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Impacts of wind power development on Oklahoma’s public schools

机译:风力发电对俄克拉荷马州公立学校的影响

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Background The development of wind energy in western Oklahoma has expanded dramatically in recent years, as the amount of installed capacity has gone from 0 in 2002 to enough turbines to generate approximately 20% of Oklahoma’s electrical needs in 2016. Associated with that development has been an increase in tax revenue and support for local schools, including many in struggling areas. This paper examines and quantifies the overall impact of the increased wind-industry related tax revenue in western Oklahoma. Methods Variables collected and analyzed for this study include: percentage of revenue from local and county sources, student-teacher ratios, and per-student expenditures. This information was obtained for each school district from 1997 to 2015. The data then mapped and analyzed using both statistical and inferential analysis. T tests and Mann Whitney U tests were utilized identify statistically meaningful differences between school districts with and without wind turbines. In addition, a longitudinal temporal analysis was undertaken for selected locations to further illustrate the impact of the wind farms on the region. Results The spatial patterns of local school revenue and related variables have been analyzed and compared to available socioeconomic and demographic information. Spatial and multivariate analysis has been undertaken to highlight differences in characteristics of public school districts with and without wind turbines. Results show significant differences in revenue from local and county sources between school districts with and without wind farms. However, school districts with wind farms did not have higher per-student expenditures or lower student-teacher ratios than surrounding districts. The significant change in percentage of revenue from local and county sources illustrates the relative importance of the industry, especially during challenging economic times and particularly in those areas with fewer other revenue sources. Conclusions Though school districts with wind farms did not differ from surrounding districts in terms of per-student expenditures or student-teacher ratios, the significant difference in revenue from local and county sources suggests these districts may be less susceptible to changes in funding from state and federal sources.
机译:背景技术俄克拉荷马州西部的风能发展近年来已大大扩展,因为装机容量已从2002年的0增长到足以满足2016年俄克拉荷马州电力需求20%的涡轮机。增加税收收入并支持当地学校,包括许多处于困境的地区。本文研究并量化了俄克拉荷马州西部与风能行业相关的税收增加带来的总体影响。方法本研究收集和分析的变量包括:从地方和县获得的收入百分比,师生比例和每位学生的支出。从1997年到2015年获得了每个学区的信息。然后使用统计分析和推论分析对数据进行映射和分析。使用T检验和Mann Whitney U检验可确定有无风力发电机的学区之间的统计学差异。此外,还对选定的位置进行了纵向时间分析,以进一步说明风电场对该地区的影响。结果分析了当地学校收入的空间格局及相关变量,并将其与可用的社会经济和人口统计学信息进行了比较。已经进行了空间和多元分析,以突出显示有无风力发电机的公立学区的特征差异。结果显示,在有和没有风电场的学区之间,来自地方和县的收入存在显着差异。但是,有风电场的学区的人均学生支出或师生比例没有比周围地区高。来自地方和县的收入百分比的显着变化说明了该行业的相对重要性,特别是在经济困难时期,尤其是在其他收入来源较少的地区。结论尽管有风电场的学区在人均教育支出或师生比例方面与周围地区没有差异,但地方和县级财政收入的显着差异表明,这些地区可能不太容易受到州和州的资金变化的影响。联邦资源。

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