diff --git a/DESCRIPTION b/DESCRIPTION
index 31569b1..e8780ed 100644
--- a/DESCRIPTION
+++ b/DESCRIPTION
@@ -1,7 +1,7 @@
 Type: Package
 Package: SummaryTables
 Title: Publication-Ready Summary Tables for Jamovi
-Version: 1.2.1
+Version: 1.3.0
 Authors@R: 
     person("Nour Edin", "Darwish", , "nouredindarwish@gmail.com", role = c("aut", "cre"),
            comment = c(ORCID = "0009-0009-5527-4539"))
@@ -32,6 +32,7 @@ Imports:
     cards (>= 0.7.1),
     cardx (>= 0.3.1),
     cli,
+    datawizard,
     dplyr,
     effectsize,
     flextable,
@@ -50,7 +51,7 @@ Remotes:
     insightsengineering/cards@v0.7.1,
     insightsengineering/cardx@v0.3.1,
     ddsjoberg/gtsummary@952b665
+Config/roxygen2/version: 8.0.0
 Encoding: UTF-8
 LazyData: true
 Roxygen: list(markdown = TRUE)
-RoxygenNote: 7.3.3
diff --git a/NEWS.md b/NEWS.md
index bc28173..9944330 100644
--- a/NEWS.md
+++ b/NEWS.md
@@ -1,3 +1,10 @@
+## SummaryTables 1.3.0
+
+* Added Standardized Coefficients for Linear Regression analyses (both Univariable and Multivariable).
+* Added a rounding option for 16 decimal places across all analyses.
+* Enhanced UI labels.
+* General bug-fixes and improvements.
+
 ## SummaryTables 1.2.1
 
 * Fixed an issue that caused an error when customizing the number of decimal places in the Continuous Table.
diff --git a/R/regression.R b/R/regression.R
index 6faad59..37c94c8 100644
--- a/R/regression.R
+++ b/R/regression.R
@@ -37,7 +37,7 @@ validateFactorPolynomials <- function(data, terms) {
 #' @param terms modelTerms list from self$options$modelTerms
 #' @return A formula object
 buildFormula <- function(y, terms) {
-  as.formula(
+  stats::as.formula(
     paste(
       y,
       "~",
@@ -128,6 +128,54 @@ buildMultiRegTable <- function(model, options, b64Map) {
 }
 
 
+# lmStd ---------------------------------------------------------------------
+
+#' Fit standard linear regression model on standardized variables
+#'
+#' @param formula Model formula
+#' @param data Data frame
+#' @param ... Extra arguments passed to lm
+#' @return An lm model object fitted on standardized complete cases
+lmStd <- function(formula, data, ...) {
+  # Goal: produce the same standardized coefficients (betas) as
+  # parameters::standardize_parameters(method = "refit").
+  #
+  # How standardize_parameters(method = "refit") works internally:
+  #   1. Extracts the model frame via insight::get_data(model, source = "mf"),
+  #      which is the data AFTER listwise deletion — rows with NA in ANY
+  #      variable used by the model (numeric OR factor) are already gone.
+
+  #   2. Standardizes that complete-case data with datawizard::standardize()
+  #      (factors are left untouched by default since force = FALSE).
+  #   3. Refits the model on the standardized complete-case data.
+  #
+  # Previously we used:
+  #   datawizard::standardize(data, select = select_vars, remove_na = "selected")
+  # This had a bug: with force = FALSE (default), datawizard internally
+  # excludes factor columns from the "selected" set, so remove_na = "selected"
+  # only checked numeric columns for NAs. Rows with NA in a factor (but not
+  # in any numeric column) were KEPT, meaning mean/SD was computed from MORE
+  # rows than lm() actually uses (lm() does its own listwise deletion).
+  # This produced different standardized coefficients than
+  # parameters::standardize_parameters(method = "refit").
+  #
+  # We also cannot use remove_na = "all" on the full data frame, because
+  # "all" checks EVERY column — including ones not in the formula. NAs in
+  # unrelated columns would incorrectly drop rows.
+  #
+  # Fix: subset to formula columns first (data[select_vars]), then use
+  # remove_na = "all". This performs listwise deletion on exactly the
+  # variables the model uses, matching what lm() and
+  # parameters::standardize_parameters(method = "refit") do.
+  select_vars <- all.vars(formula)
+  data <- datawizard::standardize(
+    data[select_vars],
+    remove_na = "all"
+  )
+  stats::lm(formula, data = data, ...)
+}
+
+
 # buildUniRegTable ----------------------------------------------------------
 
 #' Build a univariable tbl_uvregression table
diff --git a/R/survival.R b/R/survival.R
index 64e1e41..d9dac0a 100644
--- a/R/survival.R
+++ b/R/survival.R
@@ -78,7 +78,7 @@ buildSurvfitList <- function(data, elapsedB64, eventB64, strataB64, confInt) {
   survLHS <- sprintf("survival::Surv(%s, %s)", elapsedB64, eventB64)
 
   # Overall
-  overallF <- reformulate("1", response = survLHS)
+  overallF <- stats::reformulate("1", response = survLHS)
   fits <- list(
     rlang::inject(survival::survfit(
       !!overallF,
@@ -89,7 +89,7 @@ buildSurvfitList <- function(data, elapsedB64, eventB64, strataB64, confInt) {
 
