Internal Migration and County Population Dynamics for Michigan Counties

Size: px
Start display at page:

Download "Internal Migration and County Population Dynamics for Michigan Counties"

Transcription

1 JRAP 42(1): MCRSA. All rights reserved. Internal Migration and County Population Dynamics for Michigan Counties David J. Sorenson # and Ronald J. Gunderson* Augustana College (SD) #, Northern Arizona University* USA Abstract. During the latter half of the decade the State of Michigan experienced a large and growing net outmigration of citizens. This research uses Internal Revenue Service migration data to examine recent trends in county-to-county net internal migration from one county to another within Michigan as well as migration from Michigan counties to counties in other states. The IRS data indicate that all but six Michigan s 83 counties experienced net outmigration outside Michigan in , including 14 counties with net outmigration to other states in at a rate greater than one percent of their populations. The slowdown in general economic activity from , likely was responsible for a portion of the movement of persons away from Michigan and has changed the economic landscape of Michigan s counties; however, further research is necessary to determine whether or not Michigan may have entered into a long-term pattern of chronic high outmigration. 1. Introduction The release of the 2010 Census of Population data shows that the State of Michigan lost almost 55,000 people or 0.6 percent of its population over the decade. Furthermore, Michigan was the only state that experienced an overall population decline over this period. The population decline was not confined to a single region; however, the state s largest city, Detroit, experienced a drop of over 237,000 residents, or 25 percent of its 2000 population, over the decade. Among major U.S. cities, Detroit s loss of population was exceeded only by New Orleans during this 10 year period. Michigan actually gained population during the first half of the previous decade; however, its economy was impacted more severely than most other states during the recent economic downturn due to substantial losses in manufacturing, and any turnaround had not occurred in time to be reflected in the 2010 Census. A report on the economic impacts of changes in county population in Michigan released by the Land Policy Institute at Michigan State University (Adelaja et al., 2009) points out that the State s population declines began to surface between 2005 and 2006, and the ripple effects of the losses had spread beyond the manufacturing sector to the increasingly important service sector. A substantial amount of consumer spending for services disappeared when families left the state. The downward cycle continues to be complicated as cities and counties find it difficult to maintain service levels in light of the decline in local tax revenues as families continue to leave the state. The decline of the Michigan economy drove an outmigration, especially pronounced in the latter half of the decade, which was large enough to lead to a decrease in total population. According to U.S. Census Bureau estimates for the period, Michigan had the nation s fourth largest net domestic outmigration, trailing only New York, California, and Illinois. This loss more than negated the nation s ninth largest natural increase and fifteenth largest immigration flow. Michigan State Demographer Kenneth Darga has acknowledged that the state has experienced

2 62 Sorenson and Gunderson substantial net outmigration of population since 2005; however, over a longer time period, Michigan has not seen chronic outmigration as has been popularized in the headlines. In the twenty years prior to 2005, levels of inmigration and outmigration from Michigan were roughly in balance over much of the period (Darga, 2008). Darga also puts to rest additional fallacies that Michigan has experienced a chronic problem of high outmigration of its young people as well as a chronic brain drain, and chronically high unemployment rates. Although these movements have become apparent in the most recent five or six years, Darga points out that a careful review of the data for the years leading up to the middle portion of the latest decade shows that Michigan s population problems are relatively recent and that popular accounts have done more to misinform our thinking about the state s population and its economy. Nevertheless, the problems facing Michigan have become very real over the past few years. In this paper we provide an in-depth descriptive analysis of the domestic migration patterns of Michigan s counties using Internal Revenue Service county migration data to examine migration flows occurring over three separate periods beginning in After a brief literature review, our research focuses on trends emerging from patterns in recent domestic migration in and out of Michigan s counties, examining net migration as a percentage of county population for all Michigan counties along with a breakdown of the net migration percentage changes occurring across counties within Michigan as well as the net percentage leaving Michigan. Later in the paper, we present an analysis of population movement within the urban hierarchy as these persons relocate to other regions both within and outside of Michigan. Finally, we discuss case studies of three counties and a summary of the changing distances moved by outmigrants. 2. Literature review Migration research has long been a popular topic with researchers. This is, in part, due to an evolving set of behaviors that provides the impetus for people to move, as well as a number of other factors that may be specific or unique to a region. The migration literature contains numerous studies that address the factors which underlie the decision to migrate based on economic and noneconomic considerations in both origins and destinations. Factors examined in these studies have included demographic characteristics such as the ages of the migrants, personal attachments to a specific location as a result of friends and family who already live in the area, and specific amenities that generate a special place in the hearts of individual movers (Muth, 1971; Greenwood, 1975, 1985; Partridge and Rickman, 2006). Climate and quality of life factors were recognized as important indicators of population movement as early as the 1950s (Ullman, 1954). Migration patterns reflecting differences in attitudes to incorporate environmental and rural-oriented amenities, as opposed to improving economic opportunities, were investigated more recently by Vias (1999). Quality of life and other location-specific issues were recognized early on by Graves (1973, 1979, 1980) and more recently by numerous researchers including Cushing (1987), Cebula (2005), Cebula and Payne (2005), Deller et al. (2001), Green (2001), Gunderson and Ng (2005), Plane and Jurjevich (2009), and (Whisler et al., 2008). Specific sets of considerations may emerge when changes in economic conditions within a state or region serve to push people out versus the pull of favorable environmental factors in destination areas (Roback, 1982; Blanchflower and Oswald, 1994). More recently Cebula and Alexander (2006) examined the impacts in net interstate migration arising from both economic and non-economic factors and found that income, climate and higher per pupil government expenditures for public education each had a positive effect on migration, and cost of living, hazardous wastes and higher state income tax burdens each contributed negatively to interstate migration. Finally, in relation to movement along the urban hierarchy, papers by Plane and Jurjevich (2009) and Plane, Henrie, and Perry (2005) focus on agearticulated migration to examine the movement of persons up or down the urban hierarchy in the U.S. and the associated repercussions of these moves. Gunderson and Sorenson (2010) examines such movements for California outmigrants, noting the generally expected movement toward larger urban areas, less urban-destination emphasis for less urbanized origin counties, and pronounced variation among counties in similar urbanization classifications. 3. Net migration in Michigan counties in three recent periods The following maps present information on overall net migration changes as a percentage of

3 Internal Migration for Michigan Counties 63 county population along with separate breakouts to show county-to-county net migration rates to counties within Michigan as well as net migration rates from Michigan counties to counties located outside Michigan. In each instance, the net migration is expressed as a percentage of population living in each county-of-origin at the beginning of the period. The data are compiled from the Internal Revenue Service Statistics on Income County-to-County Migration. The migration data appear in Tables A1 and A2 in the Appendix. Migration flows are presented for three separate periods of time , , and These time frames were selected based on changes in specific trends occurring in Michigan s counties during these years. The last year in which migration flows into and out of Michigan were roughly equal was Outmigration began to exceed inmigration in many of the years immediately after 1996; however, the pattern of consistent and increasing outmigration was only established in , which is the second period analyzed here. Finally, the time frame represents the last year before the impacts of the great economic recession became widespread. It is the intent in this paper to focus on migration trends that were occurring prior to the additional impacts that accompany any substantial downturn in economic activity. Therefore, represents the last year relevant to the objectives of our analysis. In order to better understand the migration flows, it is useful to examine the urban geography of Michigan. Michigan contains 83 counties including 15 metropolitan statistical areas and 18 micropolitan statistical areas. These are shown in Figure A1 in the Appendix. A total of 48 of the 83 counties are either part of a metropolitan or micropolitan area while the remaining 35 are classified in more rural categories. Table 1 summarizes the data from the accompanying maps shown as Figures 1-3. Figure 1 shows the net migration percentages for During this timeframe, only two Michigan counties ( and, both in the Upper Peninsula) experienced rates of net outmigration greater than two percent. Two more counties saw changes between -1 and -2 percent and 14 additional counties experienced smaller, but still negative, migration flows. However, for this time period, 65 of the 83 counties experienced positive rates of net migration. Table 1. Number of counties by change in overall net migration. Net Migration Percentage Less than-2.0% % to -1.0% % to 0% % to 1.0% % to 2.0% % or higher Net Migration Percentage Net Migration Percentage, Figure 1. Net migration, These overall net migration rates were already changing by , when 25 counties experienced negative net migration and 58 saw positive flows, but the majority of counties in both periods were still experiencing positive net migration flows. However, by , the rush of migrants to leave the state left only 17 counties with positive net migration flows and, of these, only, at the northern tip of the Upper Peninsula, had an increase in net migration exceeding one percent (+2.1%). By , sixty-five counties were losing population through net outmigration, which is almost a complete reverse of the situation that existed in Most of the declines were between zero and one percent, although 17 counties lost between one and two percent to outmigration,

4 64 Sorenson and Gunderson and one county,, which includes Detroit, underwent a -2.2 percent decline. Figure 2. Net migration, Net Migration Percentage Net Migration Percentage, Net Migration Percentage, within Michigan). The instate migration data indicate that County was the only county to experience a rate of net outmigration to other Michigan counties at a rate which exceeded one percent of its population during all three periods. The most notable change, however, was that the number of counties losing between 0 and 1 percent of their populations to other Michigan counties almost doubled from 18 in to 33 in This suggests that an increasing number of counties in the state are losing population via migration to other counties within Michigan, effectively bringing about a shifting distribution of population within the state. Table 2. Number of counties by change in net migration within the state. Net Migration Percentage * less than -2.0% % to -1.0% % to 0% % to 1.0% % to 2.0% % or higher *Total = 81 since and Counties did not report data for migration within Michigan Counties for Net Migration Percentage Within Michigan, Net Migration Percentage Figure 3. Net migration, A somewhat different pattern emerges when we observe population movement based upon whether the migrants moved from one county in Michigan to another instate or moved out of the state altogether. Table 2 summarizes the data from the maps shown in Figures 4-6 (migration flows among counties Net Migration Percentage Figure 4. In-state migration,

