check-spelling.yaml
+++ b/.github/workflows/check-spelling.yaml
@@ -30,6 +30,7 @@ jobs:
       - uses: r-lib/actions/setup-r-dependencies@v2
         with:
           pak-version: devel
+          upgrade: 'TRUE'
           dependencies: '"hard"'
           extra-packages: |
             any::rcmdcheck
diff --git a/.github/workflows/check-styling.yaml b/.github/workflows/check-styling.yaml
index da20ab4b..4e79ce89 100644
--- a/.github/workflows/check-styling.yaml
+++ b/.github/workflows/check-styling.yaml
@@ -26,6 +26,7 @@ jobs:
       - uses: r-lib/actions/setup-r-dependencies@v2
         with:
           pak-version: devel
+          upgrade: 'TRUE'
           dependencies: '"hard"'
           extra-packages: |
             local::.
diff --git a/.github/workflows/check-test-warnings.yaml b/.github/workflows/check-test-warnings.yaml
index 28a2ceb5..f17812e6 100644
--- a/.github/workflows/check-test-warnings.yaml
+++ b/.github/workflows/check-test-warnings.yaml
@@ -22,12 +22,13 @@ jobs:
 
       - uses: r-lib/actions/setup-r@v2
         with:
-          #r-version: "devel"
+          r-version: "devel"
           use-public-rspm: true
 
       - uses: r-lib/actions/setup-r-dependencies@v2
         with:
           pak-version: devel
+          upgrade: 'TRUE'
           extra-packages: |
             local::.
             any::devtools
diff --git a/.github/workflows/check-vignette-warnings.yaml b/.github/workflows/check-vignette-warnings.yaml
index cd929ac4..152d6c3e 100644
--- a/.github/workflows/check-vignette-warnings.yaml
+++ b/.github/workflows/check-vignette-warnings.yaml
@@ -26,12 +26,13 @@ jobs:
 
       - uses: r-lib/actions/setup-r@v2
         with:
-          #r-version: "devel"
+          r-version: "devel"
           use-public-rspm: true
 
       - uses: r-lib/actions/setup-r-dependencies@v2
         with:
           pak-version: devel
+          upgrade: 'TRUE'
           extra-packages: |
             local::.
 
diff --git a/.github/workflows/html-5-check.yaml b/.github/workflows/html-5-check.yaml
index c1a781e9..36acbd80 100644
--- a/.github/workflows/html-5-check.yaml
+++ b/.github/workflows/html-5-check.yaml
@@ -19,12 +19,13 @@ jobs:
 
       - uses: r-lib/actions/setup-r@v2
         with:
-          #r-version: "devel"
+          r-version: "devel"
           use-public-rspm: true
 
       - uses: r-lib/actions/setup-r-dependencies@v2
         with:
           pak-version: devel
+          upgrade: 'TRUE'
           extra-packages: |
             any::rcmdcheck
             any::V8
diff --git a/.github/workflows/lint.yaml b/.github/workflows/lint.yaml
index 42552dfd..f6951746 100644
--- a/.github/workflows/lint.yaml
+++ b/.github/workflows/lint.yaml
@@ -27,6 +27,7 @@ jobs:
       - uses: r-lib/actions/setup-r-dependencies@v2
         with:
           pak-version: devel
+          upgrade: 'TRUE'
           extra-packages: |
             r-lib/lintr
             local::.
diff --git a/.github/workflows/pkgdown-no-suggests.yaml b/.github/workflows/pkgdown-no-suggests.yaml
index cc845710..3cc92197 100644
--- a/.github/workflows/pkgdown-no-suggests.yaml
+++ b/.github/workflows/pkgdown-no-suggests.yaml
@@ -34,6 +34,7 @@ jobs:
       - uses: r-lib/actions/setup-r-dependencies@v2
         with:
           pak-version: devel
+          upgrade: 'TRUE'
           dependencies: '"hard"'
           cache: false
           extra-packages: |
diff --git a/.github/workflows/pkgdown.yaml b/.github/workflows/pkgdown.yaml
index ff6fbbe4..e6ed3dc3 100644
--- a/.github/workflows/pkgdown.yaml
+++ b/.github/workflows/pkgdown.yaml
@@ -28,11 +28,13 @@ jobs:
 
       - uses: r-lib/actions/setup-r@v2
         with:
+          r-version: "devel"
           use-public-rspm: true
 
