Inforain Ecotrust

Well-Being Assessment of Communities in the Klamath Region

Page 1: Executive Summary

Page 2: Introduction & Study Location

Page 3: Methods

Page 4: Unit of Analysis and Data Sources

Page 5: Socioeconomic Scale

Page 6: Socioeconomic Scale Development

Page 7: Community Capacity

Page 8: Spatial Analysis

Page 9: Isolation scale

Page 10: The Klamath Region

Page 11: Relationships

Page 12: Variation in Socioeconomic Status and Community Capacity by Subregion

Page 13: North Coast Subregion

Page 14: Modoc Plateau Subregion

Page 15: Northern Sacramento Valley Subregion

Page 16: Rogue Subregion

Page 17: Siskiyou Corridor Subregion

Page 18: Trinity Subregion

Page 19: Summary

Page 20: References

Summary

This study examines well-being in 130 community aggregations in the Klamath region. Six distinct social and economic subregions were delineated within the study area to facilitate analysis and discussion. Delineation of these subregions was based, among other factors, on transportation patterns, service centers, land use, and how people view themselves in relation to the land.

The use of community aggregations as a basic unit of analysis is a significant advance in well-being assessment. While county-level data are often favored by researchers due to wide availability, these data are inappropriate and misleading when used to discuss the well-being of communities. It is inappropriate, for example, to discuss the well-being of residents of the Hoopa Valley Indian Reservation based on statistics for Humboldt County as a whole, or to discuss the community of Salyer using data for Trinity County. This error of "misplaced concreteness" and misuse of county-level data is particularly egregious in counties with large metropolitan areas where the characteristics of urban populations overwhelm those of small rural communities in county statistics. In the Klamath region study, well-being was assessed at the community level using aggregations of census block groups as the primary unit of analysis. While imperfect representations of communities, they do represent, however, meaningful social units for which comprehensive data are available.

Community well-being is determined by integrating a measure of socioeconomic status with a measure of community capacity. Socioeconomic status was assessed using a scale of socioeconomic factors developed from 1990 Census of Population and Housing data, and included measures of poverty, education, home ownership, unemployment, and children in households receiving public assistance. The most significant drawback of the census data is that it is eight years old at the time of this writing. These eight year old data do not reflect the effects of population shifts, mill closures, and other events that have occurred since their collection. The strengths of the census data, however, far outweigh their disadvantage. This consistent set of data is available for each aggregation in the region, allowing comparisons that illustrate social patterns among the communities in the region from which much can be discerned. Moreover, this assessment creates a framework and can easily be updated with the next set of dicennial census data.

Included with this report is a comprehensive set of data that adds a dynamic component to the social well-being assessment. In addition to capacity ratings and socioeconomic scale scores for each aggregation in the region, these data include socioeconomic scale components, and extensive 1990 Census of Population and Housing data compiled both at the block group aggregation level and at other census defined geographic levels. These data are linked to both polygon and point based geographic information system (GIS) coverages representing all 130 community block group aggregations in the Klamath region. The GIS data provide opportunities for graphic depiction of various measures of well-being and facilitate additional spatial analysis.

Capacity is defined as the ability of residents to respond to community needs, as well as to create and take advantage of opportunities. It is comprised of physical, human and social capital. These three dimensions of capacity play varying roles in the overall capacity of each aggregation, but social capital is the most important of the three. Low capacity, in general, reflects not only lower well-being but a reduced ability and likelihood of aggregation residents to improve local well-being, including their socioeconomic conditions. Capacity reflects current conditions, and was determined by local experts who participated in facilitated workshops in each of the counties.

The integration of the socioeconomic status scale and capacity allows for a multidimensional and comprehensive assessment of well-being. The socioeconomic scale offers a static perspective of well-being, while capacity offers a dynamic measure reflecting the current ability of local communities to foster an environment in which local residents can identify and address their needs and goals. Well-being increases as either capacity or socioeconomic status increase, and aggregations with high socioeconomic status and high capacity have the highest levels of well-being. Eleven percent of all aggregations in the Klamath region have high community well-being. Just under one-fifth have low well-being. The largest proportion of the population lives in aggregations with moderate or moderately high levels of well-being. Thirty-two percent of the aggregations have moderate well-being and 40 percent have moderately-high well-being.

Community well-being is not a proxy for individual well-being. Personal and other factors influence individual and family well-being. Additionally, ethnic, occupational or other groups within a community may collectively experience a lower level of well-being. Mill workers, for example, are disproportionately affected when a mill closes. Local experts mention that racism and ethnic tensions are present in some community aggregations, which, at a minimum, leads to reduced well being for the object groups. Nonetheless, by definition, communities with higher well-being offer more opportunities to all residents, are less likely to have obtrusive discriminatory practices, and provide all individuals with an increased likelihood of enjoying a higher level of well-being.

The aggregations of Redding, Eureka, Medford and Klamath Falls comprise 37 percent of the total population. Not unlike the "misplaced concreteness" problem of community assessment with county-level data, the four large urban aggregations challenge the efficacy of the study methodology. Originally developed for smaller, rural communities, this methodology may lack the robustness necessary to adequately capture the well-being of 50,000 people within a single aggregation. A more appropriate approach to understanding well-being within these cities might focus on neighborhoods or another unit smaller than the entire city. Detailed urban analysis, however, is beyond both the scope and objective of this study. Nonetheless, the study methodology is effective for at least 90 percent of the aggregations, including the 82 percent with a population of less then 5000 and the eight percent with populations between 5,000 and 10,000. Further analysis is needed to assess the robustness of this methodology for the remaining seven percent of the aggregations with populations between 10,000 and 18,000.

The following observations about well-being are based on expert knowledge that was shared in the workshops pertaining to capacity and on analysis of socioeconomic information.

Finally, this assessment represents a beginning, rather than an end, of social assessment in the Klamath region. The information and data presented here are intended for active use. A comprehensive set of data is included with this study and adds a dynamic component that will facilitate additional investigations. This study and accompanying data provide a framework for both conducting additional assessments, and initiating detailed community-level assessments that incorporate the interests and objectives of local residents.

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