Brain Drain - Ranking and Analysis with 2016 ACS PUMS

Original Article

Brain Drain Migration with 2016-12 ACS PUMS data!

This is a data update to my previous article Brain Drain - Ranking and Analysis with 2015 ACS data, which reports brain drain analysis based on the 2015 5-year ACS PUMS data. This article presents the same kind of information based on the 2016 5-year ACS PUMS data. For terms used in the analysis, please referring to the aforementioned ACS 2015 article.

As with previous article, the presentation is hosted at Tableau's public web portal here.

Tables presented in my previous article is updated below.

Net (in) Migration per 1000 22-64 years old population

State	Ed. Attainment	per 1000 Rsd	Upper	Lower
Washington	6. Grdts	2.4	2.8	1.9
Colorado	6. Grdts	1.5	2.2	0.8
Montana	6. Grdts	1.5	3.0	0.0
Delaware	6. Grdts	1.5	2.9	0.0
Oregon	6. Grdts	1.2	1.9	0.5
New Hampshire	6. Grdts	1.1	2.5	-0.2
South Carolina	6. Grdts	1.1	1.6	0.7
Texas	6. Grdts	1.0	1.1	0.8
Utah	6. Grdts	0.9	1.7	0.1
Nevada	6. Grdts	0.9	1.6	0.2
Arizona	6. Grdts	0.8	1.3	0.3
Vermont	6. Grdts	0.8	3.3	-1.8
North Carolina	6. Grdts	0.7	1.2	0.3
Idaho	6. Grdts	0.7	1.7	-0.3
Maine	6. Grdts	0.6	1.8	-0.5
California	6. Grdts	0.6	0.8	0.4
Florida	6. Grdts	0.6	0.8	0.3
New Mexico	6. Grdts	0.4	1.4	-0.5
Maryland	6. Grdts	0.4	1.0	-0.2
Minnesota	6. Grdts	0.4	0.9	-0.2
South Dakota	6. Grdts	0.3	1.5	-1.0
Wyoming	6. Grdts	0.1	1.8	-1.5
Alabama	6. Grdts	0.1	0.6	-0.3
Tennessee	6. Grdts	0.1	0.5	-0.3
Iowa	6. Grdts	0.1	0.7	-0.6
Virginia	6. Grdts	0.0	0.6	-0.5
Arkansas	6. Grdts	-0.1	0.5	-0.7
Georgia	6. Grdts	-0.2	0.2	-0.6
Louisiana	6. Grdts	-0.2	0.2	-0.6
North Dakota	6. Grdts	-0.3	1.6	-2.1
Wisconsin	6. Grdts	-0.4	0.1	-0.9
Hawaii	6. Grdts	-0.4	0.8	-1.6
Ohio	6. Grdts	-0.5	-0.1	-0.8
Connecticut	6. Grdts	-0.5	0.2	-1.1
Mississippi	6. Grdts	-0.5	0.0	-1.0
Massachusetts	6. Grdts	-0.6	0.0	-1.2
Kansas	6. Grdts	-0.6	0.2	-1.5
Nebraska	6. Grdts	-0.6	0.3	-1.5
Indiana	6. Grdts	-0.6	-0.3	-1.0
Michigan	6. Grdts	-0.7	-0.4	-1.0
West Virginia	6. Grdts	-0.8	-0.1	-1.4
Pennsylvania	6. Grdts	-0.9	-0.6	-1.2
Kentucky	6. Grdts	-0.9	-0.5	-1.3
Missouri	6. Grdts	-0.9	-0.5	-1.4
New Jersey	6. Grdts	-1.0	-0.7	-1.4
Oklahoma	6. Grdts	-1.1	-0.5	-1.6
Illinois	6. Grdts	-1.4	-1.0	-1.7
Rhode Island	6. Grdts	-1.4	0.1	-2.9
New York	6. Grdts	-1.6	-1.3	-1.9
Alaska	6. Grdts	-4.1	-1.8	-6.3
District of Columbia	6. Grdts	-5.0	-1.1	-8.9
Colorado	5. BchlrDgr	4.1	5.1	3.1
Washington	5. BchlrDgr	2.8	3.6	2.0
Oregon	5. BchlrDgr	2.4	3.4	1.3
Nevada	5. BchlrDgr	2.4	3.3	1.4
Arizona	5. BchlrDgr	2.0	2.8	1.2
Texas	5. BchlrDgr	1.5	1.8	1.3
North Carolina	5. BchlrDgr	1.3	1.9	0.7
Florida	5. BchlrDgr	1.2	1.6	0.9
Maine	5. BchlrDgr	1.2	2.9	-0.5
South Carolina	5. BchlrDgr	1.1	2.0	0.2
Tennessee	5. BchlrDgr	1.0	1.8	0.3
New Hampshire	5. BchlrDgr	0.9	2.7	-1.0
Idaho	5. BchlrDgr	0.7	2.3	-0.9
California	5. BchlrDgr	0.6	0.9	0.4
Louisiana	5. BchlrDgr	0.6	1.4	-0.1
Arkansas	5. BchlrDgr	0.5	1.3	-0.4
Virginia	5. BchlrDgr	0.4	1.0	-0.3
Georgia	5. BchlrDgr	0.1	0.7	-0.4
Kentucky	5. BchlrDgr	0.1	0.8	-0.5
District of Columbia	5. BchlrDgr	0.1	3.4	-3.2
Hawaii	5. BchlrDgr	-0.1	1.5	-1.7
Maryland	5. BchlrDgr	-0.2	0.8	-1.1
Delaware	5. BchlrDgr	-0.2	1.6	-2.0
Minnesota	5. BchlrDgr	-0.4	0.5	-1.3
Kansas	5. BchlrDgr	-0.6	0.7	-1.8
Massachusetts	5. BchlrDgr	-0.7	0.0	-1.4
Alabama	5. BchlrDgr	-0.8	-0.1	-1.6
Illinois	5. BchlrDgr	-0.9	-0.4	-1.3
Nebraska	5. BchlrDgr	-0.9	0.3	-2.2
Missouri	5. BchlrDgr	-0.9	-0.1	-1.7
Wyoming	5. BchlrDgr	-0.9	2.6	-4.5
Oklahoma	5. BchlrDgr	-1.2	-0.4	-1.9
Connecticut	5. BchlrDgr	-1.2	-0.2	-2.2
Montana	5. BchlrDgr	-1.2	0.8	-3.2
South Dakota	5. BchlrDgr	-1.2	0.9	-3.3
New York	5. BchlrDgr	-1.3	-0.9	-1.6
Michigan	5. BchlrDgr	-1.3	-0.8	-1.7
Ohio	5. BchlrDgr	-1.3	-0.8	-1.8
Indiana	5. BchlrDgr	-1.3	-0.8	-1.9
Mississippi	5. BchlrDgr	-1.4	-0.6	-2.3
Pennsylvania	5. BchlrDgr	-1.5	-1.1	-1.9
Wisconsin	5. BchlrDgr	-1.7	-0.9	-2.5
Utah	5. BchlrDgr	-1.8	-0.7	-2.8
West Virginia	5. BchlrDgr	-1.8	-1.0	-2.7
New Mexico	5. BchlrDgr	-2.1	-1.0	-3.1
New Jersey	5. BchlrDgr	-2.6	-2.1	-3.1
Iowa	5. BchlrDgr	-2.6	-1.7	-3.6
North Dakota	5. BchlrDgr	-3.4	-0.7	-6.1
Rhode Island	5. BchlrDgr	-4.2	-2.4	-6.0
Vermont	5. BchlrDgr	-6.0	-3.0	-8.9
Alaska	5. BchlrDgr	-8.8	-5.3	-12.2
Delaware	4. AssctDgr	2.6	3.5	1.6
North Dakota	4. AssctDgr	2.0	4.0	0.0
Montana	4. AssctDgr	1.5	3.0	0.0
Florida	4. AssctDgr	0.8	1.0	0.6
Idaho	4. AssctDgr	0.8	1.7	-0.1
Colorado	4. AssctDgr	0.7	1.2	0.2
Arizona	4. AssctDgr	0.7	1.1	0.3
South Carolina	4. AssctDgr	0.7	1.2	0.2
Utah	4. AssctDgr	0.7	1.3	0.0
Nevada	4. AssctDgr	0.7	1.3	0.0
Oregon	4. AssctDgr	0.6	1.1	0.1
North Carolina	4. AssctDgr	0.5	0.8	0.2
Maine	4. AssctDgr	0.5	1.3	-0.4
Hawaii	4. AssctDgr	0.5	1.6	-0.7
Kentucky	4. AssctDgr	0.4	0.8	-0.1
Texas	4. AssctDgr	0.4	0.5	0.2
Nebraska	4. AssctDgr	0.4	1.2	-0.5
Tennessee	4. AssctDgr	0.3	0.7	-0.1
Missouri	4. AssctDgr	0.3	0.7	-0.1
Wisconsin	4. AssctDgr	0.3	0.6	-0.1
Washington	4. AssctDgr	0.3	0.7	-0.1
Alabama	4. AssctDgr	0.3	0.7	-0.2
South Dakota	4. AssctDgr	0.2	1.8	-1.4
Iowa	4. AssctDgr	0.1	0.8	-0.6
Virginia	4. AssctDgr	0.1	0.3	-0.2
West Virginia	4. AssctDgr	0.1	0.8	-0.7
Ohio	4. AssctDgr	0.0	0.2	-0.2
Maryland	4. AssctDgr	0.0	0.4	-0.3
Massachusetts	4. AssctDgr	0.0	0.3	-0.3
Mississippi	4. AssctDgr	0.0	0.5	-0.5
Oklahoma	4. AssctDgr	0.0	0.4	-0.4
New Hampshire	4. AssctDgr	-0.1	0.8	-1.0
Indiana	4. AssctDgr	-0.1	0.2	-0.4
Georgia	4. AssctDgr	-0.1	0.2	-0.4
Louisiana	4. AssctDgr	-0.2	0.2	-0.5
New Jersey	4. AssctDgr	-0.2	0.0	-0.4
Wyoming	4. AssctDgr	-0.2	2.6	-2.9
Michigan	4. AssctDgr	-0.2	0.0	-0.4
California	4. AssctDgr	-0.3	-0.2	-0.4
New Mexico	4. AssctDgr	-0.4	0.2	-1.0
Kansas	4. AssctDgr	-0.4	0.2	-1.0
Connecticut	4. AssctDgr	-0.4	0.0	-0.8
Arkansas	4. AssctDgr	-0.5	-0.1	-0.8