       - uses: r-lib/actions/setup-r-dependencies@v2
         with:
           pak-version: devel
+          upgrade: 'TRUE'
           extra-packages: |
             r-lib/pkgdown
             local::.
diff --git a/.github/workflows/styler.yaml b/.github/workflows/styler.yaml
index ef8fd1aa..58f021fb 100644
--- a/.github/workflows/styler.yaml
+++ b/.github/workflows/styler.yaml
@@ -24,6 +24,7 @@ jobs:
       - uses: r-lib/actions/setup-r-dependencies@v2
         with:
           pak-version: devel
+          upgrade: 'TRUE'
           dependencies: '"hard"'
           extra-packages: |
             local::.
diff --git a/.github/workflows/test-coverage-examples.yaml b/.github/workflows/test-coverage-examples.yaml
index 61ac89f4..9e5457b5 100644
--- a/.github/workflows/test-coverage-examples.yaml
+++ b/.github/workflows/test-coverage-examples.yaml
@@ -20,11 +20,13 @@ jobs:
 
       - uses: r-lib/actions/setup-r@v2
         with:
+          r-version: "devel"
           use-public-rspm: true
 
       - uses: r-lib/actions/setup-r-dependencies@v2
         with:
           pak-version: devel
+          upgrade: 'TRUE'
           extra-packages: |
             any::covr
             local::.
diff --git a/.github/workflows/test-coverage.yaml b/.github/workflows/test-coverage.yaml
index 733d809e..beb317ac 100644
--- a/.github/workflows/test-coverage.yaml
+++ b/.github/workflows/test-coverage.yaml
@@ -19,11 +19,13 @@ jobs:
 
       - uses: r-lib/actions/setup-r@v2
         with:
+          r-version: "devel"
           use-public-rspm: true
 