   # One fit per stratifying variable (each analyzed independently)
   for (s in strataB64) {
-    stratumF <- reformulate(s, response = survLHS)
+    stratumF <- stats::reformulate(s, response = survLHS)
     fits <- c(
       fits,
       list(
diff --git a/R/tblcontinuous.h.R b/R/tblcontinuous.h.R
index 0874a8b..98f4305 100644
--- a/R/tblcontinuous.h.R
+++ b/R/tblcontinuous.h.R
@@ -199,7 +199,8 @@ tblContinuousOptions <- if (requireNamespace("jmvcore", quietly=TRUE)) R6::R6Cla
                     "2",
                     "3",
                     "4",
-                    "5"),
+                    "5",
+                    "16"),
                 default="auto")
             private$..addPvalue <- jmvcore::OptionBool$new(
                 "addPvalue",
diff --git a/R/tblcross.h.R b/R/tblcross.h.R
index cb7544e..7d4c70f 100644
--- a/R/tblcross.h.R
+++ b/R/tblcross.h.R
@@ -88,7 +88,8 @@ tblCrossOptions <- if (requireNamespace("jmvcore", quietly=TRUE)) R6::R6Class(
                     "2",
                     "3",
                     "4",
-                    "5"),
+                    "5",
+                    "16"),
                 default="auto")
             private$..margin <- jmvcore::OptionList$new(
                 "margin",
diff --git a/R/tbllikert.h.R b/R/tbllikert.h.R
index 0f36907..8f6cf5a 100644
--- a/R/tbllikert.h.R
+++ b/R/tbllikert.h.R
@@ -81,7 +81,8 @@ tblLikertOptions <- if (requireNamespace("jmvcore", quietly=TRUE)) R6::R6Class(
                     "2",
                     "3",
                     "4",
-                    "5"),
+                    "5",
+                    "16"),
                 default="auto")
             private$..levelOrder <- jmvcore::OptionList$new(
                 "levelOrder",
diff --git a/R/tblregcox.h.R b/R/tblregcox.h.R
index 69ccfbf..9844036 100644
--- a/R/tblregcox.h.R
+++ b/R/tblregcox.h.R
@@ -114,7 +114,8 @@ tblRegCoxOptions <- if (requireNamespace("jmvcore", quietly=TRUE)) R6::R6Class(
                     "2",
                     "3",
                     "4",
-                    "5"),
+                    "5",
+                    "16"),
                 default="auto")
             private$..confInt <- jmvcore::OptionBool$new(
                 "confInt",
diff --git a/R/tblreglinear.b.R b/R/tblreglinear.b.R
index b909b89..1fcc9c7 100644
--- a/R/tblreglinear.b.R
+++ b/R/tblreglinear.b.R
@@ -67,7 +67,42 @@ tblRegLinearClass <- R6::R6Class(
           # Formula and model ---------------------------------------------------
           termsB64 <- lapply(terms, jmvcore::toB64)
           formula <- buildFormula(depB64, termsB64)
-          model <- runSafe(lm(formula, data = data), collector)
+
+          if (self$options$standardize) {
+            # Goal: produce the same standardized coefficients (betas) as
+            # parameters::standardize_parameters(method = "refit").
+            #
+            # How standardize_parameters(method = "refit") works internally:
+            #   1. Extracts the model frame (data AFTER listwise deletion —
+            #      rows with NA in ANY variable, numeric OR factor, are gone).
+            #   2. Standardizes that complete-case data with
+            #      datawizard::standardize() (factors untouched, force = FALSE).
+            #   3. Refits the model on the standardized complete-case data.
+            #
+            # Previously we used:
+            #   standardize(data, select = ..., remove_na = "selected")
+            # Bug: with force = FALSE (default), datawizard excludes factors
+            # from the internal "selected" set, so remove_na = "selected" only
+            # checked numeric columns for NAs. Rows with NA in a factor (but
+            # not in any numeric) were KEPT, meaning mean/SD was computed from
+            # MORE rows than lm() actually uses — producing wrong betas.
+            #
+            # We also cannot use remove_na = "all" on the full data frame,
+            # because "all" checks EVERY column — including ones not in the
+            # formula. NAs in unrelated columns would incorrectly drop rows.
+            #
+            # Fix: subset to formula columns first (data[select_vars]), then
+            # use remove_na = "all". This performs listwise deletion on exactly
+            # the variables the model uses, matching what lm() and
+            # parameters::standardize_parameters(method = "refit") do.
+            select_vars <- all.vars(formula)
+            data <- datawizard::standardize(
+              data[select_vars],
+              remove_na = "all"
+            )
+          }
+
+          model <- runSafe(stats::lm(formula, data = data), collector)
 
           # Regression table ----------------------------------------------------
           table <- runSafe(
@@ -75,6 +110,15 @@ tblRegLinearClass <- R6::R6Class(
             collector
           )
 
