diff --git a/Rakefile b/Rakefile
index aea417c2..13972c1f 100644
--- a/Rakefile
+++ b/Rakefile
@@ -297,7 +297,8 @@ end
 task :report => "artifacts/grant_report.txt"
 
 task :ub_report do
-  UBSOE::generate_yearly_report(2017)
+
+  UBSOE::generate_yearly_report(Time.now().year-1)
 end
 
 file "artifacts/nsf_merit_blurb.txt" => [ $db.files, "artifacts", "Rakefile" ].flatten do 
diff --git a/db/cv/okennedy/grants.json b/db/cv/okennedy/grants.json
index 0281e715..179dca43 100644
--- a/db/cv/okennedy/grants.json
+++ b/db/cv/okennedy/grants.json
@@ -1,4 +1,21 @@
 [
+  { "title" : "SCC-CIVIC-PG Track B: Food System Research, Education, Action, and Policy for Resilience (REAP Resilience)", 
+    "agency" : "NSF: CIVIC", 
+    "role" : "Co-PI", 
+    "amount" : 50000, 
+    "effort" : "20%", 
+    "status" : "submitted", 
+    "start" : "01/01/2021", "end" : "04/31/2021",
+    "type" : "grant",
+    "commitment" : {  },
+    "projects" : ["vizier"],
+    "copis" : [
+      "Samina Raja",
+      "Sara Behdad",
+      "Debabrata Talukdar",
+      "Srirangaraj Setlur"
+    ]
+  },
   { "title" : "Physical Layout Optimization & Query Transformation for messy JSON collection", 
     "agency" : "Oracle University Relations", 
     "role" : "PI", 
@@ -45,12 +62,12 @@
   { "title" : "Collaborative Research: III: MEDIUM: U4U - Taming Uncertainty with Uncertainty-Annotated Databases", 
     "agency" : "NSF: CISE: IIS: MEDIUM", 
     "role" : "Co-PI", 
-    "amount" : 663996, 
+    "amount" : 532923, 
     "effort" : "50%", 
     "status" : "submitted", 
     "start" : "08/15/2020", "end" : "08/14/2024",
     "type" : "grant",
-    "commitment" : { "summer" : 0.5 },
+    "commitment" : { "summer" : 0.25 },
     "projects" : ["mimir", "vizier"],
     "copis" : [
       "Atri Rudra"
@@ -58,7 +75,7 @@
     "collaborative" : [
       { "institution" : "Illinois Inst. Tech.",
         "pis" : ["Boris Glavic"],
-        "amount" : 535014 
+        "amount" : 466569
       }
     ]
   },
@@ -67,7 +84,7 @@
     "role" : "Co-I", 
     "amount" : 4252944, 
     "effort" : "100%", 
-    "status" : "submitted", 
+    "status" : "rejected", 
     "start" : "08/01/2020", "end" : "07/30/2024",
     "type" : "grant",
     "commitment" : { "summer" : 0.5 }
diff --git a/db/cv/okennedy/talks.json b/db/cv/okennedy/talks.json
index e208db1c..afefde42 100644
--- a/db/cv/okennedy/talks.json
+++ b/db/cv/okennedy/talks.json
@@ -1,4 +1,12 @@
 [
+  { "talk" : "How to Start Collaborating with CSE to Solve Global Health Problems", "date" : "May 2020", 
+    "venue" : "University at Buffalo: Center for Global Health Equity" },
+  { "talk" : "Safe, Reusable Heuristic Data Transformation (through Caveats)", "date" : "Dec 2019", 
+    "venue" : "Northeastern University" },
+  { "talk" : "Safe, Reusable Heuristic Data Transformation (through Caveats)", "date" : "Dec 2019", 
+    "venue" : "Tableau, Inc." },
+  { "talk" : "Safe, Reusable Heuristic Data Transformation (through Caveats)", "date" : "Dec 2019", 
+    "venue" : "University of Massachusetts Amherst" },
   { "talk" : "Just-In-Time Data Structures", "date" : "May. 2019", 
     "venue" : "University of Waterloo" },
   { "talk" : "Don't Wrangle, Guess Instead (with Mimir)", "date" : "Jan. 2018", 
diff --git a/db/people.json b/db/people.json
index 03c28262..04fdf1f1 100644
--- a/db/people.json
+++ b/db/people.json
@@ -1,4 +1,12 @@
 {  
+  "Fatemeh Nargesian" : {
+    "institution" : "University of Rochester",
+    "updated" : "2020"
+  },
+  "Michael Brachmann" : {
+    "institution" : "University at Buffalo",
+    "updated" : "2020"
+  },
   "Carlos Bautista" : {
     "institution" : "New York University",
     "updated" : "2019"
diff --git a/db/venues.json b/db/venues.json
index 03cb10e4..c50e7c4e 100644
--- a/db/venues.json
+++ b/db/venues.json
@@ -166,7 +166,7 @@
       },
       "2019" : {
         "location" : "Los Angeles, CA, USA",
-        "date" : "August 26, 2015"
+        "date" : "August 26, 2019"
       }
     }
   },
diff --git a/lib/text.rb b/lib/text.rb
index a6a75abb..f96351a9 100644
--- a/lib/text.rb
+++ b/lib/text.rb
@@ -20,8 +20,7 @@ module Text
   end
 