5 Internal Migration for Michigan Counties 65 Figure 5. In-state migration, Net Migration Percentage Net Migration Percentage Net Migration Percentage Within Michigan, Figure 6. In-state migration, Net Migration Percentage Within Michigan, An entirely different migration picture emerges when migration to counties out-of-state is measured. Table 3 summarizes the data from the maps shown in Figures 7-9 (migration flows to counties outside Michigan). County lost 4.57 percent of its residents to outstate migration in This can, in part, be attributed to the closing of a U.S. Air Force base in the county during that period. In addition, lost 1.5 percent of its population during that year. Twenty-one other counties lost between zero and one percent to outmigration to other states in However, by , sixty-four of the 83 counties were losing population to other states, and by , seventy-seven counties experienced net outflows to other states while only six counties were gaining residents from other states. The state s two most populous counties recorded some of the largest losses (, -1.14%, and -1.33%). County, adjacent to County, and home to Ann Arbor and the University of Michigan, had the highest rate of net outmigration to other states during (-2.2%). Furthermore, County, which includes East Lansing, home of Michigan State University had the third highest rate of outmigration to other states, losing 1.4 percent of its population during Table 3. Number of counties by change in net migration out of state. Net Migration Percentage * less than -2.0% % to -1.0% % to 0% % to 1.0% % to 2.0% % or higher *Total = 81 since and Counties did not report data for migration Outside Michigan Counties for Overall, fourteen Michigan counties experienced net outmigration to other states during at rates exceeding one percent of their populations. The number of counties losing between zero and

6 66 Sorenson and Gunderson percent of their populations to other states increased from 29 in the initial year to 63 in the final year a period of only twelve 12 years. What occurred in many cases was that counties which were losing small amounts of their populations to out-of-state migration in were experiencing larger losses by Over the same time frame, the number of Michigan counties gaining between zero and one percent from other states fell from fifity to six. A more detailed breakout of the positive migration flows from other states to Michigan counties in each time period indicates that the majority of the counties that did experience inflows from other states had only minor increases in populations of less than 0.5 percent. Only nine counties increased between 0.5 and one percent of their populations in , and this number dropped to only one county by By , no counties increased by over 0.5 percent and only three increased between 0.25 and 0.50 percent (, 0.47;, 0.36; and, 0.31). Net Migration Percentage Net Migration Percentage Outside Michigan, Figure 8. Out-of-state migration, Net Migration Percentage Outside Michigan, Net Migration Percentage Outside Michigan, Net Migration Percentage Net Migration Percentage Figure 9. Out-of-state migration, Figure 7. Out-of-state migration, Percentage of county outmigrants leaving the state As an alternative perspective on the changes in Michigan county outmigration, we also examined the percentage of outmigrants leaving the state, focusing on changes from to

7 Internal Migration for Michigan Counties 67 The early year was dropped due to a combination of the exceptional County case and data limitations for two other counties ( and ) which led to suppression even of total in-state and out-of-state migration. In addition, represented a break to a faster growth of net outmigration, and data was quite similar for a number of counties. Looking first at the baseline outmigration, the border counties immediately jump out, with seven Upper Peninsula (U.P.) and three Indiana-bordering counties experiencing more than fifty percent of their outmigration out-of-state, as shown in Figure 10. Given the proximity of bordering urban centers, this is not surprising, although it should be noted in the case of the Indiana-bordering counties that significant Michigan metropolitan areas don t fare well in attracting outmigrants. Two additional U.P. counties have out-of-state percentages above fifty percent, and an additional four have percentages above forty percent. Two additional Indiana-bordering counties and County (home to Ann Arbor and the University of Michigan) also sent more than forty percent of outmigrants out-of-state. and counties, the two largest metropolitan Detroit counties, and County, the central county of Rapids, sent more than thirty percent of outmigrants out-of-state. The twelve counties sending the lowest percentage of outmigrants out-of-state, fourteen to twenty percent, are all in lower Michigan, and spread over a wide range of populations, including a few with slightly more than 100,000 residents. Many of the characteristics evident in persisted into , especially the border county and Upper Peninsula concentrations. Two additional counties (from nine to eleven),, in the U.P., and, sent more than half of their outmigrants out-of-state. An additional fourteen counties (tripling from seven to twenty-one) sent more than forty percent out-of-state. Of the twelve counties sending less than twenty percent out-of-state, only and still sent that low a percentage out-of-state. Individual county changes in the percentage of outmigrants moving out-of-state are shown in Figure 11. Only seven of Michigan s 83 counties had a decrease in the out-of-state percentage between and Four of those counties were in the U.P., two were in the northern part of lower Michigan, and the remaining county borders Indiana. Only one of those counties had a change of over ten percentage points. In comparison, fifteen counties experienced increases of ten percentage points or more, including all of the suburban Detroit counties. County, conspicuous with its low percentage in , had the largest change in the state, an increase of 16.1 percentage points. The second largest change was in County, which increased from 44.3 to 59.5 percent of outmigrants moving out-of-state. Despite sending approximately 10,000 more outmigrants out-of-state in than it did in , this constituted an increase of only nine percentage points. Percent of Outmigrants Figure 10a. Percent leaving state, Percent of Outmigrants Percentage of Outmigrants Leaving State Figure 10b. Percent leaving state, Percentage of Outmigrants Leaving State

8 68 Sorenson and Gunderson Change in % of Outmigrants Leaving State to Table 4. Rural-Urban Continuum Code descriptions Code Description Metro Counties: 1 metro area with 1 million pop. or more 2 metro area of 250,000 to 1 million pop. Change in Percentage Figure 11. Change in percent leaving state. 5. Urban hierarchy effects Recently, considerable literature has focused on migration flows among levels of the urban hierarchy. While numerous ways of defining the hierarchy exist, we have chosen to use the Rural-Urban Continuum Codes (RUCC), also known as Beale Codes, developed by the Economic Research Service of the USDA. Table 4 provides a summary of the nine codes, which range from a top category of counties in metropolitan areas of one million or more people to a bottom category of completely rural or less than 2,500 urban population, not adjacent to a metropolitan area. The RUCC codes of Michigan s counties are mapped in Figure 12. The north/south split in urbanization is even starker in this figure than in the earlier metropolitan map. All of the counties in the three most rural categories are in the Upper Peninsula or the northern half of lower Michigan, and the distribution of metropolitan areas is such that even the least urbanized counties in the southern half of lower Michigan are adjacent to metropolitan counties. 3 metro area of fewer than 250,000 pop. Nonmetro Counties: Urban population of 20,000 or more, adjacent to a metro area Urban population of 20,000 or more, not adjacent to a metro area Urban population of 2,500-19,999, adjacent to a metro area Urban population of 2,500-19,999, not adjacent to a metro area Completely rural or less than 2,500 urban population, adjacent to metro area Completely rural or less than 2,500 urban 9 population, not adjacent to metro area Source: Economic Research Service, U.S. Department of Agriculture. Rural-Urban Continuum Code Rural-Urban Continuum Codes Figure 12. Rural-Urban code map.

9 Internal Migration for Michigan Counties 69 Migration to the differing county types from Michigan counties is shown in Table A3, organized by the RUCC of the sending county. In addition, the percentage migrating to each RUCC level is summarized for the group. As one would expect, outmigrants from the large metropolitan counties tend to migrate toward other metropolitan counties, with more than two-thirds of the relocation to large metropolitan areas, much of it simply migration within the Detroit metropolitan area, and another 17 percent to smaller metropolitan areas. Only five percent moved to counties without an urban center of more than 20,000. About two-thirds of outmigrants from counties in mid-sized metropolitan areas had similar percentages, fairly evenly split between other counties in the same level and counties in the largest metropolitan areas. Only seven percent of outmigrants from these counties moved to counties without an urban center of more than 20,000, with the remaining one quarter of outmigrants moving to intermediate urban counties. Outmigrants from smaller metropolitan areas (RUCC 3) also concentrated in metropolitan destinations, with almost two-thirds moving to larger metropolitan areas. However, only nineteen percent moved to the largest metropolitan areas, while more than forty percent moved to mid-sized metropolitan areas. Another sixteen percent migrated to other smaller metropolitan areas. Even for this group, though, a mere ten percent moved to areas without an urban center of 20,000 or more. Outmigrants from urbanized counties adjacent to metro areas (RUCC 4) overwhelmingly focused on metropolitan destinations (about 85 percent), but for this group only about ten percent moved to the largest metropolitan areas, while about three-quarters moved to smaller metro areas. Even in this group only about ten percent moved to the least urbanized counties. More migration to nonmetropolitan locations is seen among outmigrants of less urbanized counties, but even in those counties significant percentages moved to metropolitan areas. In the similarly urbanized counties not located adjacent to a metropolitan area (RUCC 5), we see an expected drop in metropolitan destination, but the size of the drop, to less than forty percent of outmigrants, is surprising. In fact, a higher percentage of outmigrants move to the least urbanized counties. Outmigration patterns for the smaller counties adjacent to metropolitan areas (RUCC 6 and 8) are similar in that percent migrate to metropolitan areas, but the RUCC 6 counties send larger percentages to the largest metropolitan areas, while RUCC 8 sends relatively more to smaller metropolitan areas. RUCC 8 counties send more than a quarter of outmigrants to the lowest three levels of the urban hierarchy, while RUCC 6 counties send less than ten percent to the smaller counties. In the two lowest nonmetropolitan categories not adjacent to metropolitan areas, less than one-third of outmigrants move to metropolitan areas, while more than forty percent move to counties in the three lowest RUCC categories. The location pattern percentages described for the groups are far from uniform, as shown in Table A4. Among the large metro area counties, for example, and outmigrants were much more evenly split between large and midsized metropolitan areas than were the other large metro counties, whose outmigrants were much more concentrated in other large metropolitan counties. Among the mid-sized metropolitan counties, 72 percent of and 50 percent of outmigrants moved to large metropolitan destinations, and a few other counties sent around a quarter of outmigrants to large metropolitan counties, but many other RUCC 2 counties sent less than ten percent of their outmigrants to larger metropolitan counties. Among the smaller metropolitan counties, several sent two-thirds or more of their outmigrants to larger metropolitan areas, while others sent less than half, with a low of only one quarter from County. While differences exist at other levels, they are perhaps most pronounced among the RUCC 6 counties. Around seventy percent of outmigrants went to the largest metropolitan counties, and a similar percentage of outmigrants went to mid-size metropolitan areas, but much lower numbers prevailed among the other counties. In three of those counties, less than a quarter of outmigrants went to the largest and mid-sized metropolitan areas combined. While the basic patterns of relocation within the urban hierarchy are interesting, changes over time are more instructive for examining the effect of disruption to migration from the economic problems of the state. Table 5 summarizes the urban status of receiving counties in and Inspection of these numbers shows remarkable consistency in the profile of percentages to different destination types. The largest deviation was the six percentage point increase in those moving from RUCC 2 to RUCC1 counties. Only five of the other eighty changes exceeded three percentage points. Change for individual counties was evaluated using an average absolute percentage point change

