diff --git a/app/models/income.rb b/app/models/income.rb
index f0c37179..cf7507bf 100644
--- a/app/models/income.rb
+++ b/app/models/income.rb
@@ -7,7 +7,7 @@ class Income < ApplicationRecord
   friendly_id :designation, use: [:slugged]
 
   def self.to_designation(income)
-    return "Unknown" if income.blank? or income.nil?
+    return "Economically Disadvantaged - N" if income.blank? or income.nil?
 
     case income
     in /Free\s*Lunch|Reduced\s*Lunch|Low\s*Income|Reduced\s*price\s*lunch|true|1/i
diff --git a/app/models/sped.rb b/app/models/sped.rb
index 49c2c17e..756579a5 100644
--- a/app/models/sped.rb
+++ b/app/models/sped.rb
@@ -10,7 +10,7 @@ class Sped < ApplicationRecord
     case sped
     in /active|^A$|1|^Special\s*Education$/i
       "Special Education"
-    in /^I$|exited|0|^Not\s*Special\s*Education$|Does\s*not\s*apply/i
+    in /^I$|exited|0|^Not\s*Special\s*Education$|Does\s*not\s*apply|Referred|Ineligible/i
       "Not Special Education"
     in %r{^#*N/*A$|Unknown}i
       "Unknown"
diff --git a/spec/fixtures/demographic_glossary.csv b/spec/fixtures/demographic_glossary.csv
index 60eaeb76..63daa419 100644
--- a/spec/fixtures/demographic_glossary.csv
+++ b/spec/fixtures/demographic_glossary.csv
@@ -3,14 +3,13 @@ EL student not 1st year,ELL,EL Student First Year,A,Special Education,Special Ed
 "EL student, not 1st year",ELL,Raw ELL,active,Special Education,Raw SPED,Reduced Lunch,Economically Disadvantaged – Y,Raw Income
 EL student 1st year,ELL,ELL- SIS,1,Special Education,SPED- SIS,LowIncome,Economically Disadvantaged – Y,SES- SIS
 "EL student, 1st year",ELL,DirectCert,Special Education,Special Education,SPED,Low Income,Economically Disadvantaged – Y,EconDisadvantaged
-EL - Early Child. or PK,ELL,,Referred,Special Education,,Reduced price lunch,Economically Disadvantaged – Y,Income SIS
-1,ELL,,Ineligible,Not Special Education,,TRUE,Economically Disadvantaged – Y,
+EL - Early Child. or PK,ELL,ELL,Referred,Not Special Education,,Reduced price lunch,Economically Disadvantaged – Y,Income SIS
+1,ELL,,Ineligible,Not Special Education,,TRUE,Economically Disadvantaged – Y,SES 
 lep student 1st year,ELL,,I,Not Special Education,,1,Economically Disadvantaged – Y,
 lep student not 1st year,ELL,,exited,Not Special Education,,Not Eligible,Economically Disadvantaged – N,
 LEP Not1stYr,ELL,,0,Not Special Education,,FALSE,Economically Disadvantaged – N,
 LEP1stYr US Sch,ELL,,Not Special Education,Not Special Education,,0,Economically Disadvantaged – N,
-"Does not apply
-",Not ELL,,Does not apply,Not Special Education,,[blanks],Unknown,
+Does not apply,Not ELL,,Does not apply,Not Special Education,,[blanks],Economically Disadvantaged – N,
 0,Not ELL,,[blanks],Not Special Education,,#NA,Unknown,
 2,Not ELL,,#NA,Unknown,,NA,Unknown,
 3,Not ELL,,NA,Unknown,,N/A,Unknown,
diff --git a/spec/fixtures/test_2020-21_student_survey_responses.csv b/spec/fixtures/test_2020-21_student_survey_responses.csv
index 5f7c83dc..aee4bf05 100644
--- a/spec/fixtures/test_2020-21_student_survey_responses.csv
+++ b/spec/fixtures/test_2020-21_student_survey_responses.csv
@@ -2,7 +2,7 @@ Start Date,End Date,Response Type,IP Address,Progress,Duration (in seconds),Fini
 2020-09-29 18:28:41,2020-09-29 18:48:28,0,73.249.89.226,6,1186,0,2020-09-30T18:48:50,student_survey_response_1,123456,,,,,,,anonymous,EN,1,8,1500025,,,,dddd,4,3,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3,0,some non-integer response,6,,,,5,,,1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,EN,,,,,1,888,11th,1,Free Lunch,Economically Disadvantaged – Y,Does not apply,Not ELL,exited
 2021-02-23 15:12:58,2021-02-23 15:13:17,0,50.207.254.114,0,19,0,2021-02-24T15:13:19,student_survey_response_2,234567,,,,,,,anonymous,EN,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,NA,,,,,,,,,,,,,,,,,,,,,EN,,,,,,888,10,,Not Eligible,Economically Disadvantaged – N,,Not ELL,Unknown
 2021-03-31 9:50:19,2021-03-31 9:59:01,0,108.7.17.250,100,522,1,2021-03-31T09:59:02,student_survey_response_3,345678,,,,,42.53340149,-70.96530151,anonymous,EN,3,2,1500505,12,4,108,3300,7,1,,,,,,,,,,,,,,2,4,2,1,4,3,3,,,,,3,3,3,3,,,,,NA,,,,,,,,,3,2,3,3,2,1,3,3,4,1,3,3,4,4,2,4,3,3,4,3,3,3,4,3,3,3,3,3,,,,,,,,,,3,4,4,2,3,3,1,,3,,EN,Math teacher,,,,"2,3,4",888,8,2,Reduced Lunch,Economically Disadvantaged – Y,,Not ELL,Unknown
-2021-03-31 9:50:09,2021-03-31 10:00:16,0,67.186.188.168,100,607,1,2021-03-31T10:00:17,student_survey_response_4,456789,,,,,42.63510132,-71.30139923,anonymous,EN,3,2,1500505,12,18,108,2064,7,1,,2,2,1,,,,,,,,,,,,,,,,,,,,,,,,,3,5,3,3,,,,,,,,,,4,4,3,4,5,1,,1,5,1,3,2,4,4,1,2,1,3,2,3,3,3,4,2,5,3,4,5,5,3,3,4,3,,,,,4,4,4,4,3,5,2,,2,,EN,,,,English teacher,7,888,8,3,,Unknown,LEP student not 1st year,ELL,active
+2021-03-31 9:50:09,2021-03-31 10:00:16,0,67.186.188.168,100,607,1,2021-03-31T10:00:17,student_survey_response_4,456789,,,,,42.63510132,-71.30139923,anonymous,EN,3,2,1500505,12,18,108,2064,7,1,,2,2,1,,,,,,,,,,,,,,,,,,,,,,,,,3,5,3,3,,,,,,,,,,4,4,3,4,5,1,,1,5,1,3,2,4,4,1,2,1,3,2,3,3,3,4,2,5,3,4,5,5,3,3,4,3,,,,,4,4,4,4,3,5,2,,2,,EN,,,,English teacher,7,888,8,3,,Economically Disadvantaged – N,LEP student not 1st year,ELL,active
 2021-03-31 9:51:39,2021-03-31 10:01:36,0,73.47.153.77,100,596,1,2021-03-31T10:01:36,student_survey_response_5,567890,,,,,42.65820313,-71.30580139,anonymous,EN,3,2,1500505,6,15,109,3710,7,1,,2,2,2,,,,,,,,,,3,3,4,3,3,3,3,4,3,4,3,4,4,5,4,3,4,3,5,2,2,3,,,,,,,,,,,,1,,2,5,1,3,3,2,4,3,5,4,,,,,,,,,,,,5,4,3,4,4,4,4,4,4,,,,,,,2,,2,,EN,,,Social Studies teacher,,"1,2,3,4,5,8,6,7",888,7,4,Free Lunch,Economically Disadvantaged – Y,EL Student First Year,ELL,active
 2021-03-31 9:51:39,2021-03-31 10:01:36,0,73.47.153.77,100,596,1,2021-03-31T10:01:36,student_survey_response_6,,,,,,42.65820313,-71.30580139,anonymous,EN,3,2,1500505,6,15,109,3710,7,1,,2,2,2,,,,,,,,,,3,3,4,3,3,3,3,4,3,4,3,4,4,5,4,3,4,3,5,2,2,3,,,,,,,,,,,,1,,2,5,1,3,3,2,4,3,5,4,,,,,,,,,,,,5,4,3,4,4,4,4,4,4,,,,,,,2,,2,,EN,,,Social Studies teacher,,"1,2,3,4,5,8",888,3,NA,Not Eligible,Economically Disadvantaged – N,Unknown,Unknown,NA
 2021-03-31 9:51:39,2021-03-31 10:01:36,0,73.47.153.77,100,596,1,2021-03-31T10:01:36,student_survey_response_7,,,,,,42.65820313,-71.30580139,anonymous,EN,3,2,1500505,6,15,109,3710,7,1,,2,2,2,,,,,,,,,,3,3,4,3,3,3,3,4,3,4,3,4,4,5,4,3,4,3,5,2,2,3,,,,,,,,,,,,1,,2,5,1,3,3,2,4,3,5,4,,,,,,,,,,,,5,4,3,4,4,4,4,4,4,,,,,,,2,,2,,EN,,,Social Studies teacher,,5,,4,7,Reduced Lunch,Economically Disadvantaged – Y,#N/A,Unknown,
diff --git a/spec/services/survey_item_values_spec.rb b/spec/services/survey_item_values_spec.rb
index bea60e93..0bbdbe64 100644
--- a/spec/services/survey_item_values_spec.rb
+++ b/spec/services/survey_item_values_spec.rb
@@ -523,11 +523,11 @@ RSpec.describe SurveyItemValues, type: :model do
       expect(values.income).to eq "Economically Disadvantaged - N"
     end
 