+          # Change header -------------------------------------------------------
+          coefHeader <- if (self$options$standardize) {
+            "**Standardized Coefficient**"
+          } else {
+            "**Coefficient**"
+          }
+          table <- table |>
+            gtsummary::modify_header(estimate = coefHeader)
+
           # Pipeline ------------------------------------------------------------
           table <- pipeAddGlobalP(
             table,
diff --git a/R/tblreglinear.h.R b/R/tblreglinear.h.R
index e69f5f1..ef32e1e 100644
--- a/R/tblreglinear.h.R
+++ b/R/tblreglinear.h.R
@@ -12,6 +12,7 @@ tblRegLinearOptions <- if (requireNamespace("jmvcore", quietly=TRUE)) R6::R6Clas
             manualRun = FALSE,
             run = FALSE,
             modelTerms = NULL,
+            standardize = FALSE,
             digitsCoef = "auto",
             confInt = TRUE,
             confLevel = 95,
@@ -83,6 +84,10 @@ tblRegLinearOptions <- if (requireNamespace("jmvcore", quietly=TRUE)) R6::R6Clas
             private$..modelTerms <- jmvcore::OptionTerms$new(
                 "modelTerms",
                 modelTerms)
+            private$..standardize <- jmvcore::OptionBool$new(
+                "standardize",
+                standardize,
+                default=FALSE)
             private$..digitsCoef <- jmvcore::OptionList$new(
                 "digitsCoef",
                 digitsCoef,
@@ -93,7 +98,8 @@ tblRegLinearOptions <- if (requireNamespace("jmvcore", quietly=TRUE)) R6::R6Clas
                     "2",
                     "3",
                     "4",
-                    "5"),
+                    "5",
+                    "16"),
                 default="auto")
             private$..confInt <- jmvcore::OptionBool$new(
                 "confInt",
@@ -275,6 +281,7 @@ tblRegLinearOptions <- if (requireNamespace("jmvcore", quietly=TRUE)) R6::R6Clas
             self$.addOption(private$..manualRun)
             self$.addOption(private$..run)
             self$.addOption(private$..modelTerms)
+            self$.addOption(private$..standardize)
             self$.addOption(private$..digitsCoef)
             self$.addOption(private$..confInt)
             self$.addOption(private$..confLevel)
@@ -315,6 +322,7 @@ tblRegLinearOptions <- if (requireNamespace("jmvcore", quietly=TRUE)) R6::R6Clas
         manualRun = function() private$..manualRun$value,
         run = function() private$..run$value,
         modelTerms = function() private$..modelTerms$value,
+        standardize = function() private$..standardize$value,
         digitsCoef = function() private$..digitsCoef$value,
         confInt = function() private$..confInt$value,
         confLevel = function() private$..confLevel$value,
@@ -354,6 +362,7 @@ tblRegLinearOptions <- if (requireNamespace("jmvcore", quietly=TRUE)) R6::R6Clas
         ..manualRun = NA,
         ..run = NA,
         ..modelTerms = NA,
+        ..standardize = NA,
         ..digitsCoef = NA,
         ..confInt = NA,
         ..confLevel = NA,
@@ -445,6 +454,7 @@ tblRegLinearBase <- if (requireNamespace("jmvcore", quietly=TRUE)) R6::R6Class(
 #' @param manualRun .
 #' @param run .
 #' @param modelTerms .
+#' @param standardize .
 #' @param digitsCoef .
 #' @param confInt .
 #' @param confLevel .
@@ -498,6 +508,7 @@ tblRegLinear <- function(
     manualRun = FALSE,
     run = FALSE,
     modelTerms,
+    standardize = FALSE,
     digitsCoef = "auto",
     confInt = TRUE,
     confLevel = 95,
@@ -554,6 +565,7 @@ tblRegLinear <- function(
         manualRun = manualRun,
         run = run,
         modelTerms = modelTerms,
+        standardize = standardize,
         digitsCoef = digitsCoef,
         confInt = confInt,
         confLevel = confLevel,
diff --git a/R/tblreglogistic.h.R b/R/tblreglogistic.h.R
index ffad326..7763f2d 100644
--- a/R/tblreglogistic.h.R
+++ b/R/tblreglogistic.h.R
@@ -100,7 +100,8 @@ tblRegLogisticOptions <- if (requireNamespace("jmvcore", quietly=TRUE)) R6::R6Cl
                     "2",
                     "3",
                     "4",
-                    "5"),
+                    "5",
+                    "16"),
                 default="auto")
             private$..confInt <- jmvcore::OptionBool$new(
                 "confInt",
diff --git a/R/tblsummary.h.R b/R/tblsummary.h.R
index e1ad8c2..be1adba 100644
--- a/R/tblsummary.h.R
+++ b/R/tblsummary.h.R
@@ -278,7 +278,8 @@ tblSummaryOptions <- if (requireNamespace("jmvcore", quietly=TRUE)) R6::R6Class(
                     "2",
                     "3",
                     "4",
-                    "5"),
+                    "5",
+                    "16"),
                 default="auto")
             private$..statCatDefault <- jmvcore::OptionList$new(
                 "statCatDefault",
@@ -317,7 +318,8 @@ tblSummaryOptions <- if (requireNamespace("jmvcore", quietly=TRUE)) R6::R6Class(
                     "2",
                     "3",
                     "4",
-                    "5"),
+                    "5",
+                    "16"),
                 default="auto")
             private$..percent <- jmvcore::OptionList$new(
                 "percent",
@@ -407,7 +409,8 @@ tblSummaryOptions <- if (requireNamespace("jmvcore", quietly=TRUE)) R6::R6Class(
                     "2",
                     "3",
                     "4",
-                    "5"),
+                    "5",
+                    "16"),
                 default="auto")
             private$..diffDichotDefault <- jmvcore::OptionList$new(
                 "diffDichotDefault",
@@ -444,7 +447,8 @@ tblSummaryOptions <- if (requireNamespace("jmvcore", quietly=TRUE)) R6::R6Class(
                     "2",
                     "3",
                     "4",
-                    "5"),
+                    "5",
+                    "16"),
                 default="auto")
             private$..diffDigitsCat <- jmvcore::OptionList$new(
                 "diffDigitsCat",
@@ -456,7 +460,8 @@ tblSummaryOptions <- if (requireNamespace("jmvcore", quietly=TRUE)) R6::R6Class(
                     "2",
                     "3",
                     "4",
-                    "5"),
+                    "5",
+                    "16"),
                 default="auto")
             private$..addPvalue <- jmvcore::OptionBool$new(
                 "addPvalue",
@@ -623,7 +628,8 @@ tblSummaryOptions <- if (requireNamespace("jmvcore", quietly=TRUE)) R6::R6Class(
                     "2",
                     "3",
                     "4",
-                    "5"),
+                    "5",
+                    "16"),
                 default="auto")
             private$..ciCatDefault <- jmvcore::OptionList$new(
                 "ciCatDefault",
@@ -670,7 +676,8 @@ tblSummaryOptions <- if (requireNamespace("jmvcore", quietly=TRUE)) R6::R6Class(
                     "2",
                     "3",
                     "4",
-                    "5"),
+                    "5",
+                    "16"),
                 default="auto")
             private$..path <- jmvcore::OptionString$new(
                 "path",
diff --git a/R/tblsurvfit.h.R b/R/tblsurvfit.h.R
index 0bc3bb2..df264a8 100644
--- a/R/tblsurvfit.h.R
+++ b/R/tblsurvfit.h.R
@@ -113,7 +113,8 @@ tblSurvfitOptions <- if (requireNamespace("jmvcore", quietly=TRUE)) R6::R6Class(
                     "2",
                     "3",
                     "4",
-                    "5"),
+                    "5",
+                    "16"),
                 default="auto")
             private$..confLevel <- jmvcore::OptionNumber$new(
                 "confLevel",
diff --git a/R/tbluniregcox.h.R b/R/tbluniregcox.h.R
index 7afaf28..664bdca 100644
--- a/R/tbluniregcox.h.R
+++ b/R/tbluniregcox.h.R
@@ -117,7 +117,8 @@ tblUniRegCoxOptions <- if (requireNamespace("jmvcore", quietly=TRUE)) R6::R6Clas
                     "2",
                     "3",
                     "4",
-                    "5"),
+                    "5",
+                    "16"),
                 default="auto")
             private$..confInt <- jmvcore::OptionBool$new(
                 "confInt",
diff --git a/R/tblunireglinear.b.R b/R/tblunireglinear.b.R
index e31698f..9935e1e 100644
--- a/R/tblunireglinear.b.R
+++ b/R/tblunireglinear.b.R
@@ -58,17 +58,27 @@ tblUniRegLinearClass <- R6::R6Class(
           depB64 <- jmvcore::toB64(dep)
 
