diff --git a/vignettes/cookbook_preparatory_steps.Rmd b/vignettes/cookbook_preparatory_steps.Rmd
index 8fa3c82..862de58 100644
--- a/vignettes/cookbook_preparatory_steps.Rmd
+++ b/vignettes/cookbook_preparatory_steps.Rmd
@@ -68,7 +68,7 @@ While the raw input values of the scenarios are based on models from external th
 - [pacta.scenario.data.preparation](https://github.com/RMI-PACTA/pacta.scenario.data.preparation)
 - [workflow.scenario.preparation](https://github.com/RMI-PACTA/workflow.scenario.preparation)
 
-Since RMI has taken over stewardship of PACTA, the prepared scenario files can also be accessed as CSV downloads on the [PACTA website](https://pacta.rmi.org/pacta-for-banks-2020/) under the ["Methodology and Documents" tab](https://pacta.rmi.org/pacta-for-banks-2020/methodology-and-supporting-materials/) of the "PACTA for Banks" section. The files are usually updated annually based on the latest scenario publications and as a general rule, the year of the publication defines the initial year of the scenario data set. This is commonly also used as the start year of the analysis, which is specified in the `config.yml` file.
+Since RMI has taken over stewardship of PACTA, the prepared scenario files can also be accessed as CSV downloads in the ["Methodology and Supporting Documents" section of the PACTA website](https://pacta.rmi.org/pacta-for-banks-2020/methodology-and-supporting-materials/). The files are usually updated annually based on the latest scenario publications and as a general rule, the year of the publication defines the initial year of the scenario data set. This is commonly also used as the start year of the analysis, which is specified in the `config.yml` file.
 
 ### Raw Loan Books
 
@@ -86,7 +86,7 @@ cat(paste0("- `", names(pacta.multi.loanbook:::col_types_raw[["cols"]]), "`", co
 
 **NOTE:** The tool will automatically add a column `group_id` to each of the loan books, which uses the file name as a value. This allows you to group the results of the analysis by loan book, using the `by_group` parameter in the `config.yml` file. For any other variable that you may want to group the results by, you need to add a column to the raw loan book files that you then provide as the `by_group` parameter in the `config.yml` file.
 
-For detailed descriptions of how to prepare raw loan books, see the [PACTA for Banks documentation](https://pacta.rmi.org/pacta-for-banks-2020/) and navigate to the ["Training Materials" tab](https://pacta.rmi.org/pacta-for-banks-2020/training-materials/) of the "PACTA for Banks" section. The ["User Guide 2"](https://pacta.rmi.org/wp-content/uploads/2020/10/User-Guide-2..pdf), the ["Data Dictionary"](https://pacta.rmi.org/wp-content/uploads/2020/09/data_dictionary.xlsx), and the ["Loan Book Template"](https://pacta.rmi.org/wp-content/uploads/2020/09/loanbook_demo.xlsx) files can all be helpful in preparing your data.
+For detailed descriptions of how to prepare raw loan books, see the ["Training Materials" section of the PACTA for Banks documentation](https://pacta.rmi.org/pacta-for-banks-2020/training-materials/). The ["User Guide 2"](https://pacta.rmi.org/wp-content/uploads/2020/10/User-Guide-2..pdf), the ["Data Dictionary"](https://pacta.rmi.org/wp-content/uploads/2020/09/data_dictionary.xlsx), and the ["Loan Book Template"](https://pacta.rmi.org/wp-content/uploads/2020/09/loanbook_demo.xlsx) files can all be helpful in preparing your data.
 
 ### Misclassified Loans