Minnesota	4. AssctDgr	-0.5	0.0	-1.0
Pennsylvania	4. AssctDgr	-0.5	-0.2	-0.8
Illinois	4. AssctDgr	-0.7	-0.5	-1.0
Rhode Island	4. AssctDgr	-0.8	0.1	-1.8
New York	4. AssctDgr	-0.9	-0.8	-1.1
Vermont	4. AssctDgr	-2.0	-0.8	-3.2
District of Columbia	4. AssctDgr	-2.1	-0.9	-3.3
Alaska	4. AssctDgr	-3.5	-1.4	-5.6
North Dakota	3. SomeCllg	5.2	8.0	2.4
Oregon	3. SomeCllg	3.3	4.2	2.5
Nevada	3. SomeCllg	3.3	4.5	2.1
Wyoming	3. SomeCllg	2.4	5.8	-1.0
Colorado	3. SomeCllg	2.3	3.3	1.4
Arizona	3. SomeCllg	2.0	2.8	1.3
Idaho	3. SomeCllg	1.9	3.6	0.2
South Dakota	3. SomeCllg	1.7	3.6	-0.2
Delaware	3. SomeCllg	1.5	3.4	-0.3
Utah	3. SomeCllg	1.3	2.6	0.1
South Carolina	3. SomeCllg	1.3	2.2	0.4
Montana	3. SomeCllg	1.2	3.2	-0.8
Florida	3. SomeCllg	1.2	1.5	0.8
Arkansas	3. SomeCllg	1.2	2.2	0.1
Texas	3. SomeCllg	1.0	1.4	0.7
Alabama	3. SomeCllg	0.8	1.5	0.1
Georgia	3. SomeCllg	0.8	1.4	0.2
Maine	3. SomeCllg	0.8	2.1	-0.6
Vermont	3. SomeCllg	0.7	2.7	-1.2
North Carolina	3. SomeCllg	0.7	1.2	0.1
Tennessee	3. SomeCllg	0.7	1.4	-0.1
Hawaii	3. SomeCllg	0.6	2.6	-1.4
Missouri	3. SomeCllg	0.6	1.2	0.0
New Hampshire	3. SomeCllg	0.6	1.9	-0.7
Kentucky	3. SomeCllg	0.5	1.4	-0.3
Washington	3. SomeCllg	0.3	1.0	-0.4
Nebraska	3. SomeCllg	0.3	1.6	-1.1
Wisconsin	3. SomeCllg	0.3	0.9	-0.3
Virginia	3. SomeCllg	0.1	0.7	-0.5
Oklahoma	3. SomeCllg	0.0	0.9	-0.8
Iowa	3. SomeCllg	0.0	0.9	-0.9
Ohio	3. SomeCllg	0.0	0.4	-0.4
Indiana	3. SomeCllg	0.0	0.6	-0.7
Kansas	3. SomeCllg	-0.1	0.9	-1.2
Rhode Island	3. SomeCllg	-0.2	1.1	-1.4
West Virginia	3. SomeCllg	-0.2	0.9	-1.3
Louisiana	3. SomeCllg	-0.3	0.6	-1.1
Massachusetts	3. SomeCllg	-0.4	0.1	-0.9
Mississippi	3. SomeCllg	-0.4	0.6	-1.5
Maryland	3. SomeCllg	-0.5	0.1	-1.1
Pennsylvania	3. SomeCllg	-0.5	-0.1	-0.8
Michigan	3. SomeCllg	-0.6	-0.2	-1.0
Minnesota	3. SomeCllg	-0.6	0.0	-1.2
Connecticut	3. SomeCllg	-0.7	-0.1	-1.4
New Mexico	3. SomeCllg	-0.8	0.5	-2.1
District of Columbia	3. SomeCllg	-1.3	1.0	-3.5
California	3. SomeCllg	-1.3	-1.1	-1.5
New Jersey	3. SomeCllg	-1.4	-1.1	-1.8
Illinois	3. SomeCllg	-1.5	-1.1	-1.8
New York	3. SomeCllg	-1.9	-1.7	-2.1
Alaska	3. SomeCllg	-14.1	-10.0	-18.1
Nevada	2. HsDgrEqv	3.2	4.4	2.0
Idaho	2. HsDgrEqv	2.8	4.3	1.3
Delaware	2. HsDgrEqv	2.2	4.0	0.3
Florida	2. HsDgrEqv	2.1	2.5	1.7
Oregon	2. HsDgrEqv	1.7	2.3	1.0
New Hampshire	2. HsDgrEqv	1.5	2.8	0.1
South Carolina	2. HsDgrEqv	1.4	2.3	0.6
Arizona	2. HsDgrEqv	1.4	2.1	0.8
Arkansas	2. HsDgrEqv	1.4	2.5	0.3
Colorado	2. HsDgrEqv	1.1	1.7	0.4
Washington	2. HsDgrEqv	1.0	1.6	0.4
Georgia	2. HsDgrEqv	0.9	1.3	0.5
New Mexico	2. HsDgrEqv	0.9	2.0	-0.2
Utah	2. HsDgrEqv	0.7	1.6	-0.1
Texas	2. HsDgrEqv	0.7	1.0	0.4
North Dakota	2. HsDgrEqv	0.7	4.0	-2.7
Tennessee	2. HsDgrEqv	0.6	1.3	0.0
Indiana	2. HsDgrEqv	0.5	1.0	0.0
North Carolina	2. HsDgrEqv	0.5	1.0	-0.1
Nebraska	2. HsDgrEqv	0.4	1.5	-0.7
Louisiana	2. HsDgrEqv	0.3	1.0	-0.4
Kentucky	2. HsDgrEqv	0.3	1.1	-0.5
Iowa	2. HsDgrEqv	0.3	1.3	-0.7
Missouri	2. HsDgrEqv	0.3	0.9	-0.3
Oklahoma	2. HsDgrEqv	0.3	1.3	-0.8
Wisconsin	2. HsDgrEqv	0.2	0.7	-0.2
Virginia	2. HsDgrEqv	0.2	0.7	-0.3
Ohio	2. HsDgrEqv	0.2	0.5	-0.2
Montana	2. HsDgrEqv	0.1	2.1	-1.9
West Virginia	2. HsDgrEqv	-0.1	1.6	-1.7
Maryland	2. HsDgrEqv	-0.1	0.5	-0.6
Michigan	2. HsDgrEqv	-0.1	0.2	-0.5
Alabama	2. HsDgrEqv	-0.3	0.4	-1.0
Pennsylvania	2. HsDgrEqv	-0.3	0.1	-0.7
Kansas	2. HsDgrEqv	-0.3	0.8	-1.4
Minnesota	2. HsDgrEqv	-0.4	0.1	-0.9
Maine	2. HsDgrEqv	-0.4	0.9	-1.7
Mississippi	2. HsDgrEqv	-0.5	0.5	-1.6
Rhode Island	2. HsDgrEqv	-0.7	0.6	-2.0
Wyoming	2. HsDgrEqv	-0.8	2.5	-4.0
New Jersey	2. HsDgrEqv	-1.0	-0.6	-1.4
California	2. HsDgrEqv	-1.0	-0.8	-1.2
South Dakota	2. HsDgrEqv	-1.1	0.7	-3.0
Massachusetts	2. HsDgrEqv	-1.2	-0.7	-1.6
Connecticut	2. HsDgrEqv	-1.2	-0.6	-1.8
Illinois	2. HsDgrEqv	-1.3	-0.9	-1.6
Vermont	2. HsDgrEqv	-1.4	0.0	-2.9
New York	2. HsDgrEqv	-1.9	-1.6	-2.1
Hawaii	2. HsDgrEqv	-2.0	-0.2	-3.7
District of Columbia	2. HsDgrEqv	-7.4	-5.5	-9.4
Alaska	2. HsDgrEqv	-20.4	-17.0	-23.9
Delaware	1. LssHsDgr	1.2	2.3	0.2
Oklahoma	1. LssHsDgr	1.0	1.6	0.4
Wyoming	1. LssHsDgr	0.9	3.1	-1.2
Nevada	1. LssHsDgr	0.9	1.7	0.1
Kansas	1. LssHsDgr	0.7	1.3	0.0
South Dakota	1. LssHsDgr	0.6	1.9	-0.7
Minnesota	1. LssHsDgr	0.5	0.9	0.2
Georgia	1. LssHsDgr	0.5	0.8	0.2
Louisiana	1. LssHsDgr	0.5	0.9	0.1
North Dakota	1. LssHsDgr	0.5	1.5	-0.5
Wisconsin	1. LssHsDgr	0.5	0.8	0.2
Mississippi	1. LssHsDgr	0.5	1.1	-0.2
Texas	1. LssHsDgr	0.4	0.6	0.3
Tennessee	1. LssHsDgr	0.4	0.8	0.0
Oregon	1. LssHsDgr	0.4	0.9	-0.1
Colorado	1. LssHsDgr	0.4	0.8	0.0
Washington	1. LssHsDgr	0.4	0.8	0.1
Michigan	1. LssHsDgr	0.3	0.6	0.1
New Mexico	1. LssHsDgr	0.3	1.1	-0.4
West Virginia	1. LssHsDgr	0.3	1.1	-0.5
Ohio	1. LssHsDgr	0.3	0.5	0.0
Kentucky	1. LssHsDgr	0.3	0.7	-0.2
Indiana	1. LssHsDgr	0.3	0.6	-0.1
Pennsylvania	1. LssHsDgr	0.3	0.5	0.0
Rhode Island	1. LssHsDgr	0.2	1.2	-0.7
Arkansas	1. LssHsDgr	0.2	0.9	-0.5
Missouri	1. LssHsDgr	0.2	0.6	-0.2
Utah	1. LssHsDgr	0.1	0.7	-0.5
Iowa	1. LssHsDgr	0.1	0.7	-0.5
Maryland	1. LssHsDgr	0.0	0.4	-0.3
Florida	1. LssHsDgr	0.0	0.2	-0.2
North Carolina	1. LssHsDgr	0.0	0.3	-0.3
Virginia	1. LssHsDgr	0.0	0.3	-0.3
Connecticut	1. LssHsDgr	0.0	0.4	-0.4
South Carolina	1. LssHsDgr	-0.1	0.3	-0.5
Montana	1. LssHsDgr	-0.1	1.0	-1.2
Arizona	1. LssHsDgr	-0.1	0.3	-0.6
New Jersey	1. LssHsDgr	-0.2	0.1	-0.4
Nebraska	1. LssHsDgr	-0.2	0.6	-1.0
New Hampshire	1. LssHsDgr	-0.2	0.6	-1.1
California	1. LssHsDgr	-0.4	-0.3	-0.5
Massachusetts	1. LssHsDgr	-0.4	-0.1	-0.8
Alabama	1. LssHsDgr	-0.5	0.0	-1.0
Hawaii	1. LssHsDgr	-0.6	-0.1	-1.2
Vermont	1. LssHsDgr	-0.6	0.6	-1.9
Illinois	1. LssHsDgr	-0.7	-0.5	-0.9
Maine	1. LssHsDgr	-0.7	0.0	-1.4
Idaho	1. LssHsDgr	-0.8	0.2	-1.8
New York	1. LssHsDgr	-0.9	-0.7	-1.0
District of Columbia	1. LssHsDgr	-2.5	-1.2	-3.8
Alaska	1. LssHsDgr	-8.0	-6.0	-10.0