           # Regression table ----------------------------------------------------
+          method <- if (self$options$standardize) lmStd else stats::lm
           table <- runSafe(
             buildUniRegTable(
               data = data,
               y = depB64,
               include = jmvcore::toB64(self$options$varOrder),
-              method = lm,
+              method = method,
               options = self$options
             ),
             collector
           )
 
+          # Change header -------------------------------------------------------
+          coefHeader <- if (self$options$standardize) {
+            "**Standardized Coefficient**"
+          } else {
+            "**Coefficient**"
+          }
+          table <- table |>
+            gtsummary::modify_header(estimate = coefHeader)
+
           # Pipeline ------------------------------------------------------------
           table <- pipeAddGlobalP(
             table,
diff --git a/R/tblunireglinear.h.R b/R/tblunireglinear.h.R
index 019267b..77b3570 100644
--- a/R/tblunireglinear.h.R
+++ b/R/tblunireglinear.h.R
@@ -12,6 +12,7 @@ tblUniRegLinearOptions <- if (requireNamespace("jmvcore", quietly=TRUE)) R6::R6C
             varOrder = list(),
             manualRun = FALSE,
             run = FALSE,
+            standardize = FALSE,
             digitsCoef = "auto",
             confInt = TRUE,
             confLevel = 95,
@@ -85,6 +86,10 @@ tblUniRegLinearOptions <- if (requireNamespace("jmvcore", quietly=TRUE)) R6::R6C
             private$..run <- jmvcore::OptionAction$new(
                 "run",
                 run)
+            private$..standardize <- jmvcore::OptionBool$new(
+                "standardize",
+                standardize,
+                default=FALSE)
             private$..digitsCoef <- jmvcore::OptionList$new(
                 "digitsCoef",
                 digitsCoef,
@@ -95,7 +100,8 @@ tblUniRegLinearOptions <- if (requireNamespace("jmvcore", quietly=TRUE)) R6::R6C
                     "2",
                     "3",
                     "4",
-                    "5"),
+                    "5",
+                    "16"),
                 default="auto")
             private$..confInt <- jmvcore::OptionBool$new(
                 "confInt",
@@ -261,6 +267,7 @@ tblUniRegLinearOptions <- if (requireNamespace("jmvcore", quietly=TRUE)) R6::R6C
             self$.addOption(private$..varOrder)
             self$.addOption(private$..manualRun)
             self$.addOption(private$..run)
+            self$.addOption(private$..standardize)
             self$.addOption(private$..digitsCoef)
             self$.addOption(private$..confInt)
             self$.addOption(private$..confLevel)
@@ -298,6 +305,7 @@ tblUniRegLinearOptions <- if (requireNamespace("jmvcore", quietly=TRUE)) R6::R6C
         varOrder = function() private$..varOrder$value,
         manualRun = function() private$..manualRun$value,
         run = function() private$..run$value,
+        standardize = function() private$..standardize$value,
         digitsCoef = function() private$..digitsCoef$value,
         confInt = function() private$..confInt$value,
         confLevel = function() private$..confLevel$value,
@@ -334,6 +342,7 @@ tblUniRegLinearOptions <- if (requireNamespace("jmvcore", quietly=TRUE)) R6::R6C
         ..varOrder = NA,
         ..manualRun = NA,
         ..run = NA,
+        ..standardize = NA,
         ..digitsCoef = NA,
         ..confInt = NA,
         ..confLevel = NA,
@@ -422,6 +431,7 @@ tblUniRegLinearBase <- if (requireNamespace("jmvcore", quietly=TRUE)) R6::R6Clas
 #' @param varOrder .
 #' @param manualRun .
 #' @param run .
+#' @param standardize .
 #' @param digitsCoef .
 #' @param confInt .
 #' @param confLevel .
@@ -472,6 +482,7 @@ tblUniRegLinear <- function(
     varOrder = list(),
     manualRun = FALSE,
     run = FALSE,
+    standardize = FALSE,
     digitsCoef = "auto",
     confInt = TRUE,
     confLevel = 95,
@@ -524,6 +535,7 @@ tblUniRegLinear <- function(
         varOrder = varOrder,
         manualRun = manualRun,
         run = run,
+        standardize = standardize,
         digitsCoef = digitsCoef,
         confInt = confInt,
         confLevel = confLevel,
diff --git a/R/tblunireglogistic.h.R b/R/tblunireglogistic.h.R
index cfed7b3..14a4816 100644
--- a/R/tblunireglogistic.h.R
+++ b/R/tblunireglogistic.h.R
@@ -102,7 +102,8 @@ tblUniRegLogisticOptions <- if (requireNamespace("jmvcore", quietly=TRUE)) R6::R
                     "2",
                     "3",
                     "4",
-                    "5"),
+                    "5",
+                    "16"),
                 default="auto")
             private$..confInt <- jmvcore::OptionBool$new(
                 "confInt",
diff --git a/docs/assets/standardized-coefficients.png b/docs/assets/standardized-coefficients.png
new file mode 100644
index 0000000..a5f4147
Binary files /dev/null and b/docs/assets/standardized-coefficients.png differ
diff --git a/docs/assets/stats-digits.png b/docs/assets/stats-digits.png
index 077c911..014ea9c 100644
Binary files a/docs/assets/stats-digits.png and b/docs/assets/stats-digits.png differ
diff --git a/docs/user-guide.md b/docs/user-guide.md
index 572992e..3c539c7 100644
--- a/docs/user-guide.md
+++ b/docs/user-guide.md
@@ -67,7 +67,7 @@ You can independently set the rounding rules for various elements in your tables
 </figure>
 