       - uses: r-lib/actions/setup-r-dependencies@v2
         with:
           pak-version: devel
+          upgrade: 'TRUE'
           extra-packages: |
             any::covr
           needs: coverage
diff --git a/CITATION.cff b/CITATION.cff
index 563f6d94..d76ae412 100644
--- a/CITATION.cff
+++ b/CITATION.cff
@@ -95,7 +95,7 @@ references:
   - family-names: Ben-Shachar
     given-names: Mattan S.
   year: '2024'
-  version: '>= 1.3-0'
+  version: '>= 1.3-1'
 - type: software
   title: BayesFactor
   abstract: 'BayesFactor: Computation of Bayes Factors for Common Designs'
@@ -110,7 +110,7 @@ references:
     given-names: Jeffrey N.
     email: jrouder@uci.edu
   year: '2024'
-  version: '>= 0.9.12-4.6'
+  version: '>= 0.9.12-4.7'
 - type: software
   title: correlation
   abstract: 'correlation: Methods for Correlation Analysis'
@@ -259,7 +259,7 @@ references:
   abstract: 'insight: Easy Access to Model Information for Various Model Objects'
   notes: Imports
   url: https://easystats.github.io/insight/
-  repository: https://CRAN.R-project.org/package=insight
+  repository: https://easystats.r-universe.dev
   authors:
   - family-names: Lüdecke
     given-names: Daniel
@@ -314,7 +314,7 @@ references:
   abstract: 'parameters: Processing of Model Parameters'
   notes: Imports
   url: https://easystats.github.io/parameters/
-  repository: https://CRAN.R-project.org/package=parameters
+  repository: https://easystats.r-universe.dev
   authors:
   - family-names: Lüdecke
     given-names: Daniel
@@ -346,7 +346,7 @@ references:
   abstract: 'performance: Assessment of Regression Models Performance'
   notes: Imports
   url: https://easystats.github.io/performance/
-  repository: https://CRAN.R-project.org/package=performance
+  repository: https://easystats.r-universe.dev
   authors:
   - family-names: Lüdecke
     given-names: Daniel
@@ -376,8 +376,8 @@ references:
     given-names: Rémi
     email: remi.theriault@mail.mcgill.ca
     orcid: https://orcid.org/0000-0003-4315-6788
-  version: '>= 0.10.8'
   year: '2024'
+  version: '>= 0.10.9'
 - type: software
   title: PMCMRplus
   abstract: 'PMCMRplus: Calculate Pairwise Multiple Comparisons of Mean Rank Sums
@@ -581,6 +581,9 @@ references:
   - family-names: Dunnington
     given-names: Dewey
     orcid: https://orcid.org/0000-0002-9415-4582
+  - family-names: van den Brand
+    given-names: Teun
+    orcid: https://orcid.org/0000-0002-9335-7468
   year: '2024'
 - type: software
   title: knitr
diff --git a/DESCRIPTION b/DESCRIPTION
index d4551769..695adca2 100644
--- a/DESCRIPTION
+++ b/DESCRIPTION
@@ -25,8 +25,8 @@ BugReports: https://github.com/IndrajeetPatil/statsExpressions/issues
 Depends: 
     R (>= 4.1.0)
 Imports:
-    afex (>= 1.3-0),
-    BayesFactor (>= 0.9.12-4.6),
+    afex (>= 1.3-1),
+    BayesFactor (>= 0.9.12-4.7),
     correlation (>= 0.8.4),
     datawizard (>= 0.9.1),
     dplyr (>= 1.1.4),
@@ -35,7 +35,7 @@ Imports:
     insight (>= 0.19.8),
     magrittr,
     parameters (>= 0.21.5),
-    performance (>= 0.10.8),
+    performance (>= 0.10.9),
     PMCMRplus,
     purrr (>= 1.0.2),
     rlang,
diff --git a/R/contingency-table.R b/R/contingency-table.R
index b8db5bd0..c9ed5577 100644
--- a/R/contingency-table.R
+++ b/R/contingency-table.R
@@ -20,14 +20,11 @@
 #' @param x The variable to use as the **rows** in the contingency table.
 #' @param y The variable to use as the **columns** in the contingency table.
 #'   Default is `NULL`. If `NULL`, one-sample proportion test (a goodness of fit
-#'   test) will be run for the `x` variable. Otherwise association test will be
-#'   carried out.
+#'   test) will be run for the `x` variable.
 #' @param counts The variable in data containing counts, or `NULL` if each row
 #'   represents a single observation.
 #' @param paired Logical indicating whether data came from a within-subjects or
-#'   repeated measures design study (Default: `FALSE`). If `TRUE`, McNemar's
-#'   test expression will be returned. If `FALSE`, Pearson's chi-square test will
-#'   be returned.
+#'   repeated measures design study (Default: `FALSE`).
 #' @param sampling.plan Character describing the sampling plan. Possible options
 #'   are `"indepMulti"` (independent multinomial; default), `"poisson"`,
 #'   `"jointMulti"` (joint multinomial), `"hypergeom"` (hypergeometric). For
@@ -39,58 +36,17 @@
 #'   hypothesis under the alternative, and corresponds to Gunel and Dickey's
 #'   (1974) `"a"` parameter.
 #' @param ratio A vector of proportions: the expected proportions for the
-#'   proportion test (should sum to 1). Default is `NULL`, which means the null
+#'   proportion test (should sum to `1`). Default is `NULL`, which means the null
 #'   is equal theoretical proportions across the levels of the nominal variable.
-#'   This means if there are two levels this will be `ratio = c(0.5,0.5)` or if
-#'   there are four levels this will be `ratio = c(0.25,0.25,0.25,0.25)`, etc.
+#'   E.g., `ratio = c(0.5, 0.5)` for two levels,
+#'   `ratio = c(0.25, 0.25, 0.25, 0.25)` for four levels, etc.
 #' @param ... Additional arguments (currently ignored).
 #' @inheritParams stats::chisq.test
 #' @inheritParams oneway_anova
 #'
 #' @autoglobal
 #'
-#' @examplesIf identical(Sys.getenv("NOT_CRAN"), "true")
-#' # for reproducibility
-#' set.seed(123)
-#' library(statsExpressions)
-#'
-#' # ------------------------ Frequentist -----------------------------
-#'
-#' # association test
-#' contingency_table(
-#'   data   = mtcars,
-#'   x      = am,
-#'   y      = vs,
-#'   paired = FALSE
-#' )
-#'
-#' # goodness-of-fit test
-#' contingency_table(
-#'   data   = as.data.frame(HairEyeColor),
-#'   x      = Eye,
-#'   counts = Freq,
-#'   ratio  = c(0.2, 0.2, 0.3, 0.3)
-#' )
-#'
-#' # ------------------------ Bayesian -----------------------------
-#'
-#' # association test
-#' contingency_table(
-#'   data   = mtcars,
-#'   x      = am,
-#'   y      = vs,
-#'   paired = FALSE,
-#'   type   = "bayes"
-#' )
-#'
-#' # goodness-of-fit test
-#' contingency_table(
-#'   data   = as.data.frame(HairEyeColor),
-#'   x      = Eye,
-#'   counts = Freq,
-#'   ratio  = c(0.2, 0.2, 0.3, 0.3),
-#'   type   = "bayes"
-#' )
+#' @example man/examples/examples-contingency-table.R
 #' @export
 contingency_table <- function(
     data,
diff --git a/README.Rmd b/README.Rmd
index 2f95c443..1bbd30f3 100644
--- a/README.Rmd
+++ b/README.Rmd
@@ -446,7 +446,7 @@ more about how one-way (between-subjects) ANOVA, you can run
 ```{r, child = "man/rmd-fragments/meta_analysis.Rmd"}
 ```
 
