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Dataset of U.S. Electric School Bus Adoption | Electric School Bus Initiative
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Check out our <a href="https://electricschoolbusinitiative.org/electric-school-bus-data-dashboard">Electric School Bus Data Dashboard</a>, which is updated monthly.</p></div> </div> </div> </div> <div><a name="section-215"></a> <div class="paragraph paragraph--type--rich-text paragraph--view-mode--full-content"> <div class="wysiwyg-container"> <div><div class="notes embedded-content wri-summary"><p>This dataset tracks electric school bus (ESB) adoption across the United States. It tracks the number of “committed” ESBs at the school district level, as well as details about individual buses, including the bus manufacturer and funding source(s). It also tracks when each ESB passed through the phases of the adoption process and the current phase of each bus. The dataset contains school district socio-economic characteristics, like poverty rates, racial composition and air pollution to enable wider analysis including whether the transition to ESBs is happening equitably. This dataset was developed as part of WRI’s <a href="/electric-school-bus-initiative" data-entity-type="node" data-entity-uuid="40c1ead0-02a1-4fe4-afdd-3bd9d9689744" data-entity-substitution="canonical" title="Electric School Bus Initiative">Electric School Bus Initiative</a>.</p><p>Findings from the dataset are summarized in our <a href="https://www.wri.org/insights/where-electric-school-buses-us">article on WRI Insights</a>. The methods and sources for the dataset are described in the <a href="https://www.wri.org/research/technical-note-dataset-electric-school-bus-adoption-united-states">technical note</a>. To be notified when the next quarterly update to this dataset is released, please <a href="/sign-receive-updates-wris-electric-school-bus-initiative" data-entity-type="node" data-entity-uuid="5d4e08a4-a42b-426b-a5a9-434b5918d4dd" data-entity-substitution="canonical" title="Sign Up to Receive Updates from WRI’s Electric School Bus Initiative">sign up</a> for updates from the Electric School Bus Initiative.</p><p><span><strong>We want to hear from you! </strong></span><a href="https://forms.office.com/r/wEuiXHWXKt"><span><strong>Click here</strong></span></a><span><strong> to let us know what you would like to see included in the dataset, how we can make it more useful to you, or how you are using it in your work.</strong></span></p></div></div> </div> </div> </div> <div><a name="section-216"></a> <div class="paragraph paragraph--type--rich-text paragraph--view-mode--full-content"> <div class="wysiwyg-container"> <div><h3>Downloads and Resources</h3><ul><li><a href="https://wri-dataportal-prod.s3.amazonaws.com/manual/electric-school-bus-adoption-dataset-v8-2024-08aug.zip"><strong>Dataset - Version 8:</strong></a> Released 2024-August (data through 2024-June)</li><li><a href="https://wri-dataportal-prod.s3.amazonaws.com/manual/electric_school_bus_adoption_dataset_v7_2024-04Apr.zip"><strong>Dataset - Version 7:</strong></a> Released 2024-April (data through 2023-December)</li><li><a href="https://wri-dataportal-prod.s3.amazonaws.com/manual/electric_school_bus_adoption_dataset_v6_2023-08Aug.zip"><strong>Dataset - Version 6</strong></a>: Released 2023-August (data through 2023-June)</li><li><a href="https://wri-dataportal-prod.s3.amazonaws.com/manual/electric_school_bus_adoption_dataset_v5_2023-03Mar.zip"><strong>Dataset - Version 5:</strong></a> <span>Released 2023-March (data through 2022-December)</span></li><li><a href="https://wri-dataportal-prod.s3.amazonaws.com/manual/electric_school_bus_adoption_dataset_v4_2023-02Feb.zip"><strong>Dataset - Version 4</strong></a>: Released 2023-February (data through 2022-September)</li><li><a href="https://wri-dataportal-prod.s3.amazonaws.com/manual/electric_school_bus_adoption_dataset_v3_2022-08Aug.zip"><strong>Dataset - Version 3</strong></a><span><strong>: </strong></span>Released 2022-August (data through 2022-June)</li><li><a href="https://wri-dataportal-prod.s3.amazonaws.com/manual/electric_school_bus_adoption_dataset_v2_2022-05May.zip"><strong>Dataset - Version 2</strong></a><span><strong>: </strong></span>Released 2022-May (data through 2022-March)</li><li><a href="https://wri-dataportal-prod.s3.amazonaws.com/manual/electric_school_bus_adoption_dataset_2022-01Jan.zip"><strong>Dataset - Version 1</strong></a><span><strong>: </strong></span>Released 2022-January (data through 2021-December)</li></ul><p><a href="https://wri-dataportal-prod.s3.amazonaws.com/manual/electric-school-bus-adoption-dataset-v8-2024-08aug.zip"><span class="download">Download Version 8</span></a></p></div> </div> </div> </div> <div><a name="section-217"></a> <div class="paragraph paragraph--type--rich-text paragraph--view-mode--full-content"> <div class="wysiwyg-container"> <div><h3>Description</h3><p>Transitioning to electric school buses (ESBs) from traditional diesel-powered school buses can reduce students’ exposure to air pollution and decrease greenhouse gas emissions. School districts and private fleet operators around the United States are adopting electric school buses with increasing speed, but so far ESB adoption has not been tracked or reported in a centralized and publicly accessible way. WRI aims to create and disseminate sound, up-to-date, accessible data and analyses that can help school district staff, advocates, policymakers, and other stakeholders make evidence-based decisions and support the transition to electric school buses. This first-of-its-kind dataset that tracks ESB adoption across the United States.