Net (in) Migration per 1000 Ed-Attainment Rsd.( 22-64 years old)

State	Ed. Attainment	per 1000 Ed.Rsd	Upper	Lower
Washington	6. Grdts	21.1	25.1	17.0
Montana	6. Grdts	17.3	35.1	-0.5
South Carolina	6. Grdts	13.2	18.7	7.7
Nevada	6. Grdts	13.0	22.5	3.5
Delaware	6. Grdts	12.5	25.0	0.0
Colorado	6. Grdts	11.5	17.0	5.9
Oregon	6. Grdts	11.1	17.8	4.3
Texas	6. Grdts	10.9	12.9	9.0
Utah	6. Grdts	9.8	18.7	0.9
Idaho	6. Grdts	9.4	22.8	-3.9
New Hampshire	6. Grdts	9.1	19.9	-1.7
Arizona	6. Grdts	8.5	14.0	3.0
North Carolina	6. Grdts	7.7	12.0	3.3
Maine	6. Grdts	6.9	18.9	-5.0
Florida	6. Grdts	6.3	9.2	3.5
Vermont	6. Grdts	5.9	25.6	-13.7
California	6. Grdts	5.6	7.2	3.9
New Mexico	6. Grdts	4.5	13.5	-4.6
South Dakota	6. Grdts	3.4	20.4	-13.5
Minnesota	6. Grdts	3.3	8.3	-1.6
Maryland	6. Grdts	2.4	6.0	-1.3
Wyoming	6. Grdts	1.8	22.0	-18.4
Alabama	6. Grdts	1.6	7.1	-3.9
Tennessee	6. Grdts	0.9	5.8	-4.0
Iowa	6. Grdts	0.7	8.3	-7.0
Virginia	6. Grdts	0.3	4.0	-3.5
Arkansas	6. Grdts	-1.2	6.8	-9.2
Georgia	6. Grdts	-2.1	1.8	-6.0
Connecticut	6. Grdts	-3.0	0.9	-6.9
Louisiana	6. Grdts	-3.1	2.7	-9.0
Massachusetts	6. Grdts	-3.4	-0.1	-6.6
North Dakota	6. Grdts	-3.6	21.8	-29.1
Hawaii	6. Grdts	-4.4	8.2	-17.0
Wisconsin	6. Grdts	-4.5	1.1	-10.1
Ohio	6. Grdts	-4.8	-1.0	-8.6
Kansas	6. Grdts	-5.7	2.3	-13.6
Nebraska	6. Grdts	-6.4	2.7	-15.5
Michigan	6. Grdts	-7.0	-3.7	-10.3
Mississippi	6. Grdts	-7.3	-0.4	-14.1
New Jersey	6. Grdts	-7.5	-4.7	-10.3
Indiana	6. Grdts	-7.9	-3.2	-12.5
Pennsylvania	6. Grdts	-7.9	-5.3	-10.5
Missouri	6. Grdts	-9.2	-4.7	-13.8
West Virginia	6. Grdts	-10.0	-1.9	-18.0
Kentucky	6. Grdts	-10.1	-5.7	-14.5
Illinois	6. Grdts	-11.1	-8.3	-13.9
New York	6. Grdts	-11.3	-9.3	-13.3
Rhode Island	6. Grdts	-11.6	0.7	-24.0
Oklahoma	6. Grdts	-14.2	-7.3	-21.1
District of Columbia	6. Grdts	-16.4	-3.7	-29.1
Alaska	6. Grdts	-43.1	-19.4	-66.8
Colorado	5. BchlrDgr	16.2	20.0	12.4
Nevada	5. BchlrDgr	15.5	21.8	9.2
Washington	5. BchlrDgr	12.7	16.3	9.0
Oregon	5. BchlrDgr	11.7	17.0	6.4
Arizona	5. BchlrDgr	11.1	15.5	6.8
Texas	5. BchlrDgr	8.1	9.5	6.7
Florida	5. BchlrDgr	6.6	8.4	4.9
North Carolina	5. BchlrDgr	6.6	9.5	3.6
Maine	5. BchlrDgr	6.0	14.4	-2.4
South Carolina	5. BchlrDgr	6.0	11.0	1.0
Tennessee	5. BchlrDgr	5.9	9.9	1.8
Louisiana	5. BchlrDgr	3.9	8.6	-0.8
Idaho	5. BchlrDgr	3.9	12.9	-5.2
New Hampshire	5. BchlrDgr	3.6	11.2	-4.0
Arkansas	5. BchlrDgr	3.2	8.9	-2.5
California	5. BchlrDgr	3.0	4.1	2.0
Virginia	5. BchlrDgr	1.6	4.5	-1.4
Kentucky	5. BchlrDgr	0.8	5.3	-3.7
Georgia	5. BchlrDgr	0.7	3.6	-2.1
District of Columbia	5. BchlrDgr	0.4	12.2	-11.5
Hawaii	5. BchlrDgr	-0.3	7.0	-7.7
Maryland	5. BchlrDgr	-0.8	3.4	-5.1
Delaware	5. BchlrDgr	-1.0	8.2	-10.1
Minnesota	5. BchlrDgr	-1.6	1.9	-5.1
Kansas	5. BchlrDgr	-2.7	3.1	-8.4
Massachusetts	5. BchlrDgr	-2.8	-0.2	-5.4
Illinois	5. BchlrDgr	-3.9	-1.7	-6.0
Nebraska	5. BchlrDgr	-4.1	1.5	-9.6
Missouri	5. BchlrDgr	-4.9	-0.7	-9.1
Connecticut	5. BchlrDgr	-5.0	-0.7	-9.3
Alabama	5. BchlrDgr	-5.3	-0.4	-10.2
Wyoming	5. BchlrDgr	-5.3	15.0	-25.6
New York	5. BchlrDgr	-5.7	-4.1	-7.3
South Dakota	5. BchlrDgr	-5.7	4.4	-15.9
Montana	5. BchlrDgr	-5.8	4.1	-15.8
Oklahoma	5. BchlrDgr	-6.7	-2.2	-11.1
Michigan	5. BchlrDgr	-7.0	-4.5	-9.4
Ohio	5. BchlrDgr	-7.3	-4.6	-10.0
Pennsylvania	5. BchlrDgr	-7.4	-5.3	-9.5
Indiana	5. BchlrDgr	-7.6	-4.5	-10.6
Wisconsin	5. BchlrDgr	-8.1	-4.5	-11.8
Utah	5. BchlrDgr	-8.5	-3.3	-13.8
New Jersey	5. BchlrDgr	-10.2	-8.1	-12.3
Mississippi	5. BchlrDgr	-10.5	-4.2	-16.9
Iowa	5. BchlrDgr	-12.8	-8.1	-17.5
New Mexico	5. BchlrDgr	-14.0	-7.0	-20.9
West Virginia	5. BchlrDgr	-14.1	-7.2	-20.9
North Dakota	5. BchlrDgr	-14.9	-3.2	-26.6
Rhode Island	5. BchlrDgr	-19.6	-11.2	-27.9
Vermont	5. BchlrDgr	-25.6	-13.0	-38.3
Alaska	5. BchlrDgr	-48.5	-29.3	-67.6
Delaware	4. AssctDgr	32.1	43.9	20.2
Montana	4. AssctDgr	15.5	30.9	0.1
North Dakota	4. AssctDgr	13.2	26.4	0.0
Nevada	4. AssctDgr	8.2	16.1	0.2
Colorado	4. AssctDgr	8.0	13.9	2.2
Idaho	4. AssctDgr	7.9	16.7	-0.9
Arizona	4. AssctDgr	7.8	11.9	3.7
Florida	4. AssctDgr	7.3	9.0	5.6
South Carolina	4. AssctDgr	7.3	12.2	2.4
Utah	4. AssctDgr	6.3	12.5	0.2
Oregon	4. AssctDgr	6.1	11.6	0.6
North Carolina	4. AssctDgr	5.2	8.4	1.9
Texas	4. AssctDgr	5.0	6.9	3.1
Kentucky	4. AssctDgr	4.4	9.5	-0.7
Maine	4. AssctDgr	4.3	12.0	-3.3
Tennessee	4. AssctDgr	4.1	9.7	-1.5
Hawaii	4. AssctDgr	4.0	14.0	-5.9
Missouri	4. AssctDgr	3.3	7.8	-1.1
Nebraska	4. AssctDgr	3.2	11.0	-4.7
Alabama	4. AssctDgr	2.9	7.9	-2.1
Washington	4. AssctDgr	2.6	6.4	-1.3
Wisconsin	4. AssctDgr	2.4	5.6	-0.9
South Dakota	4. AssctDgr	1.6	13.9	-10.7
Virginia	4. AssctDgr	0.9	4.4	-2.7
West Virginia	4. AssctDgr	0.8	10.5	-8.8
Iowa	4. AssctDgr	0.8	5.7	-4.2
Ohio	4. AssctDgr	0.4	2.5	-1.6
Maryland	4. AssctDgr	0.3	5.5	-5.0
Massachusetts	4. AssctDgr	0.0	3.3	-3.4
Mississippi	4. AssctDgr	-0.2	4.9	-5.2
Oklahoma	4. AssctDgr	-0.4	4.7	-5.5
New Hampshire	4. AssctDgr	-0.9	8.1	-9.9
Indiana	4. AssctDgr	-1.3	2.0	-4.5
Wyoming	4. AssctDgr	-1.6	21.5	-24.7
Georgia	4. AssctDgr	-1.8	2.1	-5.7
Michigan	4. AssctDgr	-2.0	0.1	-4.1
New Jersey	4. AssctDgr	-2.7	0.7	-6.0
Louisiana	4. AssctDgr	-2.7	3.2	-8.6
Minnesota	4. AssctDgr	-3.7	0.3	-7.7
California	4. AssctDgr	-4.2	-3.0	-5.5
New Mexico	4. AssctDgr	-4.3	2.2	-10.9
Kansas	4. AssctDgr	-4.6	1.7	-10.9
Connecticut	4. AssctDgr	-5.4	-0.6	-10.2
Pennsylvania	4. AssctDgr	-5.5	-2.7	-8.4
Arkansas	4. AssctDgr	-6.3	-1.0	-11.6
Illinois	4. AssctDgr	-8.5	-5.7	-11.3
Rhode Island	4. AssctDgr	-9.1	1.3	-19.6
New York	4. AssctDgr	-9.8	-8.3	-11.3
Vermont	4. AssctDgr	-23.5	-9.0	-38.0
Alaska	4. AssctDgr	-43.1	-17.6	-68.6
