Find Where Students Went To Colleges? IPEDS Migration Enrollment

As a state higher education stakeholder, it will be interesting to know where your college going students went for colleges. Knowing that information can help making policies to either keep students in the state or make the best usage of state resources. The National IPEDS (Integrated Postsecondary Education Data System) survey provided you exactly these information.

For beginner, let's understand how those data were collected. Basically, the IPEDS survey will asked each college/institution to provide information about which State their first-time degree seeking students come from. At the same time, they also asked colleges to separate those students into two groups: One for those graduated from higher school within one year of college attendance and the other for those high school students that waited longer than one year after graduating before enrolled in a college.

By building a data system that hosting these data at the national level, it is possible to see, for a given State, where their college going students went for colleges. Info on a system that provids the data for this article/application and is built to handle IPEDS data at the national level can be found at 'the IT tidbit blog'
with related tutorial/demonstration video posted at: Youtube.com.

This article/application will provide you the knowledge and tools on how to find the migration information at the state level. For detailed information down to the college/institution level, please see the following youtube videos:
College data(Enrollment) States your students come from -IPEDS migration and
IPEDS Nebraska Enrollment Migration College Data
The first video exams which states Nebraska's college students came from and to which institution these students went. The second video shows to which state or institution Nebraska's students went.

For this article, the application is hosted at the Tableau Public and is concerned about state level analysis only. Let's begin with the out-migration first. The out-migration provides reader/user the information about where your college going students went for colleges. Fig. 1 displays exactly that information for students just graduated from high school that attend colleges within 12 months of their graduation.

Figure 1 - Out Migration

In Fig. 1, if you select public 4 year institution as the sector (Pblc4Yr) and select Nebraska (NE) as the 'From state', you can see Nebraska is sending 279 students to the neighboring state of Kansas (KS).

To get an overall picture, Fig. 2 below provides a way to see the percentage of college goers that are attending the in-state colleges.

Figure 2 - % College Goers Attend In-State Colleges

By setting the sector to public-2-year (Pblc2Yr) in Fig. 2, we can observe that for most States, the in-state attendance is around 100% and which is understandable since community colleges were intended to serve local communities. Few exceptions do exist: AK (Alaska), DC (District of Columbia, and DE (Delaware). For Alaska, there is a single public 2 year college: Ilisagvik College. For DC and DE, there is none.

Next, let's exam the number of students that migrated/moved to a particular State. This can be done with the Fig. 3

Figure 3 - In Migration

In the case of Fig. 3, if we set the sector to public 4 year(Pblc4Yr) and the 'To state' to IA (Iowa), we notice that there are 2,731 students that left Illinois (IL) and enrolled in Iowa (IA) colleges/institutions.

The next question the readers may have might be... So.. In the Net, if Nebraska lose or gain students from, say, Iowa (IA)? This is exactly what the Fig. 4 can show you.

Figure 4 - Net In-Migration

As shown with Fig. 4, Nebraska (NE), in the case of public 4 year (Pblc4Yr), actually gain 137 students from Iowa (IA).

All of the cases about, we are concentrated on students that attend colleges within one year of them graduated from the high schools. Part of the reason is that these are the majority of the students and, also, these are what policy maker may have more influences on.

The next question you might wondering is: if a state do intend to retain all of their college goers, do the state has enough 'space/enrollment-spot' to host all their college goers. There might be other ways to address this question. However, with the data at hand, we intended to answer this question with the Table 1 below.

Table 1 - Serve In-State Needs

In Table 1, we listed few columns. The second, and the third columns listed college goers that went to in-state, and out-state colleges, while the fourth column provide the total college goers. The fifth column provides the total number of students enrolled in all colleges in the given State, regardless if those students are coming from in-state or out-of-state. We use this column as a measure of the state's enrollment capacity, i.e. the number of students a state's colleges can enroll. By taking the ratio between the college goer and the state capacity, we can see if a state can absorb all its college goers.

By setting the sector in Table 1 to public 4 year (Pblc4Yr), we can observ that Distric of Columbia (DC) simply do not have enough public-4-year institutions to serve its students. State of Illinois is in a similar situation. Fig. 5 below, ranked states based on this ratio from low to high.

Figure 5 - Ranking of Service In-State Needs

As a side note concerning the Illinois, it was observed in the youtube video: 'College data(Enrollment) States your students come from -IPEDS migration' that Nebraska observed considerable out-of-state students from Illinois. It is now obvious that, not just Nebraska, but there aught be few other States that observe similar phenomena, especially those surrounding Illinois.

Reader should also be cautioned that the In-State-Needs Served ratio should be used carefully. There could have states that most of their students are only interested in 2-year colleges. In that case, there is no need for a lot of 4-year institutions to fulfill the In-State-Needs for 4-year institutions. So, the capacity is relevent to the needs, not the absolute count.

For the convenience of the reader, a table is presented below for the public-4-year sector.

Table 2 - Serving In-State Needs (IPEDS Migration public-4-year institution)

From State	Total College Goers	In-State Capacity	Goers/Capacity
DC	1,516	467	324.6%
IL	39,168	22,390	174.9%
NJ	32,665	21,232	153.8%
MN	21,944	16,304	134.6%
MA	20,936	15,907	131.6%
HI	3,996	3,093	129.2%
CT	12,323	9,568	128.8%
AK	3,388	2,767	122.4%
MD	18,407	15,971	115.3%
NY	57,896	51,273	112.9%
CA	144,800	131,418	110.2%
TX	99,923	90,772	110.1%
TN	21,144	19,904	106.2%
GA	51,083	49,313	103.6%
WA	32,171	31,221	103.0%
FL	110,114	108,130	101.8%
NV	13,399	13,325	100.6%
NC	32,768	32,879	99.7%
MO	19,353	19,466	99.4%
VA	31,698	32,322	98.1%
OH	48,482	50,605	95.8%
NM	6,789	7,097	95.7%
PA	43,129	45,061	95.7%
LA	20,700	21,658	95.6%
ID	5,787	6,065	95.4%
NE	8,213	8,647	95.0%
MI	44,122	47,305	93.3%
WI	27,428	29,610	92.6%
WY	1,298	1,423	91.2%
CO	24,449	27,624	88.5%
KS	11,032	12,580	87.7%
IN	29,044	33,919	85.6%
UT	16,053	18,890	85.0%
KY	15,624	18,643	83.8%
OK	14,369	17,148	83.8%
ME	3,678	4,407	83.5%
AR	12,053	14,771	81.6%
OR	8,820	11,408	77.3%
SD	3,914	5,158	75.9%
DE	5,942	8,075	73.6%
IA	9,654	13,113	73.6%
RI	3,136	4,380	71.6%
WV	7,851	10,967	71.6%
SC	13,253	18,700	70.9%
MT	4,436	6,354	69.8%
AZ	16,763	24,049	69.7%
NH	3,567	5,155	69.2%
AL	17,191	25,020	68.7%
MS	7,268	11,594	62.7%
VT	1,930	3,164	61.0%
ND	3,610	6,105	59.1%
AS	415	392	105.9%
FM	17	0	0.0%
GU	495	446	111.0%
MH	4	0	0.0%
MP	360	305	118.0%
PR	12,651	12,477	101.4%
PW	13	0	0.0%
VI	384	338	113.6%
Foreign countries	41,069	0	0.0%
State unknown	5,237	0	0.0%
Residence not reported	3,717	0	0.0%

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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