-# Usage in `ggstatsplot`
+# Usage in `{ggstatsplot}`
 
 Note that these functions were initially written to display results from
 statistical tests on ready-made `{ggplot2}` plots implemented in `{ggstatsplot}`.
diff --git a/README.md b/README.md
index 29aab8aa..2a24abbf 100644
--- a/README.md
+++ b/README.md
@@ -682,7 +682,7 @@ console.
 | Robust     | Meta-analysis via robust random-effects models   | *beta*      | Yes           | `metaplus::metaplus()`   |
 | Bayes      | Meta-analysis via Bayesian random-effects models | *beta*      | Yes           | `metaBMA::meta_random()` |
 
-# Usage in `ggstatsplot`
+# Usage in `{ggstatsplot}`
 
 Note that these functions were initially written to display results from
 statistical tests on ready-made `{ggplot2}` plots implemented in
diff --git a/codemeta.json b/codemeta.json
index 2171c11e..566a8575 100644
--- a/codemeta.json
+++ b/codemeta.json
@@ -188,7 +188,7 @@
       "@type": "SoftwareApplication",
       "identifier": "afex",
       "name": "afex",
-      "version": ">= 1.3-0",
+      "version": ">= 1.3-1",
       "provider": {
         "@id": "https://cran.r-project.org",
         "@type": "Organization",
@@ -201,7 +201,7 @@
       "@type": "SoftwareApplication",
       "identifier": "BayesFactor",
       "name": "BayesFactor",
-      "version": ">= 0.9.12-4.6",
+      "version": ">= 0.9.12-4.7",
       "provider": {
         "@id": "https://cran.r-project.org",
         "@type": "Organization",
@@ -316,7 +316,7 @@
       "@type": "SoftwareApplication",
       "identifier": "performance",
       "name": "performance",
-      "version": ">= 0.10.8",
+      "version": ">= 0.10.9",
       "provider": {
         "@id": "https://cran.r-project.org",
         "@type": "Organization",
@@ -432,7 +432,7 @@
     },
     "SystemRequirements": null
   },
-  "fileSize": "4131.204KB",
+  "fileSize": "4130.456KB",
   "citation": [
     {
       "@type": "ScholarlyArticle",
diff --git a/man/contingency_table.Rd b/man/contingency_table.Rd
index ce4903cd..66b45299 100644
--- a/man/contingency_table.Rd
+++ b/man/contingency_table.Rd
@@ -30,13 +30,10 @@ ungrouped before they are entered as \code{data}.}
 
 \item{y}{The variable to use as the \strong{columns} in the contingency table.
 Default is \code{NULL}. If \code{NULL}, one-sample proportion test (a goodness of fit
-test) will be run for the \code{x} variable. Otherwise association test will be
-carried out.}
+test) will be run for the \code{x} variable.}
 
 \item{paired}{Logical indicating whether data came from a within-subjects or
-repeated measures design study (Default: \code{FALSE}). If \code{TRUE}, McNemar's
-test expression will be returned. If \code{FALSE}, Pearson's chi-square test will
-be returned.}
+repeated measures design study (Default: \code{FALSE}).}
 
 \item{type}{A character specifying the type of statistical approach:
 \itemize{
@@ -52,10 +49,10 @@ You can specify just the initial letter.}
 represents a single observation.}
 