District of Columbia	4. AssctDgr	-68.2	-29.2	-107.2
North Dakota	3. SomeCllg	20.8	32.0	9.6
Oregon	3. SomeCllg	12.4	15.5	9.3
Nevada	3. SomeCllg	12.1	16.6	7.7
Colorado	3. SomeCllg	10.1	14.1	6.1
Wyoming	3. SomeCllg	8.7	20.9	-3.5
Arizona	3. SomeCllg	7.7	10.6	4.8
Delaware	3. SomeCllg	7.4	16.3	-1.5
South Dakota	3. SomeCllg	7.2	15.5	-1.0
Idaho	3. SomeCllg	6.8	12.8	0.8
South Carolina	3. SomeCllg	5.6	9.7	1.5
Florida	3. SomeCllg	5.4	6.9	3.9
Arkansas	3. SomeCllg	4.8	9.0	0.6
Utah	3. SomeCllg	4.6	8.9	0.3
Montana	3. SomeCllg	4.6	12.2	-3.1
Texas	3. SomeCllg	4.4	5.7	3.1
Vermont	3. SomeCllg	3.7	13.6	-6.2
Maine	3. SomeCllg	3.5	9.5	-2.6
Georgia	3. SomeCllg	3.4	6.0	0.9
Alabama	3. SomeCllg	3.4	6.2	0.6
Tennessee	3. SomeCllg	3.0	6.2	-0.3
New Hampshire	3. SomeCllg	2.9	9.3	-3.5
North Carolina	3. SomeCllg	2.9	5.3	0.4
Hawaii	3. SomeCllg	2.5	10.9	-5.8
Missouri	3. SomeCllg	2.4	4.9	0.0
Kentucky	3. SomeCllg	2.4	6.0	-1.3
Washington	3. SomeCllg	1.2	3.9	-1.4
Wisconsin	3. SomeCllg	1.2	3.7	-1.4
Nebraska	3. SomeCllg	1.2	6.8	-4.4
Virginia	3. SomeCllg	0.5	3.2	-2.1
Oklahoma	3. SomeCllg	0.2	3.5	-3.1
Iowa	3. SomeCllg	0.1	3.9	-3.7
Ohio	3. SomeCllg	0.0	1.8	-1.8
Indiana	3. SomeCllg	-0.1	2.8	-3.0
Kansas	3. SomeCllg	-0.5	3.6	-4.6
Rhode Island	3. SomeCllg	-0.8	5.0	-6.7
West Virginia	3. SomeCllg	-0.9	4.3	-6.2
Louisiana	3. SomeCllg	-1.1	2.6	-4.9
Mississippi	3. SomeCllg	-1.7	2.6	-6.1
Michigan	3. SomeCllg	-2.2	-0.7	-3.7
Maryland	3. SomeCllg	-2.3	0.5	-5.1
Massachusetts	3. SomeCllg	-2.3	0.3	-4.9
Minnesota	3. SomeCllg	-2.7	0.1	-5.4
Pennsylvania	3. SomeCllg	-2.7	-0.8	-4.6
New Mexico	3. SomeCllg	-3.1	2.1	-8.3
Connecticut	3. SomeCllg	-3.9	-0.3	-7.5
California	3. SomeCllg	-5.6	-5.0	-6.3
Illinois	3. SomeCllg	-6.6	-4.9	-8.2
New Jersey	3. SomeCllg	-7.9	-5.8	-9.9
District of Columbia	3. SomeCllg	-9.4	7.1	-26.0
New York	3. SomeCllg	-10.8	-9.5	-12.1
Alaska	3. SomeCllg	-47.4	-33.8	-61.1
Nevada	2. HsDgrEqv	11.2	15.4	7.1
Idaho	2. HsDgrEqv	10.1	15.6	4.6
Florida	2. HsDgrEqv	7.5	8.9	6.1
Delaware	2. HsDgrEqv	7.3	13.6	1.0
Oregon	2. HsDgrEqv	7.2	10.2	4.2
Arizona	2. HsDgrEqv	5.9	8.6	3.2
New Hampshire	2. HsDgrEqv	5.5	10.4	0.5
Colorado	2. HsDgrEqv	5.1	8.2	2.0
South Carolina	2. HsDgrEqv	5.0	7.9	2.0
Washington	2. HsDgrEqv	4.5	7.1	1.9
Arkansas	2. HsDgrEqv	4.1	7.4	0.8
New Mexico	2. HsDgrEqv	3.4	7.5	-0.8
Georgia	2. HsDgrEqv	3.3	4.9	1.8
Utah	2. HsDgrEqv	3.3	7.2	-0.6
Texas	2. HsDgrEqv	2.8	3.9	1.7
North Dakota	2. HsDgrEqv	2.8	16.6	-11.0
Tennessee	2. HsDgrEqv	2.0	3.9	0.1
North Carolina	2. HsDgrEqv	1.9	4.1	-0.2
Nebraska	2. HsDgrEqv	1.9	6.5	-2.8
Indiana	2. HsDgrEqv	1.6	3.2	0.0
Iowa	2. HsDgrEqv	1.1	4.6	-2.4
Kentucky	2. HsDgrEqv	1.0	3.4	-1.4
Louisiana	2. HsDgrEqv	1.0	3.0	-1.1
Missouri	2. HsDgrEqv	0.9	3.1	-1.2
Virginia	2. HsDgrEqv	0.9	3.0	-1.3
Wisconsin	2. HsDgrEqv	0.8	2.5	-0.8
Oklahoma	2. HsDgrEqv	0.8	4.2	-2.6
Ohio	2. HsDgrEqv	0.5	1.7	-0.7
Montana	2. HsDgrEqv	0.3	7.1	-6.6
West Virginia	2. HsDgrEqv	-0.1	4.0	-4.3
Maryland	2. HsDgrEqv	-0.3	2.0	-2.6
Michigan	2. HsDgrEqv	-0.5	0.9	-1.9
Pennsylvania	2. HsDgrEqv	-0.9	0.3	-2.0
Alabama	2. HsDgrEqv	-0.9	1.4	-3.3
Kansas	2. HsDgrEqv	-1.3	3.2	-5.7
Maine	2. HsDgrEqv	-1.3	2.7	-5.4
Mississippi	2. HsDgrEqv	-1.7	1.8	-5.2
Minnesota	2. HsDgrEqv	-1.7	0.5	-3.9
Rhode Island	2. HsDgrEqv	-2.8	2.4	-7.9
Wyoming	2. HsDgrEqv	-2.8	8.7	-14.3
New Jersey	2. HsDgrEqv	-3.7	-2.1	-5.3
South Dakota	2. HsDgrEqv	-4.0	2.4	-10.3
Connecticut	2. HsDgrEqv	-4.7	-2.3	-7.2
Vermont	2. HsDgrEqv	-4.9	0.0	-9.9
California	2. HsDgrEqv	-5.0	-4.0	-5.9
Massachusetts	2. HsDgrEqv	-5.2	-3.2	-7.1
Illinois	2. HsDgrEqv	-5.2	-3.7	-6.7
Hawaii	2. HsDgrEqv	-7.2	-0.8	-13.6
New York	2. HsDgrEqv	-7.7	-6.7	-8.7
District of Columbia	2. HsDgrEqv	-44.9	-33.0	-56.8
Alaska	2. HsDgrEqv	-73.4	-61.0	-85.8
Wyoming	1. LssHsDgr	14.6	47.5	-18.3
Delaware	1. LssHsDgr	12.4	22.4	2.3
North Dakota	1. LssHsDgr	9.7	28.8	-9.4
South Dakota	1. LssHsDgr	9.0	27.4	-9.3
Minnesota	1. LssHsDgr	8.8	14.4	3.1
Oklahoma	1. LssHsDgr	8.4	13.3	3.4
Kansas	1. LssHsDgr	7.2	14.6	-0.2
Wisconsin	1. LssHsDgr	6.4	10.4	2.4
Nevada	1. LssHsDgr	6.3	11.8	0.9
Colorado	1. LssHsDgr	4.7	9.6	-0.2
Washington	1. LssHsDgr	4.5	8.4	0.6
Georgia	1. LssHsDgr	4.3	6.7	1.9
Oregon	1. LssHsDgr	4.2	9.2	-0.7
Michigan	1. LssHsDgr	4.0	6.6	1.4
Tennessee	1. LssHsDgr	3.8	7.3	0.3
Louisiana	1. LssHsDgr	3.6	6.5	0.7
Ohio	1. LssHsDgr	3.3	6.0	0.5
Mississippi	1. LssHsDgr	3.2	7.9	-1.5
Pennsylvania	1. LssHsDgr	3.2	6.2	0.2
Texas	1. LssHsDgr	2.7	3.6	1.8
West Virginia	1. LssHsDgr	2.6	9.5	-4.2
Indiana	1. LssHsDgr	2.6	5.7	-0.6
Rhode Island	1. LssHsDgr	2.4	11.2	-6.5
New Mexico	1. LssHsDgr	2.4	7.5	-2.8
Kentucky	1. LssHsDgr	2.2	5.9	-1.4
Missouri	1. LssHsDgr	1.9	6.1	-2.3
Arkansas	1. LssHsDgr	1.7	7.1	-3.8
Iowa	1. LssHsDgr	1.7	10.5	-7.2
Utah	1. LssHsDgr	1.4	8.6	-5.7
Maryland	1. LssHsDgr	0.5	4.3	-3.2
Florida	1. LssHsDgr	0.0	1.9	-2.0
North Carolina	1. LssHsDgr	-0.2	2.4	-2.7
Virginia	1. LssHsDgr	-0.2	2.9	-3.4
Connecticut	1. LssHsDgr	-0.5	4.5	-5.4
South Carolina	1. LssHsDgr	-0.8	2.4	-4.1
Arizona	1. LssHsDgr	-1.1	2.1	-4.2
New Jersey	1. LssHsDgr	-1.8	1.0	-4.6
Montana	1. LssHsDgr	-2.0	15.1	-19.0
Nebraska	1. LssHsDgr	-2.3	7.4	-12.0
California	1. LssHsDgr	-2.5	-1.9	-3.1
Alabama	1. LssHsDgr	-3.9	-0.2	-7.6
New Hampshire	1. LssHsDgr	-4.0	10.3	-18.2
Massachusetts	1. LssHsDgr	-5.5	-1.6	-9.5
Illinois	1. LssHsDgr	-7.0	-4.8	-9.2
New York	1. LssHsDgr	-7.3	-6.0	-8.6
Idaho	1. LssHsDgr	-8.7	1.7	-19.1
Vermont	1. LssHsDgr	-9.8	9.3	-28.9
Hawaii	1. LssHsDgr	-9.9	-0.9	-18.8
Maine	1. LssHsDgr	-12.4	-0.8	-24.0
District of Columbia	1. LssHsDgr	-29.5	-14.4	-44.7
Alaska	1. LssHsDgr	-117.8	-88.8	-146.8