10 70 Sorenson and Gunderson measure across the nine destination county types, similar to a coefficient of specialization where the profile provided the baseline distribution. The numbers are shown in Table A4 and are mapped in Figure 13. Only five counties, all in the Upper Peninsula or northern portion of lower Michigan, had changes over 25 percent. These typically involve smaller migration flows and are more sensitive to suppression. The counties in the percent range were also typically northern counties with smaller flows. The majority of counties, 53 of 83, had changes of less than ten percentage points. Table 5. Urban Status of Receiving Counties, and Receiving County Rural-Urban Continuum Code RUCC1 Counties: Outmigrants 97,591 23,996 5,609 1,927 1,169 2,538 3, , % to RUCC 71.1% 17.5% 4.1% 1.4% 0.9% 1.8% 2.3% 0.1% 0.9% Outmigrants 112,617 25,182 5,937 1,839 1,036 2,064 2, % to RUCC 74.2% 16.6% 3.9% 1.2% 0.7% 1.4% 1.5% 0.1% 0.5% RUCC2 Counties: Outmigrants 25,477 27,704 12,563 5,838 1,060 3,319 1, % to RUCC 32.5% 35.3% 16.0% 7.4% 1.4% 4.2% 2.1% 0.5% 0.6% Outmigrants 32,275 28,450 12,036 4,936 1,075 3,050 1, % to RUCC 38.5% 33.9% 14.4% 5.9% 1.3% 3.6% 1.5% 0.5% 0.4% RUCC3 Counties: Outmigrants 5,806 13,087 4,977 3, , % to RUCC 19.0% 42.9% 16.3% 10.5% 1.3% 5.5% 1.6% 2.4% 0.5% Outmigrants 7,111 13,569 5,083 3, , % to RUCC 22.4% 42.7% 16.0% 9.4% 1.0% 4.9% 1.5% 1.9% 0.2% RUCC4 Counties: Outmigrants 1,224 5,380 3, , % to RUCC 10.8% 47.6% 27.0% 0.6% 2.6% 9.4% 1.5% 0.2% 0.3% Outmigrants 1,432 5,234 3, % to RUCC 12.6% 46.2% 29.6% 0.3% 2.3% 7.4% 1.6% 0.0% 0.0% RUCC5 Counties: Outmigrants 1,013 1, ,387-1, % to RUCC 15.2% 18.0% 4.9% 4.9% 10.1% 8.0% 20.7% 0.0% 18.3% Outmigrants 1,293 1, ,259-1, % to RUCC 18.6% 17.9% 6.7% 3.6% 10.6% 9.2% 18.2% 0.0% 15.1% RUCC6 Counties: Outmigrants 1,632 3,088 1, , % to RUCC 16.1% 30.5% 15.9% 7.3% 5.2% 15.3% 8.9% 0.4% 0.4% Outmigrants 1,670 3,087 1, , % to RUCC 16.4% 30.3% 17.2% 8.4% 5.9% 13.2% 7.5% 0.5% 0.7% RUCC7 Counties: Outmigrants 1,386 1, , , , % to RUCC 14.1% 12.1% 4.4% 1.2% 16.1% 9.0% 27.7% 2.9% 12.5% Outmigrants 1,361 1, , , , % to RUCC 13.2% 12.6% 5.9% 1.6% 16.2% 8.2% 27.6% 2.6% 12.1% RUCC8 Counties: Outmigrants % to RUCC 3.6% 19.3% 44.6% 2.0% 0.0% 2.9% 22.0% 0.0% 5.5% Outmigrants % to RUCC 5.7% 18.8% 41.6% 2.1% 0.0% 2.8% 25.2% 0.0% 3.9% RUCC9 Counties: Outmigrants , , % to RUCC 9.1% 8.0% 3.5% 0.0% 37.4% 1.2% 36.3% 1.3% 3.3% Outmigrants , , % to RUCC 8.4% 7.2% 2.6% 0.7% 37.3% 0.7% 36.1% 2.5% 4.4%

11 Internal Migration for Michigan Counties 71 Outmigration Orientation Change Based on Absolute % Changes to RUCCs for the flows. However, Table 6 illustrates the changes. Although two counties experienced decreases and another had too few inmigrants to avoid suppression in , these are far outweighed by the seven counties with data but no data, the increase in Cook County, Illinois, and increases in migration to every other region after the explicitly reported flows were registered. Index Value (0 to 100) Outmigrants Figure 13. Outmigration orientation change. 6. County case studies 6.1. To better appreciate changes in migration, we also conducted a case-study evaluation of three particular counties. We initially consider, a county of about 80,000 residents in the northern part of lower Michigan with an RUCC code of 5, i.e., a non-metropolitan county having an urban center of at least 20,000 which is not adjacent to a metropolitan county. Among non-metropolitan counties, it is of sufficient size to generate large enough flows to analyze. Net migration was positive in all three years discussed above, but it declined over time from 1.36% to 0.28%, largely due to a decrease in the out-of-state net migration rate from 0.23 to Instate outmigration was fairly steady over the years, but out-of-state outmigration increased from 1128 to 1624 between and The percentage of outmigrants leaving the state increased from about thirty percent to forty percent. The largest flows of outmigrants from County moved to adjacent counties in both years (Figure 14), but the total flow was lower in Major metropolitan counties in Michigan were other major recipients of outmigrants. Percentage changes in the number of outmigrants from are shown in Figure 15. Here the decline to neighboring counties is clear, as is the decline to,, and counties, but other counties, most notably and, had sizable increases. Given the smaller number of out-of-state destinations, no map is provided Number of Exemptions Figure 14a. outmigration, Number of Exemptions Fig. 14b. Gr. outmigration, Outmigrants

12 72 Sorenson and Gunderson % Change in Exemptions % Change in Outmigrants to Fig. 15. Change in Gr. outmigration. Table 6. Leading out-of-state destinations for County outmigrants. Counties: State % Change Maricopa AZ Los Angeles CA. 20. San Diego CA Broward FL. 22. Marion FL 25.. Pinellas FL. 21. Cook IL Clark NV. 26. Buncombe NC. 20. King WA. 17. Regions (Other Flows): % Change Northeast Midwest South West The second case-study county is, a metropolitan area of over 300,000 and part of the consolidated Detroit metropolitan area. As noted above, County includes Ann Arbor and the University of Michigan. Net migration has been close to zero in-state, but out-of-state net migration changed from -0.33% in to -2.21% in These percentages correspond to an out-ofstate outmigration increase of more than 4,000 residents, from 7,995 to 12,365. The percentage of outmigrants leaving the state increased from 44.3% in to a staggering 59.5% in County outmigrants within Michigan are heavily concentrated in the southeastern part of the state, as shown in Figure 16. Both time periods look similar in the mapping shading schemes, but the actual percentage changes indicate declines to all major receiving counties with the exception of, including declines of more than 25 percent to six Michigan counties as shown in Figure 17. The largest decline in numbers occurred in County, where 400 fewer outmigrants relocated. Number of Exemptions Outmigrants Fig. 16a. outmigration,

