diff --git a/README.md b/README.md
index 40b8df0b..a692463b 100644
--- a/README.md
+++ b/README.md
@@ -14,7 +14,11 @@ Follow](https://img.shields.io/twitter/follow/cfbfastR?color=blue&label=%40cfbfa
The goal of [**`cfbfastR`**](https://saiemgilani.github.io/cfbfastR/) is
to provide the community with an R package for working with CFB data. It
-is an R API wrapper around .
+is an R API wrapper around . Beyond
+data aggregation and tidying ease, one of the multitude of services that
+[**`cfbfastR`**](https://saiemgilani.github.io/cfbfastR/) provides is
+for benchmarking open-source expected points and win probability
+metrics.
## **Installation**
@@ -52,10 +56,21 @@ devtools::install_github(repo = "saiemgilani/cfbfastR")
- [`cfbd_recruiting`](https://saiemgilani.github.io/cfbfastR/articles/cfbd_recruiting.html),
- [`cfbd_stats`](https://saiemgilani.github.io/cfbfastR/articles/cfbd_stats.html),
- [`cfbd_teams`](https://saiemgilani.github.io/cfbfastR/articles/cfbd_teams.html)
- - [Introductory
- vignette](https://saiemgilani.github.io/cfbfastR/articles/intro.html)
+ - [Introductory vignette
+ stub](https://saiemgilani.github.io/cfbfastR/articles/intro.html)
added
+#### **ESPN/CFBD metrics function variable return standardization**
+
+ - Change `id` variable to `team_id` in
+ [`espn_ratings_fpi()`](https://saiemgilani.github.io/cfbfastR/reference/espn_ratings.html)
+ - Changed `espn_game_id` variable to `game_id` in
+ [`espn_metrics_wp()`](https://saiemgilani.github.io/cfbfastR/reference/espn_metrics.html),
+ corrected the `away_win_percentage` calculation and added
+ `tie_percentage` to the returns.
+ - Change `id` variable to `athlete_id` in
+ [`cfbd_metrics_ppa_players_season()`](https://saiemgilani.github.io/cfbfastR/reference/cfbd_metrics.html)
+
### **v1.1.0**
#### **Add loading from Data Repository functionality**