Main body here

Brain Drain - 2011-07 ACS State Migration for Working Age population

A data release concerning educational population migrated between states in the United States of America. The report is based on US census' ACS 5-year PUMS data for 2011-2007!

This is a data update of my previous article 'Brain Drain - 2015 ACS State Migration for Working Age'. The data presented here is based on US census' ACS 5-year PUMS data release that covers 2011 to 2007.

As mentioned in my other recent articles, even though these are data updates, but due to survey changes and re-structure of program codes, it takes a while to get data ready for release.

Since this is a data update of my forementioned article, please refer to that article for detailed description of data. Over here, I will simply summarize the type of data that are made available.

With this data release, reader can explorer the number of people that moved to your state per year from each other state. Reader can also explorer the education attainment level of these migrated population. On the reverse side, reader can also explore the number of people leave your state and move to each other state, again, with the education attainment status available. Finally, the net migration is made available with 90% margin of error presented, which provide a sense of confidence for the data.

The released data is published via Tableau Public at here.

Related articles:
Nebraska Brain Drain Migration and Ed. Attainment, 2015 United States ACS
 

Brain Drain - Ranking and Analysis with 2011 ACS 5-year PUMS

Original Article

An analysis of the 2011 5-year ACS education attainment and migration data with the ranking for each US state.

Early this year when I preparing for the article 'Brain Drain - Ranking and Analysis with 2015 ACS data', I was working against time and a lot of arrangement and calculations were handled directly through database and spreadsheets manually without much programming code to ease and reduce the amount of work needed - from automation/development point of view, this is not uncommon that you first explore your process and goals by hand to gain better understanding of what is involved, then establish the automation process given that automation is a costly and inflexible process - once established, making adjustment can, sometimes, mean the rebuild of the whole system.

After I finishing the previously mentioned article, i spent some time writing R interface code in an attempt to reduce the amount of works. However, as found recently, those code does the task well but isn't quite flexible. Any change to the data or requirement could mean major changes. So when I begin to work on the 2011-07 ACS 5-year PUMS dataset, I re-wrote the code few times to, at least, accommodate known and expected data changes and goal variations. This also caused changes to all tasks that now deriving result from the R interface.

So, even though this article presented information in a similar format as the prior mentioned article, it is based on a totally new process. The data is again, presented through Tableau Public at here. Since, from the surface and readers' view, this is simply a data update, please referring to the forementioned article for the general descriptions.

Over here, we will simply present two ranking tables for your convenience. Again, you can refer to forementioned article for explanation.