 \item{ratio}{A vector of proportions: the expected proportions for the
-proportion test (should sum to 1). Default is \code{NULL}, which means the null
+proportion test (should sum to \code{1}). Default is \code{NULL}, which means the null
 is equal theoretical proportions across the levels of the nominal variable.
-This means if there are two levels this will be \code{ratio = c(0.5,0.5)} or if
-there are four levels this will be \code{ratio = c(0.25,0.25,0.25,0.25)}, etc.}
+E.g., \code{ratio = c(0.5, 0.5)} for two levels,
+\code{ratio = c(0.25, 0.25, 0.25, 0.25)} for four levels, etc.}
 
 \item{k}{Number of digits after decimal point (should be an integer)
 (Default: \code{k = 2L}).}
@@ -154,14 +151,13 @@ The table below provides summary about:
 }
 
 \examples{
-\dontshow{if (identical(Sys.getenv("NOT_CRAN"), "true")) (if (getRversion() >= "3.4") withAutoprint else force)(\{ # examplesIf}
-# for reproducibility
-set.seed(123)
-library(statsExpressions)
+#### -------------------- association test ------------------------ ####
+
+# ------------------------ frequentist ---------------------------------
 
-# ------------------------ Frequentist -----------------------------
+# unpaired
 
-# association test
+set.seed(123)
 contingency_table(
   data   = mtcars,
   x      = am,
@@ -169,26 +165,62 @@ contingency_table(
   paired = FALSE
 )
 
-# goodness-of-fit test
+# paired
+
+paired_data <- tibble(
+  response_before = structure(c(1L, 2L, 1L, 2L), levels = c("no", "yes"), class = "factor"),
+  response_after = structure(c(1L, 1L, 2L, 2L), levels = c("no", "yes"), class = "factor"),
+  Freq = c(65L, 25L, 5L, 5L)
+)
+
+set.seed(123)
 contingency_table(
-  data   = as.data.frame(HairEyeColor),
-  x      = Eye,
-  counts = Freq,
-  ratio  = c(0.2, 0.2, 0.3, 0.3)
+  data   = paired_data,
+  x      = response_before,
+  y      = response_after,
+  paired = TRUE,
+  counts = Freq
 )
 
-# ------------------------ Bayesian -----------------------------
+# ------------------------ Bayesian -------------------------------------
 
-# association test
+# unpaired
+
+set.seed(123)
 contingency_table(
-  data   = mtcars,
-  x      = am,
-  y      = vs,
+  data = mtcars,
+  x = am,
+  y = vs,
   paired = FALSE,
-  type   = "bayes"
+  type = "bayes"
 )
 