 * **Auto (Default):** Typically uses adaptive decimal places, though certain themes may affect this behavior.
-* **Fixed (0 to 5):** Uses a fixed number of decimal places.
+* **Fixed (0-5, 16):** Uses a fixed number of decimal places.
 
 #### P-Values
 
@@ -124,11 +124,11 @@ If you want specific tests for specific variables, you can manually select a dif
     When you select the **SMD** option as your **Difference** method, the values are calculated using the [`smd` R package](https://bsaul.github.io/smd/index.html).
 
     <figure markdown="span">
-      ![Jamovi interface showing the SMD method selected under the Difference options](assets/difference-smd.png){ loading=lazy width="500" }
+      ![jamovi interface showing the SMD method selected under the Difference options](assets/difference-smd.png){ loading=lazy width="500" }
     </figure>
 
 !!! failure "Multiple P-Value Columns Error"
-    If you select a **Difference** method that generates a p-value and you also check **Add p-value** under the general **P-value** section, an error will occur. The table cannot display multiple p-value columns simultaneously.
+    If you select a **Difference** method that generates a p-value and you also check **P-value** under the general **P-value** section, an error will occur. The table cannot display multiple p-value columns simultaneously.
 
     <figure markdown="span">
       ![Error message displayed in jamovi when attempting to add multiple p-value columns](assets/multiple-pvalues-error.png){ loading=lazy width="500" }
@@ -141,12 +141,23 @@ It is important to understand the fundamental difference in how the **Univariabl
 * **Univariable Regression:** Fits *one separate model per predictor*. If you add 5 variables across the **Covariates** and **Factors** lists, the module will fit 5 distinct simple regression models (each predicting the dependent variable using just that one predictor) and combine the results into a single table.
 * **Multivariable Regression:** Fits *one single model containing all predictors*. If you add 5 variables across the **Covariates** and **Factors** lists, the module will fit a single model where all 5 variables are included simultaneously, adjusting for each other.
 
+### Regression Tables: Standardized Coefficients
+
+For linear regression models, SummaryTables allows you to report standardized coefficients.
+
+<figure markdown="span">
+  ![jamovi interface highlighting the Standardized Coefficients option in regression tables](assets/standardized-coefficients.png){ loading=lazy width="500" }
+</figure>
+
+!!! info "Difference from SPSS"
+    If you are coming from SPSS, your results might look different because SPSS standardizes all variables, whereas we do not standardize **Factors**. We only standardize continuous variables (including **Covariates** and the **Dependent Variable**). This approach—which is also used by jamovi's default linear regression and GAMLj—is comparable to the "refit" method in the [`parameters` R package](https://easystats.github.io/parameters/reference/standardize_parameters.html#details).
+
 ### Survival and Cox Regression: Event Variable Coding
 
 When using the **Survival Table** or **Cox Regression** analyses, the **Event variable** must be coded correctly:
 
 <figure markdown="span">
-  ![Jamovi interface showing the Event variable assignment and Event level selection](assets/event-variable-options.png){ loading=lazy width="500" }
+  ![jamovi interface showing the Event variable assignment and Event level selection](assets/event-variable-options.png){ loading=lazy width="500" }
 </figure>
 
 * **If continuous:** You can use either `0` and `1` (0 = censored, 1 = event) OR `1` and `2` (1 = censored, 2 = event). Any other numeric values will cause an error.
diff --git a/jamovi/0000.yaml b/jamovi/0000.yaml
index f015ed6..b70fbfb 100644
--- a/jamovi/0000.yaml
+++ b/jamovi/0000.yaml
@@ -1,12 +1,12 @@
 ---
 title: Publication-Ready Summary Tables
 name: SummaryTables
-version: 1.2.1
+version: 1.3.0
 jms: '1.0'
 authors:
   - Nour Edin Darwish
 maintainer: Nour Edin Darwish <nouredindarwish@gmail.com>
-date: '2026-05-17'
+date: '2026-05-23'
 type: R
 description: >-
   A comprehensive module for creating publication-ready summary and regression
diff --git a/jamovi/tblcontinuous.a.yaml b/jamovi/tblcontinuous.a.yaml
index b53d0e6..b1ec2b6 100644
--- a/jamovi/tblcontinuous.a.yaml
+++ b/jamovi/tblcontinuous.a.yaml
@@ -44,7 +44,7 @@ options:
     type: Action
 
   - name: addOverall
-    title: Add overall column (requires Grouping Variable)
+    title: Overall column (requires Grouping Variable)
     type: Bool
     default: false
 
@@ -222,10 +222,12 @@ options:
         name: "4"
       - title: "5"
         name: "5"
+      - title: "16"
+        name: "16"
     default: auto
 
   - name: addPvalue
-    title: Add p-value
+    title: P-value
     type: Bool
     default: false
 
@@ -305,7 +307,7 @@ options:
     default: 0.05
 
   - name: addQ
-    title: Add q-value (requires p-value)
+    title: Q-value (requires p-value)
     type: Bool
     default: false
 
diff --git a/jamovi/tblcross.a.yaml b/jamovi/tblcross.a.yaml
index 9824816..d88891b 100644
--- a/jamovi/tblcross.a.yaml
+++ b/jamovi/tblcross.a.yaml
@@ -77,10 +77,12 @@ options:
         name: "4"
       - title: "5"
         name: "5"
+      - title: "16"
+        name: "16"
     default: auto
 