State	Ed. Attainment	per 1000 Rsd	Upper	Lower
Delaware	6. Grdts	2.1	3.7	0.6
Oregon	6. Grdts	1.8	2.4	1.2
Maine	6. Grdts	1.8	2.8	0.7
Washington	6. Grdts	1.4	1.9	1.0
Vermont	6. Grdts	1.3	3.6	-0.9
Montana	6. Grdts	1.1	2.1	0.1
Colorado	6. Grdts	0.9	1.5	0.4
Virginia	6. Grdts	0.9	1.4	0.3
Nevada	6. Grdts	0.8	1.4	0.2
Maryland	6. Grdts	0.7	1.3	0.1
Texas	6. Grdts	0.6	0.8	0.4
South Carolina	6. Grdts	0.5	1.0	0.0
North Carolina	6. Grdts	0.5	0.8	0.1
District of Columbia	6. Grdts	0.5	4.1	-3.2
New Hampshire	6. Grdts	0.5	1.6	-0.7
Kentucky	6. Grdts	0.3	0.8	-0.1
Alabama	6. Grdts	0.3	0.7	-0.1
New Mexico	6. Grdts	0.3	1.2	-0.7
Florida	6. Grdts	0.2	0.5	0.0
Arkansas	6. Grdts	0.2	0.9	-0.5
Minnesota	6. Grdts	0.2	0.7	-0.3
Wyoming	6. Grdts	0.2	1.6	-1.3
Georgia	6. Grdts	0.1	0.5	-0.2
Utah	6. Grdts	0.1	0.8	-0.5
Wisconsin	6. Grdts	0.1	0.5	-0.3
California	6. Grdts	0.1	0.3	-0.1
Arizona	6. Grdts	0.1	0.5	-0.4
Tennessee	6. Grdts	0.1	0.5	-0.3
Kansas	6. Grdts	0.1	0.9	-0.8
Oklahoma	6. Grdts	0.0	0.6	-0.5
New Jersey	6. Grdts	0.0	0.3	-0.4
Connecticut	6. Grdts	0.0	0.5	-0.6
Idaho	6. Grdts	0.0	0.9	-1.0
South Dakota	6. Grdts	-0.1	1.3	-1.6
Mississippi	6. Grdts	-0.4	0.1	-0.8
Iowa	6. Grdts	-0.4	0.2	-1.0
Missouri	6. Grdts	-0.4	0.1	-0.9
Ohio	6. Grdts	-0.4	-0.1	-0.7
Pennsylvania	6. Grdts	-0.4	-0.1	-0.7
Louisiana	6. Grdts	-0.5	-0.1	-1.0
Indiana	6. Grdts	-0.5	-0.2	-0.9
Illinois	6. Grdts	-0.6	-0.3	-1.0
Massachusetts	6. Grdts	-0.7	-0.2	-1.2
Hawaii	6. Grdts	-0.8	0.2	-1.9
New York	6. Grdts	-1.0	-0.7	-1.2
West Virginia	6. Grdts	-1.0	-0.4	-1.7
Michigan	6. Grdts	-1.5	-1.2	-1.9
North Dakota	6. Grdts	-1.7	-0.1	-3.3
Nebraska	6. Grdts	-1.7	-0.8	-2.7
Rhode Island	6. Grdts	-2.1	-0.7	-3.5
Alaska	6. Grdts	-3.6	-1.8	-5.4
Colorado	5. BchlrDgr	2.6	3.6	1.7
Oregon	5. BchlrDgr	2.5	3.3	1.6
District of Columbia	5. BchlrDgr	2.0	6.5	-2.6
Texas	5. BchlrDgr	1.8	2.1	1.6
Arizona	5. BchlrDgr	1.7	2.5	0.9
South Carolina	5. BchlrDgr	1.6	2.3	0.9
New Mexico	5. BchlrDgr	1.6	2.7	0.5
North Carolina	5. BchlrDgr	1.4	2.0	0.9
Virginia	5. BchlrDgr	1.4	2.2	0.5
Washington	5. BchlrDgr	1.0	1.6	0.3
Delaware	5. BchlrDgr	0.9	2.8	-0.9
Arkansas	5. BchlrDgr	0.7	1.7	-0.2
Georgia	5. BchlrDgr	0.7	1.2	0.1
Florida	5. BchlrDgr	0.4	0.8	0.1
Maryland	5. BchlrDgr	0.4	1.0	-0.3
Minnesota	5. BchlrDgr	0.4	1.2	-0.5
Nevada	5. BchlrDgr	0.3	1.6	-0.9
Tennessee	5. BchlrDgr	0.2	0.9	-0.4
California	5. BchlrDgr	0.2	0.4	0.0
Oklahoma	5. BchlrDgr	0.2	1.0	-0.7
Louisiana	5. BchlrDgr	0.1	0.8	-0.5
Nebraska	5. BchlrDgr	0.1	1.3	-1.2
Illinois	5. BchlrDgr	0.0	0.4	-0.5
Kentucky	5. BchlrDgr	-0.2	0.5	-0.9
Hawaii	5. BchlrDgr	-0.2	1.6	-2.0
Connecticut	5. BchlrDgr	-0.3	0.5	-1.0
Missouri	5. BchlrDgr	-0.3	0.4	-1.0
Maine	5. BchlrDgr	-0.5	0.8	-1.8
Rhode Island	5. BchlrDgr	-0.6	1.3	-2.4
Pennsylvania	5. BchlrDgr	-0.6	-0.1	-1.1
Alabama	5. BchlrDgr	-0.6	0.0	-1.3
New York	5. BchlrDgr	-0.6	-0.3	-1.0
Massachusetts	5. BchlrDgr	-0.8	-0.1	-1.6
Idaho	5. BchlrDgr	-0.9	1.0	-2.8
Mississippi	5. BchlrDgr	-1.0	-0.1	-1.9
New Hampshire	5. BchlrDgr	-1.0	0.6	-2.6
New Jersey	5. BchlrDgr	-1.1	-0.5	-1.7
West Virginia	5. BchlrDgr	-1.1	-0.1	-2.1
Iowa	5. BchlrDgr	-1.2	-0.3	-2.2
Kansas	5. BchlrDgr	-1.2	0.0	-2.4
Indiana	5. BchlrDgr	-1.5	-0.9	-2.0
Ohio	5. BchlrDgr	-1.9	-1.5	-2.2
South Dakota	5. BchlrDgr	-2.0	0.3	-4.3
Utah	5. BchlrDgr	-2.1	-1.1	-3.0
Wisconsin	5. BchlrDgr	-2.2	-1.5	-2.9
Montana	5. BchlrDgr	-2.5	-0.6	-4.5
Wyoming	5. BchlrDgr	-2.6	-0.5	-4.7
North Dakota	5. BchlrDgr	-2.9	0.3	-6.0
Michigan	5. BchlrDgr	-3.0	-2.6	-3.4
Vermont	5. BchlrDgr	-3.4	-0.1	-6.8
Alaska	5. BchlrDgr	-11.3	-8.1	-14.5
North Dakota	4. AssctDgr	1.0	3.0	-1.0
Montana	4. AssctDgr	1.0	2.2	-0.3
Oregon	4. AssctDgr	0.9	1.4	0.4
Arizona	4. AssctDgr	0.9	1.3	0.5
South Carolina	4. AssctDgr	0.8	1.2	0.4
North Carolina	4. AssctDgr	0.7	1.0	0.5
Oklahoma	4. AssctDgr	0.6	1.1	0.2
Utah	4. AssctDgr	0.6	1.1	0.1
Texas	4. AssctDgr	0.5	0.6	0.4
Missouri	4. AssctDgr	0.4	0.8	0.0
Virginia	4. AssctDgr	0.3	0.7	0.0
Kentucky	4. AssctDgr	0.3	0.7	-0.1
Iowa	4. AssctDgr	0.3	0.8	-0.2
Georgia	4. AssctDgr	0.2	0.5	0.0
Maine	4. AssctDgr	0.2	1.0	-0.5
New Hampshire	4. AssctDgr	0.2	1.1	-0.6
Tennessee	4. AssctDgr	0.2	0.6	-0.1
Indiana	4. AssctDgr	0.2	0.5	-0.1
Washington	4. AssctDgr	0.2	0.6	-0.2
Colorado	4. AssctDgr	0.2	0.7	-0.3
Alabama	4. AssctDgr	0.2	0.5	-0.2
Delaware	4. AssctDgr	0.2	0.9	-0.6
Nebraska	4. AssctDgr	0.2	1.0	-0.7
West Virginia	4. AssctDgr	0.1	0.7	-0.5
Nevada	4. AssctDgr	0.1	0.9	-0.7
Pennsylvania	4. AssctDgr	0.1	0.3	-0.1
Massachusetts	4. AssctDgr	0.1	0.3	-0.2
Florida	4. AssctDgr	0.1	0.3	-0.2
New Mexico	4. AssctDgr	0.0	0.7	-0.6
Connecticut	4. AssctDgr	-0.1	0.4	-0.5
Ohio	4. AssctDgr	-0.1	0.1	-0.3
Arkansas	4. AssctDgr	-0.1	0.4	-0.6
New Jersey	4. AssctDgr	-0.1	0.1	-0.4
Mississippi	4. AssctDgr	-0.1	0.4	-0.7
Wisconsin	4. AssctDgr	-0.1	0.2	-0.5
Louisiana	4. AssctDgr	-0.2	0.2	-0.5
Maryland	4. AssctDgr	-0.2	0.2	-0.6
Hawaii	4. AssctDgr	-0.3	1.1	-1.6
District of Columbia	4. AssctDgr	-0.3	1.0	-1.6
Kansas	4. AssctDgr	-0.4	0.2	-1.0
California	4. AssctDgr	-0.4	-0.3	-0.5
South Dakota	4. AssctDgr	-0.4	0.9	-1.7
Illinois	4. AssctDgr	-0.5	-0.3	-0.7
Minnesota	4. AssctDgr	-0.6	-0.2	-1.0
New York	4. AssctDgr	-0.6	-0.5	-0.8
Michigan	4. AssctDgr	-0.7	-0.4	-0.9
Idaho	4. AssctDgr	-1.0	0.0	-2.0
Wyoming	4. AssctDgr	-1.0	0.5	-2.4
Rhode Island	4. AssctDgr	-1.0	-0.1	-2.0
Vermont	4. AssctDgr	-2.1	-0.8	-3.4
Alaska	4. AssctDgr	-4.3	-2.4	-6.1
Idaho	3. SomeCllg	3.4	5.0	1.8
Colorado	3. SomeCllg	2.7	3.5	1.9
South Carolina	3. SomeCllg	2.5	3.3	1.6
Nevada	3. SomeCllg	2.3	3.6	1.0
Arizona	3. SomeCllg	2.2	2.9	1.5
Oregon	3. SomeCllg	2.1	3.1	1.2
Montana	3. SomeCllg	2.1	4.1	0.0
North Carolina	3. SomeCllg	1.8	2.3	1.3
Oklahoma	3. SomeCllg	1.7	2.6	0.8
Arkansas	3. SomeCllg	1.5	2.3	0.7
Nebraska	3. SomeCllg	1.5	3.0	0.0
Delaware	3. SomeCllg	1.4	3.1	-0.3
Tennessee	3. SomeCllg	1.3	2.0	0.6
Alabama	3. SomeCllg	1.2	1.9	0.5
Washington	3. SomeCllg	1.1	1.9	0.3
Texas	3. SomeCllg	1.0	1.3	0.7
New Mexico	3. SomeCllg	1.0	2.4	-0.4
Missouri	3. SomeCllg	0.7	1.4	0.1
Louisiana	3. SomeCllg	0.7	1.4	0.0
Utah	3. SomeCllg	0.6	1.8	-0.5
Pennsylvania	3. SomeCllg	0.6	0.9	0.2
Kansas	3. SomeCllg	0.5	1.6	-0.6
Virginia	3. SomeCllg	0.5	1.0	0.0
South Dakota	3. SomeCllg	0.4	2.2	-1.4
Kentucky	3. SomeCllg	0.3	1.2	-0.6
Wisconsin	3. SomeCllg	0.2	0.8	-0.4
Georgia	3. SomeCllg	0.2	0.7	-0.3
Vermont	3. SomeCllg	0.1	2.1	-1.8
Massachusetts	3. SomeCllg	0.1	0.5	-0.4
Iowa	3. SomeCllg	0.0	1.0	-0.9
North Dakota	3. SomeCllg	-0.1	2.5	-2.7
Florida	3. SomeCllg	-0.2	0.2	-0.6
Indiana	3. SomeCllg	-0.2	0.3	-0.8
Ohio	3. SomeCllg	-0.5	-0.2	-0.8
West Virginia	3. SomeCllg	-0.6	0.7	-1.9
Maryland	3. SomeCllg	-0.6	0.0	-1.2
Minnesota	3. SomeCllg	-0.7	-0.1	-1.4
Mississippi	3. SomeCllg	-0.8	0.1	-1.7
Illinois	3. SomeCllg	-0.9	-0.5	-1.3
Maine	3. SomeCllg	-1.0	0.2	-2.3
New Hampshire	3. SomeCllg	-1.1	0.3	-2.5
California	3. SomeCllg	-1.2	-1.0	-1.4
New Jersey	3. SomeCllg	-1.3	-0.8	-1.7
New York	3. SomeCllg	-1.5	-1.2	-1.7
Michigan	3. SomeCllg	-1.8	-1.4	-2.1
Connecticut	3. SomeCllg	-1.9	-1.3	-2.4
Wyoming	3. SomeCllg	-2.2	1.9	-6.2
Rhode Island	3. SomeCllg	-2.2	-1.0	-3.4
Hawaii	3. SomeCllg	-2.5	-0.4	-4.6
District of Columbia	3. SomeCllg	-2.8	-0.6	-5.1
Alaska	3. SomeCllg	-15.9	-11.6	-20.2
South Dakota	2. HsDgrEqv	3.9	6.1	1.8
Oklahoma	2. HsDgrEqv	2.4	3.4	1.4
Kentucky	2. HsDgrEqv	2.3	3.1	1.5
North Dakota	2. HsDgrEqv	2.0	4.1	-0.1
Montana	2. HsDgrEqv	1.7	3.4	0.1
Tennessee	2. HsDgrEqv	1.7	2.4	1.0
Arkansas	2. HsDgrEqv	1.6	2.7	0.5
North Carolina	2. HsDgrEqv	1.4	1.9	0.8
Wyoming	2. HsDgrEqv	1.4	4.1	-1.4
Pennsylvania	2. HsDgrEqv	1.3	1.6	0.9
Alabama	2. HsDgrEqv	1.2	2.0	0.4
Arizona	2. HsDgrEqv	1.2	2.0	0.4
Colorado	2. HsDgrEqv	1.2	2.1	0.3
Iowa	2. HsDgrEqv	1.1	2.0	0.3
Texas	2. HsDgrEqv	1.0	1.3	0.7
Washington	2. HsDgrEqv	0.8	1.3	0.3
Idaho	2. HsDgrEqv	0.8	2.3	-0.7
Nevada	2. HsDgrEqv	0.8	2.0	-0.4
South Carolina	2. HsDgrEqv	0.8	1.4	0.1
New Mexico	2. HsDgrEqv	0.7	1.8	-0.3
Oregon	2. HsDgrEqv	0.7	1.5	-0.1
Florida	2. HsDgrEqv	0.6	1.0	0.3
Delaware	2. HsDgrEqv	0.6	2.7	-1.5
Missouri	2. HsDgrEqv	0.6	1.3	-0.1
Louisiana	2. HsDgrEqv	0.5	1.4	-0.4
Georgia	2. HsDgrEqv	0.4	1.0	-0.1
New Hampshire	2. HsDgrEqv	0.4	1.7	-0.9
Utah	2. HsDgrEqv	0.3	1.3	-0.8
Maryland	2. HsDgrEqv	0.2	0.8	-0.3
Mississippi	2. HsDgrEqv	0.2	1.1	-0.7
Nebraska	2. HsDgrEqv	0.0	1.3	-1.2
Indiana	2. HsDgrEqv	0.0	0.6	-0.7
Wisconsin	2. HsDgrEqv	-0.1	0.5	-0.6
West Virginia	2. HsDgrEqv	-0.2	1.0	-1.3
Ohio	2. HsDgrEqv	-0.3	0.1	-0.7
Virginia	2. HsDgrEqv	-0.4	0.1	-1.0
Minnesota	2. HsDgrEqv	-0.4	0.1	-1.0
Hawaii	2. HsDgrEqv	-0.6	1.1	-2.2
Massachusetts	2. HsDgrEqv	-0.6	-0.2	-1.0
Illinois	2. HsDgrEqv	-0.9	-0.5	-1.2
California	2. HsDgrEqv	-1.0	-0.8	-1.1
New Jersey	2. HsDgrEqv	-1.0	-0.6	-1.4
Kansas	2. HsDgrEqv	-1.0	0.1	-2.1
Connecticut	2. HsDgrEqv	-1.0	-0.3	-1.7
Michigan	2. HsDgrEqv	-1.4	-1.0	-1.8
Maine	2. HsDgrEqv	-1.5	-0.4	-2.6
Rhode Island	2. HsDgrEqv	-1.8	-0.3	-3.3
New York	2. HsDgrEqv	-2.0	-1.8	-2.3
Vermont	2. HsDgrEqv	-2.5	-0.2	-4.7
District of Columbia	2. HsDgrEqv	-9.3	-6.6	-11.9
Alaska	2. HsDgrEqv	-22.0	-18.6	-25.4
Nebraska	1. LssHsDgr	2.1	3.1	1.1
Oklahoma	1. LssHsDgr	1.9	2.5	1.2
Kentucky	1. LssHsDgr	1.4	1.9	0.9
South Carolina	1. LssHsDgr	1.1	1.6	0.5
Idaho	1. LssHsDgr	1.0	1.8	0.1
Mississippi	1. LssHsDgr	1.0	1.8	0.1
Montana	1. LssHsDgr	1.0	1.7	0.2
Alabama	1. LssHsDgr	0.8	1.5	0.2
North Dakota	1. LssHsDgr	0.8	2.0	-0.4
South Dakota	1. LssHsDgr	0.8	2.0	-0.4
West Virginia	1. LssHsDgr	0.8	1.5	0.0
Texas	1. LssHsDgr	0.7	0.9	0.6
Kansas	1. LssHsDgr	0.7	1.4	0.0
Louisiana	1. LssHsDgr	0.7	1.3	0.1
Vermont	1. LssHsDgr	0.6	1.6	-0.3
Wisconsin	1. LssHsDgr	0.6	0.9	0.2
Pennsylvania	1. LssHsDgr	0.5	0.7	0.3
Washington	1. LssHsDgr	0.5	0.9	0.2
Utah	1. LssHsDgr	0.5	1.1	-0.1
Colorado	1. LssHsDgr	0.4	0.9	-0.1
Minnesota	1. LssHsDgr	0.4	0.7	0.0
New Mexico	1. LssHsDgr	0.4	1.2	-0.5
Arkansas	1. LssHsDgr	0.3	1.0	-0.3
Virginia	1. LssHsDgr	0.3	0.6	0.0
Oregon	1. LssHsDgr	0.3	0.9	-0.2
Arizona	1. LssHsDgr	0.3	0.8	-0.2
Maine	1. LssHsDgr	0.1	0.7	-0.5
Maryland	1. LssHsDgr	0.1	0.5	-0.3
Tennessee	1. LssHsDgr	0.1	0.4	-0.3
Ohio	1. LssHsDgr	0.0	0.2	-0.2
Indiana	1. LssHsDgr	0.0	0.4	-0.4
Michigan	1. LssHsDgr	0.0	0.2	-0.3
Missouri	1. LssHsDgr	0.0	0.3	-0.4
Georgia	1. LssHsDgr	-0.1	0.3	-0.6
Massachusetts	1. LssHsDgr	-0.2	0.1	-0.4
Iowa	1. LssHsDgr	-0.2	0.4	-0.8
Connecticut	1. LssHsDgr	-0.2	0.2	-0.6
Delaware	1. LssHsDgr	-0.2	1.0	-1.5
North Carolina	1. LssHsDgr	-0.2	0.1	-0.6
Nevada	1. LssHsDgr	-0.3	0.7	-1.3
Florida	1. LssHsDgr	-0.4	-0.2	-0.6
Illinois	1. LssHsDgr	-0.5	-0.3	-0.7
New Jersey	1. LssHsDgr	-0.5	-0.3	-0.8
New Hampshire	1. LssHsDgr	-0.6	0.2	-1.4
Rhode Island	1. LssHsDgr	-0.7	0.0	-1.4
California	1. LssHsDgr	-0.8	-0.7	-0.9
New York	1. LssHsDgr	-0.8	-0.7	-1.0
Hawaii	1. LssHsDgr	-1.1	-0.3	-1.9
Wyoming	1. LssHsDgr	-2.1	-0.1	-4.0
District of Columbia	1. LssHsDgr	-3.5	-1.2	-5.9
Alaska	1. LssHsDgr	-8.6	-6.0	-11.1

