diff --git a/.Rbuildignore b/.Rbuildignore
index 9402c78..787508c 100644
--- a/.Rbuildignore
+++ b/.Rbuildignore
@@ -7,3 +7,4 @@
 ^manual$
 ^CRAN-SUBMISSION$
 ^.github$
+^MoNAn_logo\.png$
diff --git a/DESCRIPTION b/DESCRIPTION
index 7b87269..70b6f22 100644
--- a/DESCRIPTION
+++ b/DESCRIPTION
@@ -7,7 +7,7 @@ Authors@R: c(person("Per", "Block", role = c("cre", "aut", "cph"), email = "bloc
         comment = c(ORCID = "0000-0002-7583-2392")), 
     person("Christoph", "Stadtfeld", role = "aut", comment = c(ORCID = "0000-0002-2704-2134")),
     person("Nico", "Keiser", role = "aut", comment = c(ORCID = "0009-0007-3403-278X")),
-    person("Marion", "Hoffman", role = "aut", comment = c(ORCID = 0000-0002-0741-7760)))
+    person("Marion", "Hoffman", role = "aut", comment = c(ORCID = "0000-0002-0741-7760")))
 Description: Implements the method to analyse weighted mobility networks or distribution networks as outlined in: 
     Block, P., Stadtfeld, C., & Robins, G. (2022) <doi:10.1016/j.socnet.2021.08.003>. 
     The purpose of the model is to analyse the structure of mobility, 
diff --git a/R/2f_effectFunctions_endogenousCovariateBased.R b/R/2f_effectFunctions_endogenousCovariateBased.R
index 3a17cf2..4e3be1e 100644
--- a/R/2f_effectFunctions_endogenousCovariateBased.R
+++ b/R/2f_effectFunctions_endogenousCovariateBased.R
@@ -546,7 +546,7 @@ avoiding_dissimilar_covar_cont <- function(dep.var = 1,
 
 
 
-#' associativity_all_GW_covar_bin
+#' associativity_all_AC_covar_bin
 #' 
 #' Do individuals with the same attribute tend to use the same paths and 
 #' individuals with different attributes to move to different places? 
@@ -564,11 +564,12 @@ avoiding_dissimilar_covar_cont <- function(dep.var = 1,
 #' @param edge 
 #' @param update 
 #' @param getTargetContribution 
+#' @param alpha 
 #'
 #' @return Returns the change statistic or target statistic of the effect for 
 #' internal use by the estimation algorithm. 
 #' @keywords internal
-associativity_all_GW_covar_bin <- function(dep.var = 1, 
+associativity_all_AC_covar_bin <- function(dep.var = 1, 
                                        resource.attribute.index,
                                        state, 
                                        cache, 
@@ -576,7 +577,8 @@ associativity_all_GW_covar_bin <- function(dep.var = 1,
                                        j, 
                                        edge, 
                                        update, 
-                                       getTargetContribution = FALSE){
+                                       getTargetContribution = FALSE,
+                                       alpha = 2){
   
   nResources <- cache[[dep.var]]$valuedNetwork[i, j]
   nResources_1 <- cache[[dep.var]]$resourceNetworks[[resource.attribute.index]][i, j]
@@ -629,7 +631,7 @@ associativity_all_GW_covar_bin <- function(dep.var = 1,
 }
 
 
-#' associativity_one_GW_covar_bin
+#' associativity_one_AC_covar_bin
 #' 
 #' Do individuals with the same attribute tend to use the same paths and 
 #' individuals with different attributes to move to different places? 
@@ -647,11 +649,12 @@ associativity_all_GW_covar_bin <- function(dep.var = 1,
 #' @param edge 
 #' @param update 
 #' @param getTargetContribution 
+#' @param alpha 
 #'
 #' @return Returns the change statistic or target statistic of the effect for 
 #' internal use by the estimation algorithm. 
 #' @keywords internal
-associativity_one_GW_covar_bin <- function(dep.var = 1, 
+associativity_one_AC_covar_bin <- function(dep.var = 1, 
                                            resource.attribute.index,
                                            state, 
                                            cache, 
@@ -659,7 +662,8 @@ associativity_one_GW_covar_bin <- function(dep.var = 1,
                                            j, 
                                            edge, 
                                            update, 
-                                           getTargetContribution = FALSE){
+                                           getTargetContribution = FALSE,
+                                           alpha = 2){
   