   - name: margin
-    title: Show
+    title: Totals
     type: List
     options:
       - title: Row & Column
@@ -195,7 +197,7 @@ options:
     default: false
 
   - name: addPvalue
-    title: Add p-value
+    title: P-value
     type: Bool
     default: false
 
@@ -240,7 +242,7 @@ options:
     default: 0.05
 
   - name: sourceNote
-    title: Show p-value as source note
+    title: P-value as source note
     type: Bool
     default: false
 
diff --git a/jamovi/tbllikert.a.yaml b/jamovi/tbllikert.a.yaml
index e1b8b63..4ebfb39 100644
--- a/jamovi/tbllikert.a.yaml
+++ b/jamovi/tbllikert.a.yaml
@@ -77,6 +77,8 @@ options:
         name: "4"
       - title: "5"
         name: "5"
+      - title: "16"
+        name: "16"
     default: auto
 
   - name: levelOrder
@@ -90,7 +92,7 @@ options:
     default: asFirst
 
   - name: addN
-    title: Add N column
+    title: N column
     type: Bool
     default: false
 
@@ -100,7 +102,7 @@ options:
     default: false
 
   - name: addNFootnote
-    title: Show footnote
+    title: Footnote
     type: Bool
     default: true
 
diff --git a/jamovi/tblregcox.a.yaml b/jamovi/tblregcox.a.yaml
index 5e61ee4..6ef95b6 100644
--- a/jamovi/tblregcox.a.yaml
+++ b/jamovi/tblregcox.a.yaml
@@ -64,7 +64,7 @@ options:
     type: Terms
 
   - name: exponentiate
-    title: Hazard ratio (exponentiate coefficients)
+    title: Hazard ratio (exponentiated coefficient)
     type: Bool
     default: true
 
@@ -86,15 +86,17 @@ options:
         name: "4"
       - title: "5"
         name: "5"
+      - title: "16"
+        name: "16"
     default: auto
 
   - name: confInt
-    title: Show confidence interval
+    title: Confidence interval
     type: Bool
     default: true
 
   - name: confLevel
-    title: Confidence level
+    title: Level
     type: Number
     min: 50
     max: 99.9
@@ -106,12 +108,12 @@ options:
     default: false
 
   - name: addRefRowEstimate
-    title: Show reference value
+    title: Reference level coefficient
     type: Bool
     default: false
 
   - name: addN
-    title: Add N column
+    title: N column
     type: Bool
     default: false
 
@@ -128,7 +130,7 @@ options:
     default: label
 
   - name: addNEvent
-    title: Add event N column
+    title: Event N column
     type: Bool
     default: false
 
@@ -203,17 +205,17 @@ options:
     default: false
 
   - name: starsShowCi
-    title: Show confidence interval
+    title: Confidence interval
     type: Bool
     default: false
 
   - name: starsShowP
-    title: Show p-value
+    title: P-value
     type: Bool
     default: false
 
   - name: starsShowSe
-    title: Show standard error
+    title: Standard error
     type: Bool
     default: true
 
@@ -297,7 +299,7 @@ options:
     default: false
 
   - name: addQ
-    title: Add q-value
+    title: Q-value
     type: Bool
     default: false
 
diff --git a/jamovi/tblreglinear.a.yaml b/jamovi/tblreglinear.a.yaml
index f53b0b2..78e65e0 100644
--- a/jamovi/tblreglinear.a.yaml
+++ b/jamovi/tblreglinear.a.yaml
@@ -48,6 +48,11 @@ options:
     title: Model Terms
     type: Terms
 
+  - name: standardize
+    title: Standardized coefficient
+    type: Bool
+    default: false
+
   - name: digitsCoef
     title: Decimal places (coefficient & CI)
     type: List
@@ -66,15 +71,17 @@ options:
         name: "4"
       - title: "5"
         name: "5"
+      - title: "16"
+        name: "16"
     default: auto
 
   - name: confInt
-    title: Show confidence interval
+    title: Confidence interval
     type: Bool
     default: true
 
   - name: confLevel
-    title: Confidence level
+    title: Level
     type: Number
     min: 50
     max: 99.9
@@ -86,17 +93,17 @@ options:
     default: false
 
   - name: intercept
-    title: Show intercept
+    title: Intercept row
     type: Bool
     default: false
 
   - name: addRefRowEstimate
-    title: Show reference value
+    title: Reference level coefficient
     type: Bool
     default: false
 
   - name: addN
-    title: Add N column
+    title: N column
     type: Bool
     default: false
 
@@ -171,17 +178,17 @@ options:
     default: false
 
   - name: starsShowCi
-    title: Show confidence interval
+    title: Confidence interval
     type: Bool
     default: false
 
   - name: starsShowP
-    title: Show p-value
+    title: P-value
     type: Bool
     default: false
 
   - name: starsShowSe
-    title: Show standard error
+    title: Standard error
     type: Bool
     default: true
 
@@ -265,7 +272,7 @@ options:
     default: false
 
   - name: addQ
-    title: Add q-value
+    title: Q-value
     type: Bool
     default: false
 
diff --git a/jamovi/tblreglinear.u.yaml b/jamovi/tblreglinear.u.yaml
index 06366fa..a6a1243 100644
--- a/jamovi/tblreglinear.u.yaml
+++ b/jamovi/tblreglinear.u.yaml
@@ -71,6 +71,8 @@ children:
               - type: Label
                 label: General
                 children:
+                  - type: CheckBox
+                    name: standardize
                   - type: ComboBox
                     name: digitsCoef
                   - type: CheckBox
diff --git a/jamovi/tblreglogistic.a.yaml b/jamovi/tblreglogistic.a.yaml
index f19b241..debe961 100644
--- a/jamovi/tblreglogistic.a.yaml
+++ b/jamovi/tblreglogistic.a.yaml
@@ -50,7 +50,7 @@ options:
     type: Terms
 