-    it "translates blanks to Unknown" do
+    it "translates blanks to 'Economically Disadvantaged - N'" do
       headers = ["LowIncome"]
       row = { "LowIncome" => "" }
       values = SurveyItemValues.new(row:, headers:, survey_items:, schools:)
-      expect(values.income).to eq "Unknown"
+      expect(values.income).to eq "Economically Disadvantaged - N"
     end
 
     # NOTE: This will halt test runs too
diff --git a/spec/services/survey_responses_data_loader_spec.rb b/spec/services/survey_responses_data_loader_spec.rb
index 1151dbf7..731875e4 100644
--- a/spec/services/survey_responses_data_loader_spec.rb
+++ b/spec/services/survey_responses_data_loader_spec.rb
@@ -328,7 +328,7 @@ end
 def assigns_income_to_responses
   results = { "student_survey_response_1" => low_income,
               "student_survey_response_3" => low_income,
-              "student_survey_response_4" => unknown_income,
+              "student_survey_response_4" => high_income,
               "student_survey_response_5" => low_income,
               "student_survey_response_6" => high_income,
               "student_survey_response_7" => low_income }
@@ -349,8 +349,6 @@ def assigns_ell_to_responses
 
   results.each do |key, value|
     ell = SurveyItemResponse.find_by_response_id(key).ell
-    puts key
-    puts value
     expect(ell).to eq value
   end
 end