13 Internal Migration for Michigan Counties 73 Outmigrants exceeded fifty percent, including a large increase in outmigrants to the Chicago area and to several California counties, in a state itself known as a net loser of domestic migrants. In addition to these numbers, there is a sizable increase in flows to counties in Southern states where individual county flows were not reported. Finally, 41 out-of-state counties were reported in only , while only 13 were reported only in Number of Exemptions Fig. 16b. outmigration, % Change in Exemptions Fig. 17. Change in outmigration. Out-of-state migration flows were reported for a large number of destination counties. Those with more than 100 outmigrants in at least one of the two years are reported in Table 7. In every single one of these cases, outmigration increased between and The increase frequently % Change in Outmigrants to Table 7. Leading out-of-state destinations for County outmigrants. Counties: State: % Change Maricopa AZ Los Angeles CA San Diego CA San Francisco CA Santa Clara CA New London CT Cook IL Dupage IL Middlesex MA Hennepin MN St Louis MO New York NY Cuyahoga OH Franklin OH Lucas OH Harris TX Travis TX King WA Regions (Other Flows): % Change Northeast Midwest South West The flow of County outmigrants can be better appreciated in Figures Figure 18 shows outmigration flows for , illustrating the broad national spread of outmigrants throughout the United States. Figure 19 shows the same map for The number of flows makes changes difficult to appreciate, but one can see a

14 74 Sorenson and Gunderson clear increase in flows to Western locations, an increase in density to the east, and a decline in flows northward in Michigan. Figure 20, which details percentage changes in migration levels for those counties whose figures were reported in both years, provides a striking picture of the changes that have occurred. Southern Florida, the northeastern megalopolis, and southern California/Arizona/Las Vegas stand out as areas with significant increases, while most of the shades representing decline are found within the state of Michigan. Outmigrants from Figure 18. Outmigrants from County, Outmigrants from Figure 19. Outmigrants from County,

15 Internal Migration for Michigan Counties 75 Outmigrants from Figure 20. Percentage change in outmigrants from County, to The final county is, the state s most populous and home to Detroit. s net migration has been negative since , initially due to losses relative to the rest of the state, but those have now been more than matched by out-of-state losses, bringing the overall net migration rate to -2.23% in In terms of actual outmigrants, County sent 10,000 more outmigrants out-of-state in than it did in The percentage of outmigrants leaving the state increased from 31.9% in to 40.9% in County outmigrants within Michigan are heavily concentrated in the southeastern part of the state, especially the neighboring suburban and counties, as shown in Figure 21. Both time periods look similar in the mapping shading schemes, but one can see declines in some of the secondary destinations. The percentage change map for Michigan (Figure 22) shows that most counties did experience declines, many of them over fifty percent, but that a significant number of counties, including and, received increasing numbers of outmigrants. Among the metropolitan area counties, saw a decline of almost 900 inmigrants from, while and saw increases of two thousand and almost three thousand, respectively. Out-of-state migration flows were reported for large number of destination counties. Those with more than 200 outmigrants in either one of the two years are reported in Table 8. In all but one case with a small decrease, outmigration increased between and The increase frequently exceeded fifty percent, and it more than doubled in nine cases, including Maricopa County (Phoenix), Clark County (Las Vegas), Harris County (Houston), and Fulton County (Atlanta). In addition to these numbers, it should be noted that 103 counties were reported in only , while only 23 were reported only in The flows of County outmigrants are mapped in Figures The outmigration flows for show the large number of destinations from County, with an even broader national spread than. Figure 24, for , again shows the broad spread, but an initial glance shows both a greater density of lines emitted from County and a much large number of destinations in all regions. Figure 25, for percentage changes between the years, again provide an excellent summary of the changes that have occurred. Southern Florida, the northeastern megalopolis, and southern California/Arizona/Las Vegas once more stand out as areas with significant increases, although with some decreasing counties, but are

16 76 Sorenson and Gunderson joined by clusters around Seattle, Denver, Dallas/Ft. Worth, Houston, Atlanta, and Nashville. The Chicago metropolitan area also stands out in this map. As with, the distinct clustering of declining counties is found within the state of Michigan. % Change in Outmigrants to Outmigrants % Change in Exemptions Number of Exemptions Fig. 21a. outmigration, Number of Exemptions Fig. 21b. outmigration, Outmigrants Fig. 22. Change in outmigration. Table 8. Leading out-of-state destinations for County outmigrants. Counties: State: %Change Maricopa AZ Cook IL Clark NV Harris TX Los Angeles CA Franklin OH Fulton GA Lucas OH Dupage IL Tarrant TX Cobb GA Mecklenburg NC Shelby TN Dekalb GA Dallas TX Gwinnett GA San Diego CA Cuyahoga OH Orange FL Davidson TN Wake NC Other Flows: %Change Northeast Midwest South West

17 Internal Migration for Michigan Counties 77 Outmigrants from Figure 23. Outmigrants from County, Outmigrants from Figure 24. Outmigrants from County,

18 78 Sorenson and Gunderson Outmigrants from Figure 25. Change in outmigrants from County, to Average distance travelled The stark contrasts in migration patterns invited the question of just how far, on average, outmigrants were moving when they left their Michigan homes. In order to capture the moving distances, county-tocounty migration flows were merged with data on highway mile differences between all pairs of counties within the United States. For all Michigan counties and the state, the distances travelled are summarized in Table A5. We found that all three of the case-study counties had much higher average distances travelled in compared to County saw an increase from 367 to 540 miles, and saw an increase of almost one hundred miles, changing from 282 to 377. Even smaller County had an increase from 144 to 218 miles. The average distances travelled for all counties are mapped in Figure 26. The longest average distances, over 250 miles, were travelled from a number of U.P. counties and larger metropolitan counties. Much smaller distances, less than fifty miles, were travelled in quite a few counties, also including two U.P. cases. We must regard these numbers with some caution, however, as smaller counties are more likely to have reported county destinations for nearby migration, whereas more distant migration may not survive the suppression process. Given the suppression problems, it may be more informative to examine the changes between the two time periods, which are mapped in Figure 27. Here we see quite a wide variety of experiences. Although the statewide average went up by 98 miles, twenty-five, or almost a third of the counties, experienced decreases in average distance travelled. Decreasing-distance counties were concentrated in the U.P. and northern part of lower Michigan, but a number of cases were found further south. Most of the decreases were small, less than twenty-five miles, but a few were quite large. There were large increases, over fifty miles, in almost as many counties as experienced any decline. These were also found throughout the state, but a clear metropolitan Detroit cluster, the major college counties, and Rapids/ stand out. s increase of 173 was the largest, but nine other counties saw increases over 100 miles, including 161 miles for County. Much smaller increases, under 25 miles, were found in a comparable number of counties (24), while few counties fell in to the mile change category.

19 Internal Migration for Michigan Counties 79 Average Distance Migrated Change in Avg. Distance Migrated to Average Miles Migrated Change in Avg. Miles Migrated Figure 26a. Migration distance, Average Miles Migrated Figure 26b. Migration distance, Average Distance Migrated Figure 27. Change in migration distance. 8. Conclusions The State of Michigan experienced a large and growing net outmigration of citizens during the latter half of the decade. Using Internal Revenue Service county migration data, we have examined recent trends in county-to-county net migration activity from one county to another within Michigan as well as from Michigan counties to counties in other states. From to , the number of counties losing between zero and one percent of their populations to other Michigan counties increased from 18 to 33, which is an indicator that the population distribution is spatially shifting within the state of Michigan. However, the more important finding may be that the number of counties losing between zero and one percent of their populations to counties in other states increased from 29 in to 63 in , while another 14 Michigan counties experienced net outmigration to other states in at a rate greater one percent of their populations. Seventy-seven of Michigan s 83 counties experienced net outmigration to counties outside Michigan in In addition, the average distance the outmigrants moved when they left Michigan also was increasing. Over the period from to , the average distance travelled by the outmigrants from all Michigan counties increased by 98 miles. While

20 80 Sorenson and Gunderson almost a third of Michigan counties experienced a decrease in average distance travelled, most of the declines were small, less than twenty-five miles. Almost as many counties experienced large increases exceeding fifty miles in the average distance traveled by the outmigrants; primarily from the larger counties in metropolitan Detroit,, Rapids/ and in, where the increase in the average distance moved was the highest at173 miles. Although the slowdown in overall economic activity during the latter half of the previous decade was particularly detrimental to the State of Michigan, the movement of persons away from Michigan has changed the economic landscape of Michigan s counties and of the residents remaining in those counties. Further research will determine whether or not there are valid concerns that Michigan may have entered into a long-term pattern of chronic high outmigration, and in particular if this is concentrated among its youth and its better educated and high-income earners. References Adelaja, S., J.G. Hailu, and M.A. Gibson The Economic Impacts of County Population Changes in Michigan - Full Report. New Economy Report Series. The Land Policy Institute at Michigan State University. Blanchflower, D., and A. Oswald The Wage Curve. Cambridge, MA: MIT Press. Cebula, R.J Internal Migration Determinants: Recent Evidence. International Advances in Economic Research 11: Cebula, R. J., and J.E. Payne Net Migration, Economic Opportunity and the Quality of Life, International Review of Economics and Business 52: Cebula, R. J., and G. M. Alexander Determinants of net Interstate Migration, Journal of Regional Analysis and Policy 36:2: Cushing, B. J Location-Specific Amenities, Topography, and Population Migration. Annals of Regional Science 21(2): Darga, K Fallacies That Misinform Our Thinking About Michigan s Population and Economy. Presentation at Michigan Revenue Estimating Conference. Deller, S.C., T.S. Tsai, D.W. Marcouiller, and D.B.K. English The Roles of Amenities and Quality-of-Life in Rural Economic Growth. American Journal of Agricultural Economics 83: Graves, P. E A Reexamination of Migration, Economic Opportunity and Quality of Life. Journal of Regional Science 13: Graves, P. E Income and Migration Reconsidered. Journal of Human Resources 14: Graves, P.E Migration and Climate. Journal of Regional Science 20: Green, G.P Amenities and Community Development. Journal of Regional Analysis and Policy 31:2: Greenwood, M.J A Simultaneous-Equations Model of Urban Growth and Migration. Journal of the American Statistical Association 70: Greenwood, M.J Human Migration: Theory Models, and Empirical Studies. Journal of Regional Science 25: Gunderson, R.J., and P. Ng Analyzing the Effects of Amenities, Quality of Life Attributes and Tourism on Regional Economic Performance Using Regression Quantiles. Journal of Regional Analysis and Policy 35(1):1-22. Gunderson, R.J., and D.J. Sorenson An Examination of Domestic Migration from California Counties. Journal of Regional Analysis and Policy 40(1): Muth, R.F Migration: Chicken or Egg? Southern Economic Journal 57: Partridge, M.D., and D.S. Rickman An SVAR Model of Fluctuations in U.S. Migration Flows and State Labor Market Dynamics. Southern Economic Journal 72: Plane, D.A., C.J. Henrie, and M.J. Perry Migration Up and Down the Urban Hierarchy and Across the Life Course. Proceedings of The National Academy of Sciences - PNAS 102(43):15,313-15,318. Plane, D.A., and J.R. Jurjevich Ties That No Longer Bind? The Patterns and Repercussions of Age-Articulated Migration. The Professional Geographer 61(1):4-20. Roback, J Wages, Rents and Quality of Life. Journal of Political Economy 90: Ullman, E.L Amenities as a Factor in Regional Growth. Geographical Review 44(1): Vias, A.C Jobs Follow People in the Rural Rocky Mountain West. Rural Development Perspectives 14(2): Whisler, R.L., B.S. Waldorf, G.F. Mulligan, and D.A. Plane Quality of Life and the Migration of the College Educated: A Life-Course Approach. Growth and Change (39):58 94.