   def date_to_time(d)
-    case d
-    when Numeric then Time.new(d)
+    case d    when Numeric then Time.new(d)
     when /([a-zA-Z]+)\.? +([0-9]+)/ then
       month, yr = $1, $2
       Time.new(yr, idx_of_month(month))
@@ -99,7 +98,7 @@ module Text
     elsif not r["date"].nil?
       extracted_year = 
         case r["date"]
-        when /[a-z]+\. (\d\d\d\d)/ then $1
+        when /[a-z]+\.? (\d\d\d\d)/ then $1
         else raise "Invalid date format: #{r["date"]}"
         end
       return extracted_year.to_i >= year      
@@ -148,4 +147,10 @@ module Text
       parts[-1]                # last name
     ]
   end
-end
\ No newline at end of file
+end
+
+class TextClass
+  include Text
+end
+
+TextUtils = TextClass.new
\ No newline at end of file
diff --git a/lib/ubreporting.rb b/lib/ubreporting.rb
index e7179412..8214c68a 100644
--- a/lib/ubreporting.rb
+++ b/lib/ubreporting.rb
@@ -1,6 +1,7 @@
-
+require "text.rb"
 
 module UBSOE
+
   def UBSOE::generate_yearly_report(since_year)
 
     puts "-------------------------------------------------------"
@@ -54,7 +55,6 @@ module UBSOE
     puts "|                     Advising                        |"
     puts "-------------------------------------------------------"
     puts ""
-    puts 
     puts(
       $db["lab/members"]
         .map { |k, person| 
@@ -62,6 +62,31 @@ module UBSOE
         }
         .join("\n\n------\n\n")
     )
+    puts ""
+    puts ""
+    puts "-------------------------------------------------------"
+    puts "|                      Grants                         |"
+    puts "-------------------------------------------------------"
+    puts ""
+    puts(
+      $db["cv/okennedy/grants"]
+        .select { |grant| grant["status"] == "accepted" }
+        .select { |grant| if /([0-9]{4})/ =~ grant["start"] then $1.to_i >= since_year end }
+        .map { |grant| 
+          title = grant["title"]
+          amount = grant["amount"]
+          agency = grant["agency"]
+          effort = 
+            case grant.fetch("effort", nil)
+            when /([0-9]+)%/ then $1.to_f / 100.0 * amount
+            when nil then nil
+            else raise "Unknown effort format #{grant["effort"]}"
+            end
+          "#{title}\n#{agency}\n#{TextUtils.format_money(amount)}#{if effort.nil? then "" else " (#{TextUtils.format_money(effort)} by effort)" end}"
+        }
+    )
+    puts 
+    puts 
   end
 
 end