State	Ed. Attainment	per 1000 Ed.Rsd	Upper	Lower
Delaware	6. Grdts	20.0	34.8	5.3	29.5
Maine	6. Grdts	19.6	31.6	7.6	23.9
Oregon	6. Grdts	18.0	23.6	12.4	11.3
Washington	6. Grdts	13.5	17.7	9.2	8.5
Montana	6. Grdts	13.4	25.5	1.4	24.1
Nevada	6. Grdts	12.2	21.2	3.1	18.1
Vermont	6. Grdts	10.8	29.0	-7.5	36.5
Colorado	6. Grdts	7.8	12.0	3.5	8.5
Texas	6. Grdts	7.4	9.9	4.9	5.0
Virginia	6. Grdts	6.2	10.1	2.4	7.7
South Carolina	6. Grdts	6.2	12.6	-0.2	12.9
North Carolina	6. Grdts	5.6	10.0	1.3	8.7
Maryland	6. Grdts	4.4	8.3	0.5	7.8
Kentucky	6. Grdts	4.1	9.6	-1.3	10.9
Alabama	6. Grdts	4.0	9.5	-1.5	11.0
New Hampshire	6. Grdts	3.8	13.4	-5.9	19.3
Arkansas	6. Grdts	3.7	14.7	-7.4	22.2
Florida	6. Grdts	2.9	5.9	-0.1	6.0
New Mexico	6. Grdts	2.7	12.5	-7.1	19.6
Wyoming	6. Grdts	2.2	21.3	-16.9	38.1
District of Columbia	6. Grdts	1.7	15.3	-11.9	27.2
Minnesota	6. Grdts	1.7	6.6	-3.2	9.8
Utah	6. Grdts	1.4	9.3	-6.4	15.7
Georgia	6. Grdts	1.4	4.9	-2.1	7.1
Wisconsin	6. Grdts	1.4	6.3	-3.6	9.9
California	6. Grdts	1.0	2.6	-0.6	3.2
Tennessee	6. Grdts	0.9	5.9	-4.2	10.2
Arizona	6. Grdts	0.8	6.1	-4.5	10.5
Oklahoma	6. Grdts	0.7	8.7	-7.3	16.0
Kansas	6. Grdts	0.6	9.4	-8.2	17.6
Connecticut	6. Grdts	-0.3	3.4	-4.0	7.3
New Jersey	6. Grdts	-0.3	2.1	-2.7	4.9
Idaho	6. Grdts	-0.7	12.6	-13.9	26.6
South Dakota	6. Grdts	-1.9	18.4	-22.1	40.5
Massachusetts	6. Grdts	-4.1	-1.0	-7.2	6.3
Pennsylvania	6. Grdts	-4.1	-1.3	-6.9	5.5
Missouri	6. Grdts	-4.2	1.0	-9.3	10.3
Ohio	6. Grdts	-4.5	-1.1	-7.9	6.9
Iowa	6. Grdts	-5.0	2.5	-12.5	15.0
Mississippi	6. Grdts	-5.5	1.0	-12.0	13.0
Illinois	6. Grdts	-5.6	-2.5	-8.7	6.2
New York	6. Grdts	-7.1	-5.4	-8.9	3.5
Indiana	6. Grdts	-7.1	-3.2	-11.1	7.9
Louisiana	6. Grdts	-8.3	-1.0	-15.7	14.7
Hawaii	6. Grdts	-8.8	2.4	-20.1	22.4
West Virginia	6. Grdts	-15.1	-5.3	-25.0	19.8
Michigan	6. Grdts	-16.1	-12.6	-19.6	7.0
Rhode Island	6. Grdts	-18.0	-6.2	-29.7	23.5
Nebraska	6. Grdts	-20.2	-9.3	-31.2	21.8
North Dakota	6. Grdts	-25.1	-1.9	-48.3	46.4
Alaska	6. Grdts	-40.1	-20.3	-59.9	39.5
Oregon	5. BchlrDgr	12.6	17.0	8.3	8.7
Colorado	5. BchlrDgr	10.8	14.6	7.0	7.5
New Mexico	5. BchlrDgr	10.7	18.2	3.3	14.9
Texas	5. BchlrDgr	10.1	11.7	8.6	3.1
Arizona	5. BchlrDgr	10.0	14.5	5.4	9.1
South Carolina	5. BchlrDgr	9.5	13.5	5.6	7.9
North Carolina	5. BchlrDgr	7.5	10.5	4.5	6.0
District of Columbia	5. BchlrDgr	7.4	24.7	-9.9	34.7
Virginia	5. BchlrDgr	6.2	10.0	2.5	7.5
Delaware	5. BchlrDgr	5.2	15.5	-5.0	20.5
Arkansas	5. BchlrDgr	5.2	11.9	-1.4	13.3
Washington	5. BchlrDgr	4.7	7.7	1.6	6.1
Georgia	5. BchlrDgr	3.5	6.2	0.7	5.5
Florida	5. BchlrDgr	2.4	4.5	0.4	4.1
Nevada	5. BchlrDgr	2.3	10.9	-6.4	17.3
Maryland	5. BchlrDgr	1.7	4.8	-1.3	6.1
Minnesota	5. BchlrDgr	1.5	5.2	-2.2	7.4
Tennessee	5. BchlrDgr	1.3	5.3	-2.6	7.9
Oklahoma	5. BchlrDgr	1.0	6.0	-3.9	9.9
California	5. BchlrDgr	1.0	2.2	-0.2	2.4
Louisiana	5. BchlrDgr	0.9	5.1	-3.3	8.4
Nebraska	5. BchlrDgr	0.4	6.3	-5.5	11.8
Illinois	5. BchlrDgr	-0.1	1.9	-2.2	4.0
Hawaii	5. BchlrDgr	-1.1	7.8	-9.9	17.7
Connecticut	5. BchlrDgr	-1.2	2.3	-4.7	7.0
Kentucky	5. BchlrDgr	-1.3	3.8	-6.4	10.2
Missouri	5. BchlrDgr	-1.5	2.3	-5.4	7.7
Maine	5. BchlrDgr	-2.5	4.3	-9.3	13.6
Rhode Island	5. BchlrDgr	-2.6	6.3	-11.5	17.7
New York	5. BchlrDgr	-3.0	-1.2	-4.8	3.6
Pennsylvania	5. BchlrDgr	-3.2	-0.8	-5.7	4.9
Massachusetts	5. BchlrDgr	-3.4	-0.4	-6.3	6.0
Alabama	5. BchlrDgr	-4.1	0.1	-8.3	8.4
New Hampshire	5. BchlrDgr	-4.5	2.5	-11.5	14.0
New Jersey	5. BchlrDgr	-4.5	-2.2	-6.8	4.6
Idaho	5. BchlrDgr	-5.1	5.8	-16.0	21.7
Kansas	5. BchlrDgr	-5.8	-0.2	-11.4	11.3
Iowa	5. BchlrDgr	-6.3	-1.5	-11.1	9.5
Mississippi	5. BchlrDgr	-7.3	-0.8	-13.9	13.1
Indiana	5. BchlrDgr	-8.8	-5.5	-12.1	6.6
West Virginia	5. BchlrDgr	-9.1	-1.2	-17.0	15.8
South Dakota	5. BchlrDgr	-10.0	1.4	-21.3	22.7
Utah	5. BchlrDgr	-10.4	-5.6	-15.3	9.7
Ohio	5. BchlrDgr	-10.9	-8.7	-13.0	4.2
Wisconsin	5. BchlrDgr	-11.7	-7.9	-15.6	7.7
Montana	5. BchlrDgr	-12.1	-2.7	-21.6	18.9
North Dakota	5. BchlrDgr	-12.5	1.2	-26.2	27.4
Vermont	5. BchlrDgr	-15.0	-0.4	-29.5	29.2
Wyoming	5. BchlrDgr	-15.7	-3.1	-28.4	25.3
Michigan	5. BchlrDgr	-17.2	-14.9	-19.6	4.7
Alaska	5. BchlrDgr	-66.0	-47.4	-84.6	37.2
Montana	4. AssctDgr	10.8	24.9	-3.3	28.1
Oregon	4. AssctDgr	10.2	15.8	4.7	11.0
Arizona	4. AssctDgr	10.0	14.4	5.6	8.8
South Carolina	4. AssctDgr	8.9	13.6	4.3	9.3
Oklahoma	4. AssctDgr	8.1	13.7	2.5	11.1
North Carolina	4. AssctDgr	8.1	11.0	5.2	5.8
Texas	4. AssctDgr	7.4	9.3	5.4	3.9
North Dakota	4. AssctDgr	6.9	20.7	-6.9	27.6
Utah	4. AssctDgr	5.7	10.7	0.7	10.0
Missouri	4. AssctDgr	5.2	9.8	0.6	9.2
Virginia	4. AssctDgr	4.8	9.0	0.6	8.4
Kentucky	4. AssctDgr	4.3	9.7	-1.0	10.7
Georgia	4. AssctDgr	3.5	7.0	0.0	7.0
Tennessee	4. AssctDgr	3.4	8.5	-1.6	10.1
Iowa	4. AssctDgr	2.4	6.8	-1.9	8.7
Indiana	4. AssctDgr	2.4	5.7	-0.8	6.5
Maine	4. AssctDgr	2.4	9.9	-5.1	15.0
New Hampshire	4. AssctDgr	2.4	10.4	-5.6	16.0
Alabama	4. AssctDgr	2.3	6.5	-2.0	8.5
Colorado	4. AssctDgr	2.2	8.0	-3.5	11.5
Delaware	4. AssctDgr	2.2	11.6	-7.2	18.7
Washington	4. AssctDgr	2.0	5.8	-1.9	7.7
West Virginia	4. AssctDgr	1.9	10.2	-6.4	16.6
Nebraska	4. AssctDgr	1.4	8.9	-6.1	15.0
Nevada	4. AssctDgr	1.4	11.5	-8.7	20.2
Pennsylvania	4. AssctDgr	1.1	3.4	-1.1	4.5
Massachusetts	4. AssctDgr	0.9	3.8	-2.0	5.8
New Mexico	4. AssctDgr	0.6	9.2	-8.0	17.2
Florida	4. AssctDgr	0.5	2.6	-1.6	4.1
Connecticut	4. AssctDgr	-1.0	4.5	-6.5	10.9
Ohio	4. AssctDgr	-1.4	0.8	-3.5	4.3
Wisconsin	4. AssctDgr	-1.4	2.0	-4.8	6.8
Mississippi	4. AssctDgr	-1.6	4.3	-7.6	11.9
Arkansas	4. AssctDgr	-1.9	5.7	-9.5	15.2
New Jersey	4. AssctDgr	-2.0	1.1	-5.1	6.2
Hawaii	4. AssctDgr	-2.4	9.9	-14.7	24.6
Maryland	4. AssctDgr	-2.4	3.2	-8.0	11.3
Louisiana	4. AssctDgr	-2.8	3.7	-9.2	12.9
South Dakota	4. AssctDgr	-3.5	8.1	-15.0	23.2
Kansas	4. AssctDgr	-4.3	2.5	-11.2	13.7
California	4. AssctDgr	-4.8	-3.5	-6.0	2.5
Minnesota	4. AssctDgr	-5.5	-2.3	-8.8	6.6
Illinois	4. AssctDgr	-5.7	-3.3	-8.0	4.8
New York	4. AssctDgr	-6.8	-5.1	-8.4	3.3
Michigan	4. AssctDgr	-7.1	-4.8	-9.5	4.7
Wyoming	4. AssctDgr	-8.7	4.4	-21.8	26.1
Idaho	4. AssctDgr	-10.1	0.5	-20.6	21.1
District of Columbia	4. AssctDgr	-10.5	35.2	-56.1	91.4
Rhode Island	4. AssctDgr	-12.0	-1.1	-22.9	21.7
Vermont	4. AssctDgr	-22.8	-9.0	-36.6	27.6
Alaska	4. AssctDgr	-50.8	-29.2	-72.4	43.2
Idaho	3. SomeCllg	12.1	17.7	6.4	11.3
South Carolina	3. SomeCllg	11.4	15.3	7.6	7.7