21 Internal Migration for Michigan Counties 81 Appendix. Figure A1. Michigan Metropolitan and Micropolitan Areas, 2004.

Are Republicans Sprawlers and Democrats New Urbanists? Comparing 83 Sprawling Regions with the 2004 Presidential Vote

Are Republicans Sprawlers and Democrats New Urbanists? Comparing 83 Sprawling Regions with the 2004 Presidential Vote Are Republicans Sprawlers and Democrats New Urbanists? Comparing 83 Sprawling Regions with the 2004 Presidential Vote Stephen L. Sperry Associate Professor Clemson University College of Architecture, Arts

More information

destination Philadelphia Tracking the City's Migration Trends executive summary

destination Philadelphia Tracking the City's Migration Trends executive summary destination Philadelphia October 6, 2010 executive summary An analysis of migration data from the Internal Revenue Service shows that the number of people moving into the city of Philadelphia has increased

More information

Immigrant Incorporation and Local Responses

Immigrant Incorporation and Local Responses Audrey Singer Senior Fellow Immigrant Incorporation and Local Responses American Sociological Association San Francisco, CA August 9, 2009 Questions --- Exploration How do we evaluate recent state and

More information

Refugee Resettlement in Small Cities Reports

Refugee Resettlement in Small Cities Reports The University of Vermont PR3: Refugee Resettlement Trends in the Southeast REPORT Pablo Bose & Lucas Grigri Photo Credit: L. Grigri Published April 2018 in Burlington, VT Refugee Resettlement in Small

More information

Chapter 7. Migration

Chapter 7. Migration Chapter 7 Migration Chapter 7 Migration Americans have traditionally been highly higher levels of educational attainment than Figure 7-1. mobile, with nearly 1 in 7 people changing residence each year.

More information

Megapolitan America. Luck Stone Corporation

Megapolitan America. Luck Stone Corporation Megapolitan America Luck Stone Corporation Historical World Population Growth World population continually increases. With current world population over 6 billion (6,590,514,881 and counting) people, there

More information

KENAN INSTITUTE WHITE PAPER

KENAN INSTITUTE WHITE PAPER KENAN INSTITUTE WHITE PAPER JANUARY 1, 2018 LEVERAGING NORTH CAROLINA S MIGRATION DIVIDEND UISC01201801 James H. Johnson, Jr., Ph.D Allan M. Parnell, Ph.D Frank Hawkins Kenan Institute of Private Enterprise

More information

Online Appendix for The Contribution of National Income Inequality to Regional Economic Divergence

Online Appendix for The Contribution of National Income Inequality to Regional Economic Divergence Online Appendix for The Contribution of National Income Inequality to Regional Economic Divergence APPENDIX 1: Trends in Regional Divergence Measured Using BEA Data on Commuting Zone Per Capita Personal

More information

Geography of Homelessness, Part 4: Examining Urban Homelessness

Geography of Homelessness, Part 4: Examining Urban Homelessness Geography of ness, Part 4: Examining ness While homelessness exists in all places, a majority of people experiencing homelessness are experiencing it in urban areas. Approximately 77 percent of the U.S.

More information

Independent and Third-Party Municipal Candidates. City Council Election Reform Task Force April 8, :00 p.m.

Independent and Third-Party Municipal Candidates. City Council Election Reform Task Force April 8, :00 p.m. Independent and Third-Party Municipal Candidates City Council Election Reform Task Force April 8, 2010 2:00 p.m. 28 of the 32 cities surveyed, or 88%, have non-partisan elections, so they do not have special

More information

3Demographic Drivers. The State of the Nation s Housing 2007

3Demographic Drivers. The State of the Nation s Housing 2007 3Demographic Drivers The demographic underpinnings of long-run housing demand remain solid. Net household growth should climb from an average 1.26 million annual pace in 1995 25 to 1.46 million in 25 215.

More information

Twenty-first Century Gateways: Immigrant Incorporation in Suburban America

Twenty-first Century Gateways: Immigrant Incorporation in Suburban America Audrey Singer, Immigration Fellow Twenty-first Century Gateways: Immigrant Incorporation in Suburban America Annual meeting of the Association of American Geographers April 18, 2007 New metropolitan geography

More information

REPORT. PR4: Refugee Resettlement Trends in the Midwest. The University of Vermont. Pablo Bose & Lucas Grigri. Published May 4, 2018 in Burlington, VT

REPORT. PR4: Refugee Resettlement Trends in the Midwest. The University of Vermont. Pablo Bose & Lucas Grigri. Published May 4, 2018 in Burlington, VT The University of Vermont PR4: Refugee Resettlement Trends in the Midwest REPORT Pablo Bose & Lucas Grigri Photo Credit: L. Grigri Published May 4, 2018 in Burlington, VT Refugee Resettlement in Small

More information

The New Geography of Immigration and Local Policy Responses

The New Geography of Immigration and Local Policy Responses 1 Audrey Singer Senior Fellow The New Geography of Immigration and Local Policy Responses Brookings Mountain West University of Nevada Las Vegas 2 March 9, 2010 The New Geography of Immigration and Policy

More information

Recent Demographic Trends in Nonmetropolitan America: First Evidence from the 2010 Census Executive Summary

Recent Demographic Trends in Nonmetropolitan America: First Evidence from the 2010 Census Executive Summary Recent Demographic Trends in Nonmetropolitan America: First Evidence from the 2010 Census Executive Summary Kenneth M. Johnson Department of Sociology and Carsey Institute University of New Hampshire This

More information

REPORT. PR1: Refugee Resettlement Trends in the US. The University of Vermont. Pablo Bose & Lucas Grigri. Photo Credit: L. Grigri

REPORT. PR1: Refugee Resettlement Trends in the US. The University of Vermont. Pablo Bose & Lucas Grigri. Photo Credit: L. Grigri The University of Vermont PR1: Refugee Resettlement Trends in the US REPORT Pablo Bose & Lucas Grigri Photo Credit: L. Grigri Published August 15, 2017 in Burlington, VT Refugee Resettlement in Small Cities

More information

are receiving more funding than they should. Funds must be reallocated, zoning ordinances must be modified, train lines need to be laid, and new

are receiving more funding than they should. Funds must be reallocated, zoning ordinances must be modified, train lines need to be laid, and new Suburban Poverty A hut standing before long rows of cotton fields at the edge of a road in the Mississippi Delta; a shack balanced precariously on a mountainside in Appalachia; a high rise catacomb in

More information

Dynamic Diversity: Projected Changes in U.S. Race and Ethnic Composition 1995 to December 1999

Dynamic Diversity: Projected Changes in U.S. Race and Ethnic Composition 1995 to December 1999 Dynamic Diversity: Projected Changes in U.S. Race and Ethnic Composition 1995 to 2050 December 1999 DYNAMIC DIVERSITY: PROJECTED CHANGES IN U.S. RACE AND ETHNIC COMPOSITION 1995 TO 2050 The Minority Business

More information

THE DEMOGRAPHY OF MEXICO/U.S. MIGRATION

THE DEMOGRAPHY OF MEXICO/U.S. MIGRATION THE DEMOGRAPHY OF MEXICO/U.S. MIGRATION October 19, 2005 B. Lindsay Lowell, Georgetown University Carla Pederzini Villarreal, Universidad Iberoamericana Jeffrey Passel, Pew Hispanic Center * Presentation

More information

A Portrait of Philadelphia Migration Who is coming to the city and who is leaving

A Portrait of Philadelphia Migration Who is coming to the city and who is leaving A brief from July 2016 istockphoto A Portrait of Philadelphia Migration Who is coming to the city and who is leaving Overview The city of Philadelphia s population is constantly evolving. Each year, new

More information

Immigration and Domestic Migration in US Metro Areas: 2000 and 1990 Census Findings by Education and Race