-# goodness-of-fit test
+# paired
+
+set.seed(123)
+contingency_table(
+  data = paired_data,
+  x = response_before,
+  y = response_after,
+  paired = TRUE,
+  counts = Freq,
+  type = "bayes"
+)
+
+#### -------------------- goodness-of-fit test -------------------- ####
+
+# ------------------------ frequentist ---------------------------------
+
+set.seed(123)
+contingency_table(
+  data   = as.data.frame(HairEyeColor),
+  x      = Eye,
+  counts = Freq
+)
+
+# ------------------------ Bayesian -------------------------------------
+
+set.seed(123)
 contingency_table(
   data   = as.data.frame(HairEyeColor),
   x      = Eye,
@@ -196,5 +228,4 @@ contingency_table(
   ratio  = c(0.2, 0.2, 0.3, 0.3),
   type   = "bayes"
 )
-\dontshow{\}) # examplesIf}
 }
diff --git a/man/examples/examples-contingency-table.R b/man/examples/examples-contingency-table.R
new file mode 100644
index 00000000..f6bdd083
--- /dev/null
+++ b/man/examples/examples-contingency-table.R
@@ -0,0 +1,77 @@
+#### -------------------- association test ------------------------ ####
+
+# ------------------------ frequentist ---------------------------------
+
+# unpaired
+
+set.seed(123)
+contingency_table(
+  data   = mtcars,
+  x      = am,
+  y      = vs,
+  paired = FALSE
+)
+
+# paired
+
+paired_data <- tibble(
+  response_before = structure(c(1L, 2L, 1L, 2L), levels = c("no", "yes"), class = "factor"),
+  response_after = structure(c(1L, 1L, 2L, 2L), levels = c("no", "yes"), class = "factor"),
+  Freq = c(65L, 25L, 5L, 5L)
+)
+
+set.seed(123)
+contingency_table(
+  data   = paired_data,
+  x      = response_before,
+  y      = response_after,
+  paired = TRUE,
+  counts = Freq
+)
+
+# ------------------------ Bayesian -------------------------------------
+
+# unpaired
+
+set.seed(123)
+contingency_table(
+  data = mtcars,
+  x = am,
+  y = vs,
+  paired = FALSE,
+  type = "bayes"
+)
+
+# paired
+
+set.seed(123)
+contingency_table(
+  data = paired_data,
+  x = response_before,
+  y = response_after,
+  paired = TRUE,
+  counts = Freq,
+  type = "bayes"
+)
+
+#### -------------------- goodness-of-fit test -------------------- ####
+
+# ------------------------ frequentist ---------------------------------
+
+set.seed(123)
+contingency_table(
+  data   = as.data.frame(HairEyeColor),
+  x      = Eye,
+  counts = Freq
+)
+
+# ------------------------ Bayesian -------------------------------------
+
+set.seed(123)
+contingency_table(
+  data   = as.data.frame(HairEyeColor),
+  x      = Eye,
+  counts = Freq,
+  ratio  = c(0.2, 0.2, 0.3, 0.3),
+  type   = "bayes"
+)
diff --git a/man/figures/README-anova_parametric2-1.png b/man/figures/README-anova_parametric2-1.png
index f98d0957..b71cc504 100644
Binary files a/man/figures/README-anova_parametric2-1.png and b/man/figures/README-anova_parametric2-1.png differ
diff --git a/man/figures/README-centrality-1.png b/man/figures/README-centrality-1.png
index 67d15d2e..45401349 100644
Binary files a/man/figures/README-centrality-1.png and b/man/figures/README-centrality-1.png differ
diff --git a/man/figures/README-gof-1.png b/man/figures/README-gof-1.png
index 059725b7..ceac6485 100644
Binary files a/man/figures/README-gof-1.png and b/man/figures/README-gof-1.png differ
diff --git a/vignettes/web_only/dataframe_outputs.Rmd b/vignettes/web_only/dataframe_outputs.Rmd
index bfb6942e..87d64756 100644
--- a/vignettes/web_only/dataframe_outputs.Rmd
+++ b/vignettes/web_only/dataframe_outputs.Rmd
@@ -181,76 +181,9 @@ oneway_anova(
 
 ## Contingency table analyses
 
-### association test
-
-```{r}
-#| label = "conttabs"
-
-# ------------------------ frequentist -----------------------------
-
-# unpaired
-set.seed(123)
-contingency_table(
-  data   = mtcars,
-  x      = am,
-  y      = vs,
-  paired = FALSE
-)
-
-# paired
-## example data
-paired_data <- tibble(
-  response_before = structure(c(1L, 2L, 1L, 2L), levels = c("no", "yes"), class = "factor"),
-  response_after = structure(c(1L, 1L, 2L, 2L), levels = c("no", "yes"), class = "factor"),
-  Freq = c(65L, 25L, 5L, 5L)
-)
-
-set.seed(123)
-contingency_table(
-  data   = paired_data,
-  x      = response_before,
-  y      = response_after,
-  paired = TRUE,
-  counts = "Freq"
-)
-
-# ------------------------ Bayesian -----------------------------
-
-# unpaired
-set.seed(123)
-contingency_table(
-  data   = mtcars,
-  x      = am,
-  y      = vs,
-  paired = FALSE,
-  type   = "bayes"
-)
-```
-
-### goodness-of-fit tests
-
 ```{r}
-#| label = "gof"
-# ------------------------ frequentist -----------------------------
-
-# with counts
-set.seed(123)
-contingency_table(
-  data   = as.data.frame(HairEyeColor),
-  x      = Eye,
-  counts = Freq
-)
-
-# ------------------------ Bayesian -----------------------------
-
-set.seed(123)
-contingency_table(
-  data   = as.data.frame(HairEyeColor),
-  x      = Eye,
-  counts = Freq,
-  ratio  = c(0.2, 0.2, 0.3, 0.3),
-  type   = "bayes"
-)
+#| label = "crosstabs",
+#| file = "../../man/examples/examples-contingency-table.R"
 ```
 
 ## Correlation analyses