</p><p>The dataset is organized by both school district and individual ESB and tracks the number of “committed” ESBs. An ESB is considered “committed” starting from the point when a school district or fleet operator has been awarded funding to purchase it or has made formal agreement to purchase it from a manufacturer or dealer. We would not consider an ESB “committed” if a school district or other fleet operator only expressed interest in ESBs or stated that they plan to acquire ESBs, without awarded funding or an agreement with a third party. The dataset also tracks the progress of each individual ESB through the four phases of the adoption process: “awarded,” “ordered,” “delivered,” and “operating.” It also contains school district characteristics including poverty, racial composition, air pollution, and locale (urban, suburban, town, or rural), to enable wider analysis of the adoption of ESBs, including the extent to which the transition to ESBs is happening equitably.</p><p>ESB-related data were collected from a variety of publicly available sources, including news articles, school websites, industry publications like School Bus Fleet magazine, and social media posts. Other demographic and economic data come from reputable, public datasets including the Environmental Protection Agency (EPA), U.S. Census, and National Center for Education Statistics. This dataset will be updated quarterly over the life of WRI’s <a href="https://www.wri.org/initiatives/electric-school-bus-initiative">Electric School Bus Initiative</a> to include new ESB commitments and additional indicators.</p><p>Findings from the dataset are summarized in our <a href="https://www.wri.org/insights/where-electric-school-buses-us">article on WRI Insights</a>. The methods and sources for the dataset are described in the <a href="https://www.wri.org/research/technical-note-dataset-electric-school-bus-adoption-united-states">technical note</a>.</p></div> </div> </div> </div> <div><a name="section-218"></a> <div class="paragraph paragraph--type--rich-text paragraph--view-mode--full-content"> <div class="wysiwyg-container"> <div><h3>Cautions</h3><p><span>This dataset is the result of new data collection by WRI’s Electric School Bus Initiative, and is sourced from hundreds of news articles, school district webpages, and other online sources. To the best of our knowledge, these data are current on the date of publication, but represent a snapshot in time, in a rapidly evolving space. We will update this dataset bianually for the duration of WRI’s Electric School Bus Initiative. </span></p><p><span>Please see the “Limitations” section of the </span><a href="https://www.wri.org/research/technical-note-dataset-electric-school-bus-adoption-united-states?ap3c=IGX9nKRu-uFP29UEAGX9nKS5znoxvvXppvHTii4Aa7x-BAlaYg">technical note</a><span> for additional caveats and limitations.</span></p></div> </div> </div> </div> <div><a name="section-219"></a> <div class="paragraph paragraph--type--rich-text paragraph--view-mode--full-content"> <div class="wysiwyg-container"> <div><h3>Citation</h3><p><span>Lazer, L. and L. Freehafer. April 2024. “A Dataset of Electric School Bus Adoption in the United States.” Washington, DC: World Resources Institute. </span><a href="https://datasets.wri.org/dataset/electric_school_bus_adoption">https://datasets.wri.org/dataset/electric_school_bus_adoption</a></p></div> </div> </div> </div> <div><a name="section-220"></a> <div class="paragraph paragraph--type--rich-text paragraph--view-mode--full-content"> <div class="wysiwyg-container"> <div><h3>Access & Use Information</h3><p><strong>License: </strong>Creative Commons Attribution 4.0 International License. Full license text available at <a href="http://www.wri.org/publications/permissions-licensing">Creative Commons Attribution 4.0</a></p></div> </div> </div> </div> <div><a name="section-221"></a> <div class="paragraph paragraph--type--rich-text paragraph--view-mode--full-content"> <div class="wysiwyg-container"> <div><h3>Metadata</h3><p><strong>Project: </strong>Electric School Bus Initiative</p><p><strong>Page Last Updated: </strong>August 30, 2023</p></div> </div> </div> </div> <div><a name="section-544"></a> <div class="paragraph paragraph--type--rich-text paragraph--view-mode--full-content"> <div class="wysiwyg-container"> <div><p><iframe title="Dataset Feedback Form" width="800" height="600" src="https://forms.office.com/pages/responsepage.aspx?id=H6xrR7I22UqGmc2mutH4Yh_w66tqKvBCrBB9o3LMWYBUMTBFR1lGQ1VXRldFOUNWSVFEMlVCMklKUi4u"> </iframe></p></div> </div> </div> </div> </div> <!-- AddToAny BEGIN --> <div class="border-b-2 py-sm my-sm"> <a class="a2a_dd btn-outline-blue inline-block" href="https://www.addtoany.com/share">Share</a> <script> var a2a_config = a2a_config || {}; a2a_config.onclick = 1; a2a_config.prioritize = [ 'twitter', 'linkedin', 'facebook', 'email', ]; a2a_config.num_services = 4; a2a_config.icon_color = "#F0AB00, #000000"; </script> <script async src="https://static.addtoany.com/menu/page.js"></script> </div> <!-- AddToAny END --> <div class="flex items-center"> <div class="body-sm inline-block mr-2xs text-gray-500">Authors:</div> <div class="authors-article body-sm inline-block">Leah Lazer</div> <div class="authors-article body-sm inline-block">Lydia Freehafer</div> </div> <div class="flex items-center"> <div class="body-sm inline-block mr-2xs text-gray-500">Primary Contacts:</div> <div class="authors-article body-sm inline-block"><a class="underline" href="mailto:brian.zepka@wri.org">Brian Zepka</a></div> </div> <div class="flex items-center"> <div class="body-sm inline-block mr-2xs text-gray-500">License:</div> <div 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