Immigration and Domestic Migration in US Metro Areas: 2000 and 1990 Census Findings by Education and Race Immigration and Domestic Migration in US Metro Areas: 2000 and 1990 Census Findings by Education and Race William H. Frey Population Studies Center The University of Michigan and The Brookings Institution

More information

The Brookings Institution Metropolitan Policy Program Alan Berube, Fellow

The Brookings Institution Metropolitan Policy Program Alan Berube, Fellow The Brookings Institution Metropolitan Policy Program Alan Berube, Fellow Confronting Concentrated Poverty in Fresno Fresno Works for Better Health September 6, 2006 Confronting Concentrated Poverty in

More information

January 17, 2017 Women in State Legislatures 2017

January 17, 2017 Women in State Legislatures 2017 January 17, 2017 in State Legislatures 2017 Kelly Dittmar, Ph.D. In 2017, 1832 women (1107D, 703R, 4I, 4Prg, 1WFP, 13NP) hold seats in state legislatures, comprising 24.8% of the 7383 members; 442 women

More information

Regional Trends in the Domestic Migration of Minnesota s Young People

Regional Trends in the Domestic Migration of Minnesota s Young People HOUSE RESEARCH & STATE DEMOGRAPHIC CENTER A Changing Minnesota Sean Williams, House Research Susan Brower, Minnesota State Demographic Center September 2018 Regional Trends in the Domestic Migration of

More information

PRESENT TRENDS IN POPULATION DISTRIBUTION

PRESENT TRENDS IN POPULATION DISTRIBUTION PRESENT TRENDS IN POPULATION DISTRIBUTION Conrad Taeuber Associate Director, Bureau of the Census U.S. Department of Commerce Our population has recently crossed the 200 million mark, and we are currently

More information

By 1970 immigrants from the Americas, Africa, and Asia far outnumbered those from Europe. CANADIAN UNITED STATES CUBAN MEXICAN

By 1970 immigrants from the Americas, Africa, and Asia far outnumbered those from Europe. CANADIAN UNITED STATES CUBAN MEXICAN In Search of the American Dream After World War II, millions of immigrants and citizens sought better lives in the United States. More and more immigrants came from Latin America and Asia. Between 940

More information

Part 1: Focus on Income. Inequality. EMBARGOED until 5/28/14. indicator definitions and Rankings

Part 1: Focus on Income. Inequality. EMBARGOED until 5/28/14. indicator definitions and Rankings Part 1: Focus on Income indicator definitions and Rankings Inequality STATE OF NEW YORK CITY S HOUSING & NEIGHBORHOODS IN 2013 7 Focus on Income Inequality New York City has seen rising levels of income

More information

Shyam S. Bhatia and Kazimierz J. Zaniewski. Department of Geography. University of Wisconsin - Oshkosh

Shyam S. Bhatia and Kazimierz J. Zaniewski. Department of Geography. University of Wisconsin - Oshkosh POPULATION CHANGE IN WISCONSIN, 1980-1990 Shyam S. Bhatia and Kazimierz J. Zaniewski Department of Geography University of Wisconsin - Oshkosh During the 1980's Wisconsin experienced a slow growth in population.

More information

CBRE CAPITAL MARKETS CBRE 2017 MULTIFAMILY CONFERENCE BEYOND THE CYCLE

CBRE CAPITAL MARKETS CBRE 2017 MULTIFAMILY CONFERENCE BEYOND THE CYCLE CBRE CAPITAL MARKETS CBRE 2017 MULTIFAMILY CONFERENCE BEYOND THE CYCLE INVESTING IN GOOD GROWTH: FINDING DEMAND IN ALL THE RIGHT PLACES JEFF ADLER Vice President, Yardi Matrix JEANETTE RICE Americas Head

More information

GROWTH AMID DYSFUNCTION An Analysis of Trends in Housing, Migration, and Employment SOLD

GROWTH AMID DYSFUNCTION An Analysis of Trends in Housing, Migration, and Employment SOLD GROWTH AMID DYSFUNCTION An Analysis of Trends in Housing, Migration, and Employment SOLD PRODUCED BY Next 10 F. Noel Perry Colleen Kredell Marcia E. Perry Stephanie Leonard PREPARED BY Beacon Economics

More information

Growth in the Foreign-Born Workforce and Employment of the Native Born

Growth in the Foreign-Born Workforce and Employment of the Native Born Report August 10, 2006 Growth in the Foreign-Born Workforce and Employment of the Native Born Rakesh Kochhar Associate Director for Research, Pew Hispanic Center Rapid increases in the foreign-born population

More information

Overview of Boston s Population. Boston Redevelopment Authority Research Division Alvaro Lima, Director of Research September

Overview of Boston s Population. Boston Redevelopment Authority Research Division Alvaro Lima, Director of Research September Overview of Boston s Population Boston Redevelopment Authority Research Division Alvaro Lima, Director of Research September - 2011 Historic Trends Boston s Population Boston reached its population peak

More information

Forty Years of LCMS District Statistics Based on Lutheran Annual data for years

Forty Years of LCMS District Statistics Based on Lutheran Annual data for years Forty Years of LCMS District Statistics Based on Lutheran Annual data for years 197-211 Prepared By LCMS Research Services March 25, 213 Forty Years of LCMS Statistics Preliminary Material Overview of

More information

The New Metropolitan Geography of U.S. Immigration

The New Metropolitan Geography of U.S. Immigration The Brookings Institution Metropolitan Policy Program Audrey Singer, Immigration Fellow The New Metropolitan Geography of U.S. Immigration Mayors Institute on City Design Rethinking Neighborhoods for Immigrants

More information

WYOMING POPULATION DECLINED SLIGHTLY

WYOMING POPULATION DECLINED SLIGHTLY FOR IMMEDIATE RELEASE Wednesday, December 19, 2018 Contact: Dr. Wenlin Liu, Chief Economist WYOMING POPULATION DECLINED SLIGHTLY CHEYENNE -- Wyoming s total resident population contracted to 577,737 in

More information

The Brookings Institution

The Brookings Institution The Brookings Institution Center on Urban and Metropolitan Policy Bruce Katz, Director Census 2000: Key Trends & Implications for Cities Macalester College September 8, 2003 Overview I. II. III. About

More information

MIGRATION CHALLENGES

MIGRATION CHALLENGES MIGRATION CHALLENGES Trends in People s Movement to and from the Milwaukee Area and Wisconsin Illuminate Important Issues By John D. Johnson and Charles Franklin Marquette Law School launched the Lubar

More information

Chapter 5. Residential Mobility in the United States and the Great Recession: A Shift to Local Moves

Chapter 5. Residential Mobility in the United States and the Great Recession: A Shift to Local Moves Chapter 5 Residential Mobility in the United States and the Great Recession: A Shift to Local Moves Michael A. Stoll A mericans are very mobile. Over the last three decades, the share of Americans who

More information

Rural America At A Glance

Rural America At A Glance Rural America At A Glance 7 Edition Between July 5 and July 6, the population of nonmetro America grew.6 percent. Net domestic migration from metro areas accounted for nearly half of this growth. Gains

More information

The New Geography of Immigration and Local Policy Responses

The New Geography of Immigration and Local Policy Responses 1 Audrey Singer Senior Fellow The New Geography of Immigration and Local Policy Responses Brookings Mountain West University of Nevada Las Vegas 2 March 9, 2010 The New Geography of Immigration and Policy

More information

Riverside Labor Analysis. November 2018

Riverside Labor Analysis. November 2018 November 2018 The City of Labor Market Dynamics and Local Cost of Living Analysis Executive Summary The City of is located in one of the fastest growing parts of California. Over the period 2005-2016,

More information

The Effects of Housing Prices, Wages, and Commuting Time on Joint Residential and Job Location Choices

The Effects of Housing Prices, Wages, and Commuting Time on Joint Residential and Job Location Choices The Effects of Housing Prices, Wages, and Commuting Time on Joint Residential and Job Location Choices Kim S. So, Peter F. Orazem, and Daniel M. Otto a May 1998 American Agricultural Economics Association

More information

Sea Level Rise Induced Migration Could Reshape the U.S. Population Landscape

Sea Level Rise Induced Migration Could Reshape the U.S. Population Landscape Sea Level Rise Induced Migration Could Reshape the U.S. Population Landscape Mathew E. Hauer Department of Geography University of Georgia September 23, 2016 SEA LEVEL RISE Sea levels are expected to rise

More information

a rising tide? The changing demographics on our ballots

a rising tide? The changing demographics on our ballots a rising tide? The changing demographics on our ballots OCTOBER 2018 Against the backdrop of unprecedented political turmoil, we calculated the real state of the union. For more than half a decade, we

More information

Post-Secondary Education, Training and Labour September Profile of the New Brunswick Labour Force

Post-Secondary Education, Training and Labour September Profile of the New Brunswick Labour Force Post-Secondary Education, Training and Labour September 2018 Profile of the New Brunswick Labour Force Contents Population Trends... 2 Key Labour Force Statistics... 5 New Brunswick Overview... 5 Sub-Regional

More information

ONE-FIFTH OF AMERICA: A COMPREHENSIVE GUIDE TO AMERICA S FIRST SUBURBS DATA REPORT

ONE-FIFTH OF AMERICA: A COMPREHENSIVE GUIDE TO AMERICA S FIRST SUBURBS DATA REPORT ONE-FIFTH OF AMERICA: A COMPREHENSIVE GUIDE TO AMERICA S FIRST SUBURBS DATA REPORT Robert Puentes David Warren The Brookings Institution Metropolitan Policy Program A Discussion Paper Prepared for the