   nResources <- cache[[dep.var]]$valuedNetwork[i, j]
   nResources_1 <- cache[[dep.var]]$resourceNetworks[[resource.attribute.index]][i, j]
diff --git a/man/MoNAn-package.Rd b/man/MoNAn-package.Rd
index f35f40c..6d90b64 100644
--- a/man/MoNAn-package.Rd
+++ b/man/MoNAn-package.Rd
@@ -15,7 +15,7 @@ Authors:
 \itemize{
   \item Christoph Stadtfeld (\href{https://orcid.org/0000-0002-2704-2134}{ORCID})
   \item Nico Keiser (\href{https://orcid.org/0009-0007-3403-278X}{ORCID})
-  \item Marion Hoffman
+  \item Marion Hoffman (\href{https://orcid.org/0000-0002-0741-7760}{ORCID})
 }
 
 }
diff --git a/man/associativity_all_GW_covar_bin.Rd b/man/associativity_all_AC_covar_bin.Rd
similarity index 81%
rename from man/associativity_all_GW_covar_bin.Rd
rename to man/associativity_all_AC_covar_bin.Rd
index d1d5a0c..ed8d8a8 100644
--- a/man/associativity_all_GW_covar_bin.Rd
+++ b/man/associativity_all_AC_covar_bin.Rd
@@ -1,10 +1,10 @@
 % Generated by roxygen2: do not edit by hand
 % Please edit documentation in R/2f_effectFunctions_endogenousCovariateBased.R
-\name{associativity_all_GW_covar_bin}
-\alias{associativity_all_GW_covar_bin}
-\title{associativity_all_GW_covar_bin}
+\name{associativity_all_AC_covar_bin}
+\alias{associativity_all_AC_covar_bin}
+\title{associativity_all_AC_covar_bin}
 \usage{
-associativity_all_GW_covar_bin(
+associativity_all_AC_covar_bin(
   dep.var = 1,
   resource.attribute.index,
   state,
@@ -13,7 +13,8 @@ associativity_all_GW_covar_bin(
   j,
   edge,
   update,
-  getTargetContribution = FALSE
+  getTargetContribution = FALSE,
+  alpha = 2
 )
 }
 \arguments{
@@ -34,6 +35,8 @@ associativity_all_GW_covar_bin(
 \item{update}{}
 
 \item{getTargetContribution}{}
+
+\item{alpha}{}
 }
 \value{
 Returns the change statistic or target statistic of the effect for
diff --git a/man/associativity_one_GW_covar_bin.Rd b/man/associativity_one_AC_covar_bin.Rd
similarity index 81%
rename from man/associativity_one_GW_covar_bin.Rd
rename to man/associativity_one_AC_covar_bin.Rd
index b87fca9..29e7cc4 100644
--- a/man/associativity_one_GW_covar_bin.Rd
+++ b/man/associativity_one_AC_covar_bin.Rd
@@ -1,10 +1,10 @@
 % Generated by roxygen2: do not edit by hand
 % Please edit documentation in R/2f_effectFunctions_endogenousCovariateBased.R
-\name{associativity_one_GW_covar_bin}
-\alias{associativity_one_GW_covar_bin}
-\title{associativity_one_GW_covar_bin}
+\name{associativity_one_AC_covar_bin}
+\alias{associativity_one_AC_covar_bin}
+\title{associativity_one_AC_covar_bin}
 \usage{
-associativity_one_GW_covar_bin(
+associativity_one_AC_covar_bin(
   dep.var = 1,
   resource.attribute.index,
   state,
@@ -13,7 +13,8 @@ associativity_one_GW_covar_bin(
   j,
   edge,
   update,
-  getTargetContribution = FALSE
+  getTargetContribution = FALSE,
+  alpha = 2
 )
 }
 \arguments{
@@ -34,6 +35,8 @@ associativity_one_GW_covar_bin(
 \item{update}{}
 
 \item{getTargetContribution}{}
+
+\item{alpha}{}
 }
 \value{
 Returns the change statistic or target statistic of the effect for