Colorado	3. SomeCllg	11.3	14.7	8.0	6.8
Nevada	3. SomeCllg	8.8	13.7	3.9	9.8
Arizona	3. SomeCllg	8.1	10.8	5.4	5.3
Montana	3. SomeCllg	7.9	15.7	0.1	15.6
North Carolina	3. SomeCllg	7.9	10.0	5.7	4.3
Oregon	3. SomeCllg	7.6	11.0	4.2	6.9
Oklahoma	3. SomeCllg	6.6	10.2	3.1	7.1
Arkansas	3. SomeCllg	6.4	9.7	3.1	6.6
Delaware	3. SomeCllg	6.2	13.9	-1.5	15.4
Nebraska	3. SomeCllg	5.9	11.7	0.0	11.7
Tennessee	3. SomeCllg	5.8	8.9	2.6	6.3
Alabama	3. SomeCllg	5.1	8.1	2.0	6.1
Texas	3. SomeCllg	4.3	5.5	3.1	2.4
Washington	3. SomeCllg	4.1	7.2	1.0	6.2
New Mexico	3. SomeCllg	3.8	9.3	-1.6	10.9
Louisiana	3. SomeCllg	3.1	6.2	0.1	6.1
Missouri	3. SomeCllg	3.1	5.7	0.4	5.4
Pennsylvania	3. SomeCllg	3.1	4.8	1.3	3.4
Virginia	3. SomeCllg	2.4	4.7	0.0	4.8
Utah	3. SomeCllg	2.2	6.2	-1.8	8.0
Kansas	3. SomeCllg	2.1	6.4	-2.3	8.7
South Dakota	3. SomeCllg	1.7	9.5	-6.1	15.5
Kentucky	3. SomeCllg	1.3	5.3	-2.7	8.1
Georgia	3. SomeCllg	0.9	3.2	-1.5	4.8
Wisconsin	3. SomeCllg	0.8	3.4	-1.7	5.1
Vermont	3. SomeCllg	0.7	11.2	-9.9	21.1
Massachusetts	3. SomeCllg	0.3	2.9	-2.2	5.1
Iowa	3. SomeCllg	0.1	4.1	-3.9	8.0
North Dakota	3. SomeCllg	-0.4	9.6	-10.4	20.0
Florida	3. SomeCllg	-1.0	0.8	-2.7	3.5
Indiana	3. SomeCllg	-1.0	1.5	-3.6	5.1
Ohio	3. SomeCllg	-2.1	-0.8	-3.4	2.7
Maryland	3. SomeCllg	-2.9	-0.1	-5.6	5.6
West Virginia	3. SomeCllg	-2.9	3.4	-9.3	12.7
Minnesota	3. SomeCllg	-3.1	-0.4	-5.8	5.4
Mississippi	3. SomeCllg	-3.2	0.5	-6.9	7.4
Illinois	3. SomeCllg	-4.1	-2.2	-5.9	3.7
Maine	3. SomeCllg	-4.8	1.0	-10.6	11.6
California	3. SomeCllg	-5.4	-4.5	-6.2	1.7
New Hampshire	3. SomeCllg	-5.4	1.4	-12.3	13.7
New Jersey	3. SomeCllg	-6.8	-4.6	-9.0	4.5
Michigan	3. SomeCllg	-6.9	-5.5	-8.3	2.7
Wyoming	3. SomeCllg	-7.6	6.5	-21.7	28.3
New York	3. SomeCllg	-8.3	-7.0	-9.6	2.6
Connecticut	3. SomeCllg	-9.7	-6.7	-12.8	6.1
Hawaii	3. SomeCllg	-10.1	-1.5	-18.6	17.1
Rhode Island	3. SomeCllg	-11.0	-4.8	-17.2	12.4
District of Columbia	3. SomeCllg	-19.1	-4.3	-34.0	29.7
Alaska	3. SomeCllg	-53.0	-38.6	-67.4	28.8
South Dakota	2. HsDgrEqv	13.0	20.1	5.9	14.2
North Dakota	2. HsDgrEqv	8.1	16.3	-0.2	16.6
Oklahoma	2. HsDgrEqv	7.8	11.0	4.5	6.5
Kentucky	2. HsDgrEqv	6.6	8.9	4.3	4.6
Montana	2. HsDgrEqv	6.0	11.7	0.4	11.3
Colorado	2. HsDgrEqv	5.5	9.5	1.6	7.9
Tennessee	2. HsDgrEqv	5.1	7.1	3.1	4.1
Arizona	2. HsDgrEqv	5.0	8.3	1.8	6.5
North Carolina	2. HsDgrEqv	5.0	7.0	3.1	3.9
Arkansas	2. HsDgrEqv	4.6	7.9	1.3	6.5
Wyoming	2. HsDgrEqv	4.5	13.7	-4.7	18.5
Alabama	2. HsDgrEqv	4.0	6.6	1.4	5.2
Texas	2. HsDgrEqv	4.0	5.1	2.9	2.1
Iowa	2. HsDgrEqv	3.7	6.6	0.9	5.6
Pennsylvania	2. HsDgrEqv	3.6	4.6	2.6	2.0
Washington	2. HsDgrEqv	3.5	5.8	1.3	4.5
Idaho	2. HsDgrEqv	3.0	8.7	-2.7	11.4
Oregon	2. HsDgrEqv	3.0	6.2	-0.3	6.6
Nevada	2. HsDgrEqv	2.7	7.0	-1.5	8.5
New Mexico	2. HsDgrEqv	2.7	6.7	-1.2	7.9
South Carolina	2. HsDgrEqv	2.5	4.7	0.3	4.4
Florida	2. HsDgrEqv	2.2	3.4	0.9	2.6
Delaware	2. HsDgrEqv	1.9	8.8	-5.0	13.8
Missouri	2. HsDgrEqv	1.9	4.2	-0.4	4.6
Georgia	2. HsDgrEqv	1.6	3.3	-0.2	3.5
New Hampshire	2. HsDgrEqv	1.4	6.0	-3.1	9.1
Louisiana	2. HsDgrEqv	1.4	4.0	-1.3	5.3
Utah	2. HsDgrEqv	1.1	5.5	-3.2	8.7
Maryland	2. HsDgrEqv	1.0	3.3	-1.3	4.6
Mississippi	2. HsDgrEqv	0.6	3.6	-2.5	6.1
Nebraska	2. HsDgrEqv	0.1	5.0	-4.7	9.7
Indiana	2. HsDgrEqv	-0.1	1.7	-1.9	3.7
Wisconsin	2. HsDgrEqv	-0.3	1.4	-2.0	3.4
West Virginia	2. HsDgrEqv	-0.4	2.5	-3.3	5.8
Ohio	2. HsDgrEqv	-0.9	0.2	-2.0	2.1
Virginia	2. HsDgrEqv	-1.8	0.3	-3.9	4.2
Minnesota	2. HsDgrEqv	-1.8	0.4	-4.0	4.4
Hawaii	2. HsDgrEqv	-2.1	3.9	-8.0	11.9
Massachusetts	2. HsDgrEqv	-2.6	-0.8	-4.4	3.6
Illinois	2. HsDgrEqv	-3.4	-2.0	-4.9	2.9
New Jersey	2. HsDgrEqv	-3.5	-2.1	-4.9	2.9
Connecticut	2. HsDgrEqv	-3.9	-1.3	-6.5	5.2
Kansas	2. HsDgrEqv	-3.9	0.4	-8.3	8.7
Maine	2. HsDgrEqv	-4.5	-1.2	-7.8	6.6
California	2. HsDgrEqv	-4.6	-3.7	-5.5	1.7
Michigan	2. HsDgrEqv	-4.7	-3.3	-6.1	2.8
Rhode Island	2. HsDgrEqv	-6.8	-1.0	-12.6	11.6
New York	2. HsDgrEqv	-7.9	-6.9	-8.9	2.0
Vermont	2. HsDgrEqv	-8.0	-0.8	-15.3	14.5
District of Columbia	2. HsDgrEqv	-50.6	-36.1	-65.0	29.0
Alaska	2. HsDgrEqv	-77.7	-65.6	-89.8	24.2
Nebraska	1. LssHsDgr	25.2	37.5	12.9	24.6
North Dakota	1. LssHsDgr	16.2	39.3	-6.8	46.1
Oklahoma	1. LssHsDgr	15.1	20.2	10.0	10.2
Montana	1. LssHsDgr	14.6	26.2	2.9	23.2
South Dakota	1. LssHsDgr	10.4	26.6	-5.8	32.3
Vermont	1. LssHsDgr	10.1	25.6	-5.4	31.0
Kentucky	1. LssHsDgr	10.0	13.4	6.6	6.8
Idaho	1. LssHsDgr	9.5	17.8	1.3	16.6
Kansas	1. LssHsDgr	7.8	15.5	0.1	15.4
South Carolina	1. LssHsDgr	7.7	11.4	3.9	7.5
Wisconsin	1. LssHsDgr	7.3	11.5	3.1	8.4
Pennsylvania	1. LssHsDgr	6.0	8.4	3.6	4.7
West Virginia	1. LssHsDgr	5.9	11.5	0.4	11.1
Mississippi	1. LssHsDgr	5.9	11.0	0.7	10.3
Washington	1. LssHsDgr	5.6	9.2	1.9	7.3
Alabama	1. LssHsDgr	5.5	9.6	1.5	8.0
Utah	1. LssHsDgr	5.5	12.6	-1.6	14.1
Minnesota	1. LssHsDgr	5.4	10.4	0.4	10.1
Louisiana	1. LssHsDgr	4.4	8.1	0.7	7.4
Texas	1. LssHsDgr	4.2	5.1	3.3	1.8
Colorado	1. LssHsDgr	4.1	9.0	-0.8	9.8
Virginia	1. LssHsDgr	3.0	5.9	0.2	5.7
Oregon	1. LssHsDgr	3.0	8.3	-2.2	10.5
Arkansas	1. LssHsDgr	2.3	6.9	-2.2	9.1
New Mexico	1. LssHsDgr	2.3	8.0	-3.4	11.4
Arizona	1. LssHsDgr	2.0	5.6	-1.6	7.2
Maine	1. LssHsDgr	1.4	9.8	-7.1	16.8
Maryland	1. LssHsDgr	0.8	4.7	-3.2	8.0
Tennessee	1. LssHsDgr	0.4	3.3	-2.5	5.8
Ohio	1. LssHsDgr	0.3	2.5	-2.0	4.5
Indiana	1. LssHsDgr	0.1	3.3	-3.2	6.4
Missouri	1. LssHsDgr	-0.4	3.1	-3.9	6.9
Michigan	1. LssHsDgr	-0.4	2.3	-3.1	5.4
Georgia	1. LssHsDgr	-1.0	2.3	-4.3	6.6
Massachusetts	1. LssHsDgr	-1.8	1.1	-4.6	5.7
North Carolina	1. LssHsDgr	-1.8	0.7	-4.3	5.0
Nevada	1. LssHsDgr	-1.9	4.4	-8.1	12.6
Delaware	1. LssHsDgr	-2.0	9.6	-13.7	23.3
Connecticut	1. LssHsDgr	-2.3	2.2	-6.8	9.0
Iowa	1. LssHsDgr	-2.5	5.4	-10.5	15.9
Florida	1. LssHsDgr	-3.4	-1.8	-5.0	3.2
Illinois	1. LssHsDgr	-4.3	-2.2	-6.3	4.0
California	1. LssHsDgr	-4.4	-3.7	-5.0	1.3
New Jersey	1. LssHsDgr	-5.3	-2.7	-7.9	5.2
Rhode Island	1. LssHsDgr	-5.5	0.2	-11.2	11.4
New York	1. LssHsDgr	-6.3	-5.1	-7.4	2.3
New Hampshire	1. LssHsDgr	-9.0	2.7	-20.7	23.4
Hawaii	1. LssHsDgr	-16.7	-4.7	-28.7	24.0
District of Columbia	1. LssHsDgr	-33.4	-11.3	-55.5	44.2
Wyoming	1. LssHsDgr	-33.5	-1.9	-65.2	63.3
Alaska	1. LssHsDgr	-121.3	-85.2	-157.4	72.2

Related articles:
Nebraska Brain Drain Migration and Ed. Attainment, 2015 United States ACS

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