More information

Gone to Texas: Migration Vital to Growth in the Lone Star State. Pia Orrenius Federal Reserve Bank of Dallas June 27, 2018

Gone to Texas: Migration Vital to Growth in the Lone Star State. Pia Orrenius Federal Reserve Bank of Dallas June 27, 2018 Gone to Texas: Migration Vital to Growth in the Lone Star State Pia Orrenius Federal Reserve Bank of Dallas June 27, 2018 Roadmap History/Trends in migration to Texas Role in economic growth Domestic migration

More information

CHOICES The magazine of food, farm and resource issues

CHOICES The magazine of food, farm and resource issues CHOICES The magazine of food, farm and resource issues 4th Quarter 2003 A publication of the American Agricultural Economics Association Rural Area Brain Drain: Is It a Reality? By Georgeanne Artz Brain

More information

Population Vitality Overview

Population Vitality Overview 8 Population Vitality Overview Population Vitality Overview The Population Vitality section covers information on total population, migration, age, household size, and race. In particular, the Population

More information

The Brookings Institution

The Brookings Institution The Brookings Institution Metropolitan Policy Program Bruce Katz, Director Understanding Regional Dynamics: Implications for Social and Economic Justice Understanding Regional Dynamics: Implications for

More information

Epicenter Cities and International Education 17th AIEC Melbourne, Victoria Australia

Epicenter Cities and International Education 17th AIEC Melbourne, Victoria Australia Epicenter Cities and International Education 17th AIEC Melbourne, Victoria Australia Thursday, 23 October 2003 Todd Davis, Ph.D. Senior Scholar Institute of International Education The idea of the global

More information

REPORT. PR2: Refugee Resettlement Trends in the Northeast. The University of Vermont. Pablo Bose & Lucas Grigri

REPORT. PR2: Refugee Resettlement Trends in the Northeast. The University of Vermont. Pablo Bose & Lucas Grigri The University of Vermont PR2: Refugee Resettlement Trends in the Northeast REPORT Pablo Bose & Lucas Grigri Photo Credit: L. Grigri Published October 15th, 2017 in Burlington, VT Refugee Resettlement

More information

WILLIAMSON STATE OF THE COUNTY Capital Area Council of Governments

WILLIAMSON STATE OF THE COUNTY Capital Area Council of Governments WILLIAMSON STATE OF THE COUNTY 2011 Capital Area Council of Governments POPULATION Capital Area Council of Governments POPULATION THE RISE OF TEXAS During the past decade, the State of Texas has proved

More information

INSTITUTE of PUBLIC POLICY

INSTITUTE of PUBLIC POLICY INSTITUTE of PUBLIC POLICY Harry S Truman School of Public Affairs University of Missouri ANALYSIS OF STATE REVENUES AND EXPENDITURES Andrew Wesemann and Brian Dabson Summary This report analyzes state

More information

Community Well-Being and the Great Recession

Community Well-Being and the Great Recession Pathways Spring 2013 3 Community Well-Being and the Great Recession by Ann Owens and Robert J. Sampson The effects of the Great Recession on individuals and workers are well studied. Many reports document

More information

The movement of people into and out of a state can have important

The movement of people into and out of a state can have important Migration in the Tenth District: Long-Term Trends and Current Developments By William R. Keeton and Geoffrey B. Newton The movement of people into and out of a state can have important implications for

More information

The Brookings Institution Metropolitan Policy Program Robert Puentes, Fellow

The Brookings Institution Metropolitan Policy Program Robert Puentes, Fellow The Brookings Institution Metropolitan Policy Program Robert Puentes, Fellow Good News and Bad News: Westchester County and America s First Suburbs Not-For-Profit Leadership Summit IV Rye, NY May 15, 2006

More information

HCEO WORKING PAPER SERIES

HCEO WORKING PAPER SERIES HCEO WORKING PAPER SERIES Working Paper The University of Chicago 1126 E. 59th Street Box 107 Chicago IL 60637 www.hceconomics.org Now You See Me, Now You Don t: The Geography of Police Stops Jessie J.

More information

REGIONAL. San Joaquin County Population Projection

REGIONAL. San Joaquin County Population Projection Lodi 12 EBERHARDT SCHOOL OF BUSINESS Business Forecasting Center in partnership with San Joaquin Council of Governments 99 26 5 205 Tracy 4 Lathrop Stockton 120 Manteca Ripon Escalon REGIONAL analyst june

More information

Trends and Changes Affecting Upstate New York. David L. Brown & Robin Blakely-Armitage State of Upstate Conference June 8, 2011

Trends and Changes Affecting Upstate New York. David L. Brown & Robin Blakely-Armitage State of Upstate Conference June 8, 2011 Trends and Changes Affecting Upstate New York David L. Brown & Robin Blakely-Armitage State of Upstate Conference June 8, 2011 Challenges & Opportunities Change, not stability, is the normal situation

More information

Minority Suburbanization and Racial Change

Minority Suburbanization and Racial Change University of Minnesota Law School Scholarship Repository Studies Institute on Metropolitan Opportunity 2006 Minority Suburbanization and Racial Change Institute on Metropolitan Opportunity University

More information

STRENGTHENING RURAL CANADA: Fewer & Older: Population and Demographic Crossroads in Rural Saskatchewan. An Executive Summary

STRENGTHENING RURAL CANADA: Fewer & Older: Population and Demographic Crossroads in Rural Saskatchewan. An Executive Summary STRENGTHENING RURAL CANADA: Fewer & Older: Population and Demographic Crossroads in Rural Saskatchewan An Executive Summary This paper has been prepared for the Strengthening Rural Canada initiative by:

More information

FOR IMMEDIATE RELEASE

FOR IMMEDIATE RELEASE ! FOR IMMEDIATE RELEASE May 3, 2018 Contact: Sage Welch 415.453.0430 New studies track low-wage earners fleeing California, even as the number of low-paying jobs increase High-wage earners continue to

More information

11.433J / J Real Estate Economics

11.433J / J Real Estate Economics MIT OpenCourseWare http://ocw.mit.edu 11.433J / 15.021J Real Estate Economics Fall 2008 For information about citing these materials or our Terms of Use, visit: http://ocw.mit.edu/terms. Week 12: Real

More information

State Legislative Competition in 2012: Redistricting and Party Polarization Drive Decrease In Competition

State Legislative Competition in 2012: Redistricting and Party Polarization Drive Decrease In Competition October 17, 2012 State Legislative Competition in 2012: Redistricting and Party Polarization Drive Decrease In Competition John J. McGlennon, Ph.D. Government Department Chair and Professor of Government

More information

BENCHMARKING REPORT - VANCOUVER

BENCHMARKING REPORT - VANCOUVER BENCHMARKING REPORT - VANCOUVER I. INTRODUCTION We conducted an international benchmarking analysis for the members of the Consider Canada City Alliance Inc., consisting of 11 (C11) large Canadian cities

More information

FSC-BENEFITED EXPORTS AND JOBS IN 1999: Estimates for Every Congressional District

FSC-BENEFITED EXPORTS AND JOBS IN 1999: Estimates for Every Congressional District FSC-BENEFITED EXPORTS AND JOBS IN 1999: Estimates for Every Congressional District Prepared for National Foreign Trade Council July 2, 2002 National Economic Consulting FSC-BENEFITED EXPORTS AND JOBS IN

More information

A PATHWAY TO THE MIDDLE CLASS: MIGRATION AND DEMOGRAPHIC CHANGE IN PRINCE GEORGE S COUNTY

A PATHWAY TO THE MIDDLE CLASS: MIGRATION AND DEMOGRAPHIC CHANGE IN PRINCE GEORGE S COUNTY A PATHWAY TO THE MIDDLE CLASS: MIGRATION AND DEMOGRAPHIC CHANGE IN PRINCE GEORGE S COUNTY Brooke DeRenzis and Alice M. Rivlin The Brookings Greater Washington Research Program April 2007 ACKNOWLEDGEMENTS

More information

Extended Abstract. The Demographic Components of Growth and Diversity in New Hispanic Destinations

Extended Abstract. The Demographic Components of Growth and Diversity in New Hispanic Destinations Extended Abstract The Demographic Components of Growth and Diversity in New Hispanic Destinations Daniel T. Lichter Departments of Policy Analysis & Management and Sociology Cornell University Kenneth

More information

Nevada s Share of Employment and Personal Earnings within the Economic Regions

Nevada s Share of Employment and Personal Earnings within the Economic Regions Nevada s Share of Employment and Personal Earnings within the Economic Regions 1.1 Purpose This report presents a more detailed economic analysis of Northern and Southern Nevada within the context of their

More information

Oregon and STEM+ Migration and Educational Attainment by Degree Type among Young Oregonians. Oregon Office of Economic Analysis

Oregon and STEM+ Migration and Educational Attainment by Degree Type among Young Oregonians. Oregon Office of Economic Analysis Oregon and STEM+ Migration and Educational Attainment by Degree Type among Young Oregonians 1 What is STEM and STEM+? STEM refers to college degrees where graduates majored in Science, Technology, Engineering

More information

Worcestershire Migration Report

Worcestershire Migration Report This report examines the patterns of migration into and out of Worcestershire and the districts. Internal, Inter-Regional, Intra-Regional and International migration flows are all considered. Worcestershire