   - name: exponentiate
-    title: Odds ratio (exponentiate coefficients)
+    title: Odds ratio (exponentiated coefficient)
     type: Bool
     default: true
 
@@ -72,15 +72,17 @@ options:
         name: "4"
       - title: "5"
         name: "5"
+      - title: "16"
+        name: "16"
     default: auto
 
   - name: confInt
-    title: Show confidence interval
+    title: Confidence interval
     type: Bool
     default: true
 
   - name: confLevel
-    title: Confidence level
+    title: Level
     type: Number
     min: 50
     max: 99.9
@@ -92,17 +94,17 @@ options:
     default: false
 
   - name: intercept
-    title: Show intercept
+    title: Intercept row
     type: Bool
     default: false
 
   - name: addRefRowEstimate
-    title: Show reference value
+    title: Reference level coefficient
     type: Bool
     default: false
 
   - name: addN
-    title: Add N column
+    title: N column
     type: Bool
     default: false
 
@@ -119,7 +121,7 @@ options:
     default: label
 
   - name: addNEvent
-    title: Add event N column
+    title: Event N column
     type: Bool
     default: false
 
@@ -194,17 +196,17 @@ options:
     default: false
 
   - name: starsShowCi
-    title: Show confidence interval
+    title: Confidence interval
     type: Bool
     default: false
 
   - name: starsShowP
-    title: Show p-value
+    title: P-value
     type: Bool
     default: false
 
   - name: starsShowSe
-    title: Show standard error
+    title: Standard error
     type: Bool
     default: true
 
@@ -288,7 +290,7 @@ options:
     default: false
 
   - name: addQ
-    title: Add q-value
+    title: Q-value
     type: Bool
     default: false
 
diff --git a/jamovi/tblsummary.a.yaml b/jamovi/tblsummary.a.yaml
index 77932b7..837a06f 100644
--- a/jamovi/tblsummary.a.yaml
+++ b/jamovi/tblsummary.a.yaml
@@ -52,7 +52,7 @@ options:
     type: Action
 
   - name: addN
-    title: Add N column
+    title: N column
     type: Bool
     default: false
 
@@ -62,12 +62,12 @@ options:
     default: false
 
   - name: addNFootnote
-    title: Show footnote
+    title: Footnote
     type: Bool
     default: true
 
   - name: addOverall
-    title: Add overall column (requires Grouping Variable)
+    title: Overall column (requires Grouping Variable)
     type: Bool
     default: false
 
@@ -278,6 +278,8 @@ options:
         name: "4"
       - title: "5"
         name: "5"
+      - title: "16"
+        name: "16"
     default: auto
 
   - name: statCatDefault
@@ -332,6 +334,8 @@ options:
         name: "4"
       - title: "5"
         name: "5"
+      - title: "16"
+        name: "16"
     default: auto
 
   - name: percent
@@ -347,7 +351,7 @@ options:
     default: column
 
   - name: addDifference
-    title: Add difference (requires Grouping Variable with exactly 2 levels)
+    title: Difference (requires Grouping Variable with exactly 2 levels)
     type: Bool
     default: false
 
@@ -457,6 +461,8 @@ options:
         name: "4"
       - title: "5"
         name: "5"
+      - title: "16"
+        name: "16"
     default: auto
 
   - name: diffDichotDefault
@@ -506,6 +512,8 @@ options:
         name: "4"
       - title: "5"
         name: "5"
+      - title: "16"
+        name: "16"
     default: auto
 
   - name: diffDigitsCat
@@ -526,10 +534,12 @@ options:
         name: "4"
       - title: "5"
         name: "5"
+      - title: "16"
+        name: "16"
     default: auto
 
   - name: addPvalue
-    title: Add p-value (requires Grouping Variable)
+    title: P-value (requires Grouping Variable)
     type: Bool
     default: false
 
@@ -649,7 +659,7 @@ options:
           default: useDefault
 
   - name: addQ
-    title: Add q-value (requires p-value)
+    title: Q-value (requires p-value)
     type: Bool
     default: false
 
@@ -686,7 +696,7 @@ options:
     default: 0.05
 
   - name: addCi
-    title: Add confidence interval
+    title: Confidence interval
     type: Bool
     default: false
 
@@ -698,7 +708,7 @@ options:
     default: 95
 
   - name: ciMerge
-    title: Merge with statistic column
+    title: Merge CI with statistic column
     type: Bool
     default: false
 
@@ -750,6 +760,8 @@ options:
         name: "4"
       - title: "5"
         name: "5"
+      - title: "16"
+        name: "16"
     default: auto
 
   - name: ciCatDefault
@@ -820,6 +832,8 @@ options:
         name: "4"
       - title: "5"
         name: "5"
+      - title: "16"
+        name: "16"
     default: auto
 
   - name: path
diff --git a/jamovi/tblsurvfit.a.yaml b/jamovi/tblsurvfit.a.yaml
index d66a80d..252810f 100644
--- a/jamovi/tblsurvfit.a.yaml
+++ b/jamovi/tblsurvfit.a.yaml
@@ -99,6 +99,8 @@ options:
         name: "4"
       - title: "5"
         name: "5"
+      - title: "16"
+        name: "16"
     default: auto
 
   - name: confLevel
@@ -109,17 +111,17 @@ options:
     default: 95
 
   - name: addN
-    title: Add N column
+    title: N column
     type: Bool
     default: false
 
   - name: addNEvent
-    title: Add event N column
+    title: Event N column
     type: Bool
     default: false
 
   - name: addPvalue
-    title: Add p-value (requires Stratifying Variables)
+    title: P-value (requires Stratifying Variables)
     type: Bool
     default: false
 
@@ -191,7 +193,7 @@ options:
     default: 0.05
 
   - name: addQ
-    title: Add q-value (requires p-value)
+    title: Q-value (requires p-value)
     type: Bool
     default: false
 
diff --git a/jamovi/tbluniregcox.a.yaml b/jamovi/tbluniregcox.a.yaml
index 89bf4d3..9a3bb3f 100644
--- a/jamovi/tbluniregcox.a.yaml
+++ b/jamovi/tbluniregcox.a.yaml
@@ -68,7 +68,7 @@ options:
     type: Action
 