More information

COMPARATIVE ANALYSIS OF METROPOLITAN CONTEXTS: ANNIE E. CASEY FOUNDATION CITIES

COMPARATIVE ANALYSIS OF METROPOLITAN CONTEXTS: ANNIE E. CASEY FOUNDATION CITIES ANNIE E. CASEY FOUNDATION MAKING CONNECTIONS INITIATIVE COMPARATIVE ANALYSIS OF METROPOLITAN CONTEXTS: ANNIE E. CASEY FOUNDATION CITIES G. Thomas Kingsley and Kathryn L.S. Pettit December 3 THE URBAN INSTITUTE

More information

Baby Boom Migration Tilts Toward Rural America

Baby Boom Migration Tilts Toward Rural America Baby Boom Migration Tilts Toward Rural America VOLUME 7 ISSUE 3 John Cromartie jbc@ers.usda.gov Peter Nelson Middlebury College 16 AMBER WAVES The size and direction of migration patterns vary considerably

More information

Trends in New Jersey Migration:

Trends in New Jersey Migration: Trends in New Jersey Migration: Housing, Employment, and Taxation Authors: Cristobal Young Charles Varner Douglas S. Massey Richard F. Keevey, Director Policy Research Institute for the Region September

More information

Illinois: State-by-State Immigration Trends Introduction Foreign-Born Population Educational Attainment

Illinois: State-by-State Immigration Trends Introduction Foreign-Born Population Educational Attainment Illinois: State-by-State Immigration Trends Courtesy of the Humphrey School of Public Affairs at the University of Minnesota Prepared in 2012 for the Task Force on US Economic Competitiveness at Risk:

More information

The Brookings Institution Metropolitan Policy Program Robert Puentes, Fellow

The Brookings Institution Metropolitan Policy Program Robert Puentes, Fellow The Brookings Institution Metropolitan Policy Program Robert Puentes, Fellow A Review of New Urban Demographics and Impacts on Housing National Multi Housing Council Research Forum March 26, 2007 St. Louis,

More information

The County-Level View of Unauthorized Immigrants and Implications for Executive Action Implementation

The County-Level View of Unauthorized Immigrants and Implications for Executive Action Implementation The County-Level View of Unauthorized Immigrants and Implications for Executive Action Implementation Webinar January 15, 2015 Presenters Randy Capps, Director of Research for U.S. Programs, Migration

More information

16% Share of population that is foreign born, 100 largest metro areas, 2008

16% Share of population that is foreign born, 100 largest metro areas, 2008 Audrey Singer III. IMMIGRATION By the numbers 16% Share of population that is foreign born, 100 largest metro areas, 2008 1.13 Ratio of immigrants with college degrees to those without high school diplomas,

More information

U.S. Immigration Policy

U.S. Immigration Policy U.S. Immigration Policy Potential Impact on CRE September 2017 Introduction U.S. Immigration Policy Potential Impact on CRE SIGNIFICANT OVERHAUL OF IMMIGRATION LEGISLATION PROPOSED In early August, the

More information

Georgia s Immigrants: Past, Present, and Future

Georgia s Immigrants: Past, Present, and Future Georgia s Immigrants: Past, Present, and Future Douglas J. Krupka John V. Winters Fiscal Research Center Andrew Young School of Policy Studies Georgia State University Atlanta, GA FRC Report No. 175 April

More information

MIGRATION STATISTICS AND BRAIN DRAIN/GAIN

MIGRATION STATISTICS AND BRAIN DRAIN/GAIN MIGRATION STATISTICS AND BRAIN DRAIN/GAIN Nebraska State Data Center 25th Annual Data Users Conference 2:15 to 3:15 p.m., August 19, 2014 David Drozd Randy Cantrell UNO Center for Public Affairs Research

More information

Children of Immigrants

Children of Immigrants L O W - I N C O M E W O R K I N G F A M I L I E S I N I T I A T I V E Children of Immigrants 2013 State Trends Update Tyler Woods, Devlin Hanson, Shane Saxton, and Margaret Simms February 2016 This brief

More information

The State of Rural Minnesota, 2019

The State of Rural Minnesota, 2019 P.O. Box 3185 Mankato, MN 56002-3185 (507)934-7700 www.ruralmn.org The State of Rural Minnesota, 2019 January 2019 By Kelly Asche, Research Associate Each year, the Center for Rural Policy and Development

More information

Labor markets in the Tenth District are

Labor markets in the Tenth District are Will Tightness in Tenth District Labor Markets Result in Economic Slowdown? By Ricardo C. Gazel and Chad R. Wilkerson Labor markets in the Tenth District are tighter now than at any time in recent memory.

More information

14 Pathways Summer 2014

14 Pathways Summer 2014 14 Pathways Summer 2014 Pathways Summer 2014 15 Does Immigration Hurt the Poor? By Giovanni Peri The United States has a famously high poverty rate. In recent years, the Great Recession and the slow recovery

More information

Migration Patterns in The Northern Great Plains

Migration Patterns in The Northern Great Plains Migration Patterns in The Northern Great Plains Eugene P. Lewis Economic conditions in this nation and throughout the world are imposing external pressures on the Northern Great Plains Region' through

More information

Integrating Latino Immigrants in New Rural Destinations. Movement to Rural Areas

Integrating Latino Immigrants in New Rural Destinations. Movement to Rural Areas ISSUE BRIEF T I M E L Y I N F O R M A T I O N F R O M M A T H E M A T I C A Mathematica strives to improve public well-being by bringing the highest standards of quality, objectivity, and excellence to

More information

Summary and Interpretation of the Federal Bureau of Investigation s Uniform Crime Report, 2005

Summary and Interpretation of the Federal Bureau of Investigation s Uniform Crime Report, 2005 Research Corporation September 25, 2006 Summary and Interpretation of the Federal Bureau of Investigation s Uniform Crime Report, 2005 Sandra J. Erickson, MFS Research Associate Rosemary J. Erickson, Ph.D.

More information

DEMOGRAPHIC CHANGE AND THE EXPANSION OF URBAN AREAS IN MARYLAND, 1970 TO Marie Howland University of Maryland, College Park.

DEMOGRAPHIC CHANGE AND THE EXPANSION OF URBAN AREAS IN MARYLAND, 1970 TO Marie Howland University of Maryland, College Park. DEMOGRAPHIC CHANGE AND THE EXPANSION OF URBAN AREAS IN MARYLAND, 1970 TO 2000 by Bernadette Hanlon Center for Urban Environmental Research and Education UMBC Marie Howland University of Maryland, College

More information

The New U.S. Demographics

The New U.S. Demographics The Brookings Institution Center on Urban and Metropolitan Policy The New U.S. Demographics Audrey Singer Funders Network on Population, Reproductive Health and Rights November 10, 2003 QUESTIONS How has

More information

Commuting in America 2013

Commuting in America 2013 Commuting in America 2013 The National Report on Commuting Patterns and Trends Brief 4. Population and Worker Dynamics September 2013 About the AASHTO Census Transportation Planning Products Program Established

More information

Background and Trends

Background and Trends Background and Trends Kim English, Division of Criminal Justice Colorado Commission on Criminal and Juvenile Justice February 10, 2017 CCJJ / 02-10-2017 1/14 CCJJ / 02-10-2017 2/14 CCJJ / 02-10-2017 3/14

More information

Inequality, Mobility, and Cities. Alan Berube UNLV/Brookings Mountain West April 6, 2016

Inequality, Mobility, and Cities. Alan Berube UNLV/Brookings Mountain West April 6, 2016 Inequality, Mobility, and Cities Alan Berube UNLV/Brookings Mountain West April 6, 2016 1 The Brookings Metro Program focuses on the well-being of major U.S. cities and metros with active work in 40+ regions

More information

Health Disparities in Pediatric Surgery

Health Disparities in Pediatric Surgery Health Disparities in Pediatric Surgery Ala Stanford, MD, FACS, FAAP Cooper Children s Regional Hospital Cooper Medical School of Rowan University The American Academy of Pediatrics 2015 National Conference

More information

News Release Issued: Thursday 27 July, 2017

News Release Issued: Thursday 27 July, 2017 News Release Issued: Thursday 7 July, 07 US Cities, Metro and Counties Outlook 07 0 America s burbs boosted as millennials take flight from high-cost coastal cities and retirees head for exurbs and rural

More information

The Determinants of Rural Outmigration in the United States:

The Determinants of Rural Outmigration in the United States: South Dakota State University Open PRAIRIE: Open Public Research Access Institutional Repository and Information Exchange Theses and Dissertations 2017 The Determinants of Rural Outmigration in the United

More information

Cities, Suburbs, Neighborhoods, and Schools: How We Abandon Our Children

Cities, Suburbs, Neighborhoods, and Schools: How We Abandon Our Children Cities, Suburbs, Neighborhoods, and Schools: How We Abandon Our Children Paul A. Jargowsky, Director Center for Urban Research and Education May 2, 2014 Dimensions of Poverty First and foremost poverty

More information

Planning for the Silver Tsunami:

Planning for the Silver Tsunami: Planning for the Silver Tsunami: The Shifting Age Profile of the Commonwealth and Its Implications for Workforce Development H e n r y Renski A NEW DEMOGRAPHIC MODEL PROJECTS A CONTINUING, LONG-TERM SLOWING

More information

Institute for Public Policy and Economic Analysis. Spatial Income Inequality in the Pacific Northwest, By: Justin R. Bucciferro, Ph.D.

Institute for Public Policy and Economic Analysis. Spatial Income Inequality in the Pacific Northwest, By: Justin R. Bucciferro, Ph.D. Institute for Public Policy and Economic Analysis Spatial Income Inequality in the Pacific Northwest, 1970 2010 By: Justin R. Bucciferro, Ph.D. May, 2014 Spatial Income Inequality in the Pacific Northwest,

More information