   - name: exponentiate
-    title: Hazard ratio (exponentiate coefficients)
+    title: Hazard ratio (exponentiated coefficient)
     type: Bool
     default: true
 
@@ -90,15 +90,17 @@ options:
         name: "4"
       - title: "5"
         name: "5"
+      - title: "16"
+        name: "16"
     default: auto
 
   - name: confInt
-    title: Show confidence interval
+    title: Confidence interval
     type: Bool
     default: true
 
   - name: confLevel
-    title: Confidence level
+    title: Level
     type: Number
     min: 50
     max: 99.9
@@ -110,12 +112,12 @@ options:
     default: false
 
   - name: addRefRowEstimate
-    title: Show reference value
+    title: Reference level coefficient
     type: Bool
     default: false
 
   - name: addN
-    title: Add N column
+    title: N column
     type: Bool
     default: true
 
@@ -132,7 +134,7 @@ options:
     default: label
 
   - name: addNEvent
-    title: Add event N column
+    title: Event N column
     type: Bool
     default: false
 
@@ -190,17 +192,17 @@ options:
     default: false
 
   - name: starsShowCi
-    title: Show confidence interval
+    title: Confidence interval
     type: Bool
     default: false
 
   - name: starsShowP
-    title: Show p-value
+    title: P-value
     type: Bool
     default: false
 
   - name: starsShowSe
-    title: Show standard error
+    title: Standard error
     type: Bool
     default: true
 
@@ -284,7 +286,7 @@ options:
     default: false
 
   - name: addQ
-    title: Add q-value
+    title: Q-value
     type: Bool
     default: false
 
diff --git a/jamovi/tblunireglinear.a.yaml b/jamovi/tblunireglinear.a.yaml
index 90b6471..262a508 100644
--- a/jamovi/tblunireglinear.a.yaml
+++ b/jamovi/tblunireglinear.a.yaml
@@ -52,6 +52,11 @@ options:
     title: Run
     type: Action
 
+  - name: standardize
+    title: Standardized coefficient
+    type: Bool
+    default: false
+
   - name: digitsCoef
     title: Decimal places (coefficient & CI)
     type: List
@@ -70,15 +75,17 @@ options:
         name: "4"
       - title: "5"
         name: "5"
+      - title: "16"
+        name: "16"
     default: auto
 
   - name: confInt
-    title: Show confidence interval
+    title: Confidence interval
     type: Bool
     default: true
 
   - name: confLevel
-    title: Confidence level
+    title: Level
     type: Number
     min: 50
     max: 99.9
@@ -90,12 +97,12 @@ options:
     default: false
 
   - name: addRefRowEstimate
-    title: Show reference value
+    title: Reference level coefficient
     type: Bool
     default: false
 
   - name: addN
-    title: Add N column
+    title: N column
     type: Bool
     default: true
 
@@ -153,17 +160,17 @@ options:
     default: false
 
   - name: starsShowCi
-    title: Show confidence interval
+    title: Confidence interval
     type: Bool
     default: false
 
   - name: starsShowP
-    title: Show p-value
+    title: P-value
     type: Bool
     default: false
 
   - name: starsShowSe
-    title: Show standard error
+    title: Standard error
     type: Bool
     default: true
 
@@ -247,7 +254,7 @@ options:
     default: false
 
   - name: addQ
-    title: Add q-value
+    title: Q-value
     type: Bool
     default: false
 
diff --git a/jamovi/tblunireglinear.u.yaml b/jamovi/tblunireglinear.u.yaml
index 4ab4192..dc54374 100644
--- a/jamovi/tblunireglinear.u.yaml
+++ b/jamovi/tblunireglinear.u.yaml
@@ -48,6 +48,8 @@ children:
               - type: Label
                 label: General
                 children:
+                  - type: CheckBox
+                    name: standardize
                   - type: ComboBox
                     name: digitsCoef
                   - type: CheckBox
diff --git a/jamovi/tblunireglogistic.a.yaml b/jamovi/tblunireglogistic.a.yaml
index dc61241..3c80fe5 100644
--- a/jamovi/tblunireglogistic.a.yaml
+++ b/jamovi/tblunireglogistic.a.yaml
@@ -54,7 +54,7 @@ options:
     type: Action
 
   - name: exponentiate
-    title: Odds ratio (exponentiate coefficients)
+    title: Odds ratio (exponentiated coefficient)
     type: Bool
     default: true
 
@@ -76,15 +76,17 @@ options:
         name: "4"
       - title: "5"
         name: "5"
+      - title: "16"
+        name: "16"
     default: auto
 
   - name: confInt
-    title: Show confidence interval
+    title: Confidence interval
     type: Bool
     default: true
 
   - name: confLevel
-    title: Confidence level
+    title: Level
     type: Number
     min: 50
     max: 99.9
@@ -96,12 +98,12 @@ options:
     default: false
 
   - name: addRefRowEstimate
-    title: Show reference value
+    title: Reference level coefficient
     type: Bool
     default: false
 
   - name: addN
-    title: Add N column
+    title: N column
     type: Bool
     default: true
 
@@ -118,7 +120,7 @@ options:
     default: label
 
   - name: addNEvent
-    title: Add event N column
+    title: Event N column
     type: Bool
     default: false
 
@@ -176,17 +178,17 @@ options:
     default: false
 
   - name: starsShowCi
-    title: Show confidence interval
+    title: Confidence interval
     type: Bool
     default: false
 
   - name: starsShowP
-    title: Show p-value
+    title: P-value
     type: Bool
     default: false
 
   - name: starsShowSe
-    title: Show standard error
+    title: Standard error
     type: Bool
     default: true
 
@@ -270,7 +272,7 @@ options:
     default: false
 
   - name: addQ
-    title: Add q-value
+    title: Q-value
     type: Bool
     default: false