{"id":8954,"date":"2021-02-18T09:00:00","date_gmt":"2021-02-18T14:00:00","guid":{"rendered":"https:\/\/dvsnightingstg.wpenginepowered.com\/?p=8954"},"modified":"2021-11-08T20:46:46","modified_gmt":"2021-11-09T01:46:46","slug":"asterisk-nation-one-tribes-challenge-to-find-data-about-its-population","status":"publish","type":"post","link":"https:\/\/nightingaledvs.com\/asterisk-nation-one-tribes-challenge-to-find-data-about-its-population\/","title":{"rendered":"Asterisk Nation: One Tribe\u2019s Challenge to Find Data About its Population"},"content":{"rendered":"\n<p class=\"is-style-lead\">The Yurok Tribe in far northern California needs to address a condition plaguing numerous rural communities in the United States: addiction and substance misuse. Across the U.S., government agencies are increasingly turning to data to help plot their next steps to combatting addiction. In California, for example, even sparsely-populated counties can analyze and visualize a range of data, from emergency department visits for overdoses to zip code-level data on opioid prescriptions, to inform decisions they need to make and evaluate the impact of their interventions.<\/p>\n\n\n\n<p class=\"has-drop-cap\" id=\"d822\">While California collects racial and ethnic data on a host of issues, from opioid overdose to COVID prevalence to academic outcomes for students, data for Native Americans is reported less frequently, or unreported due to small sample numbers and policies that hinder collection.<\/p>\n\n\n\n<p id=\"7622\">The problems with data collection facing the Yurok Tribe are not unique to California, nor are they specific to Native American populations. What the Yurok Tribe experiences exemplifies a broader issue that data analysts and visualization practitioners should confront. How can we analyze findings and visualize results when data for important communities are simply not reported?<\/p>\n\n\n\n<p id=\"5024\">This is the question we, a data storyteller and an epidemiologist, posed to ourselves as we set out last summer to work with the Yurok Tribe Wellness Coalition as part of a technical assistance program sponsored by the&nbsp;<a href=\"https:\/\/nopn.org\/california\" target=\"_blank\" rel=\"noreferrer noopener\">California Overdose Prevention Network<\/a>, a program of the Center for Health Leadership and Practice.<\/p>\n\n\n\n<p id=\"c3c7\">The issues the Yurok Tribe face helped us better appreciate what so many groups contend with and allowed us to puzzle through what can be done to help a community aiming to confront modern challenges by leveraging data. Beyond simply obtaining broad data about Native American status, the Yurok Tribe also needs more specific tribal affiliation identification, which represents a political designation of the tribe\u2019s sovereignty. Alas, this information, which can help the tribe provide necessary services while preserving important traditions, is rarely available.<\/p>\n\n\n\n<p id=\"352a\">Although the Yurok Tribe is California\u2019s largest, at about 6,300 enrolled members, it simply can\u2019t access crucial indicators of how members are faring. As Lori Nesbitt, the opioid program manager for the Tribe\u2019s Wellness Coalition, observes, they often don\u2019t get any data until a member dies from an opioid overdose, when it\u2019s obviously too late to provide supportive and life-saving services.<\/p>\n\n\n\n<p id=\"f988\">Those of us who work frequently with data understand what\u2019s at issue here: epidemiologists, statisticians, and analysts reporting racial and ethnic information are trained to suppress populations with small numbers, or aggregate several smaller groups together. Although these are accepted as good statistical practices, these approaches often fail to articulate trends at the micro-level, which challenge an array of communities in the U.S., including tribal populations, Native Hawaiians and Other Pacific Islanders, Middle Eastern and North African populations, and other ethnographic groups.<\/p>\n\n\n\n<p id=\"d789\">In short, the aggregate means we aren\u2019t looking at the full story. As California Governor Gavin Newsom often observes, \u201cWe don\u2019t live in the aggregate.\u201d Disaggregating smaller populations (whether they are racial and ethnic groups, by tribal membership, or some other important feature) is a technique that analysts and data storytellers should include in their toolbox to advance health and equity, even if it bumps up against statistical practices. There are strategies for disaggregating data (combining multiple years of data, oversampling smaller populations) while maintaining statistical rigor.<\/p>\n\n\n\n<p id=\"3b1d\">But if we can\u2019t disaggregate, we\u2019re left with incomplete information, and these blank cells in tables and empty spaces on graphs are often visualized by an asterisk, indicating suppressed data. The&nbsp;<a href=\"https:\/\/www.ncai.org\/policy-research-center\/research-data\/data\" target=\"_blank\" rel=\"noreferrer noopener\">National Congress of American Indians\u2019 Policy Research Center<\/a>&nbsp;says it well:<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\"><p>\u201cAmerican Indians and Alaska Natives may be described as the&nbsp;<strong>\u2018Asterisk Nation\u2019<\/strong>&nbsp;because an asterisk, instead of a data point, is often used in data displays when reporting racial and ethnic data due to various data collection and reporting issues, such as small sample size, large margins of errors, or other issues related to the validity and statistical significance of data on American Indians and Alaska Natives.\u201d<\/p><\/blockquote>\n\n\n\n<p id=\"d863\">However, beyond issues of data analysis, there are important historical and contemporary factors at play \u2014 namely the genocide and oppression of Native Americans which pre-dates the founding of the United States of America. During our project, we learned from our Yurok Tribe partners how this history and its legacy plays out today, even through our data systems. The U.S. Census, for example, did not count Native Americans until 70 years after the inaugural census in 1790 (to learn more, check out&nbsp;<a href=\"https:\/\/www.census.gov\/data-tools\/demo\/race\/MREAD_1790_2010.html\" target=\"_blank\" rel=\"noreferrer noopener\">this timeline<\/a>&nbsp;from the U.S. Census Bureau and this commentary from the&nbsp;<a href=\"https:\/\/www.pewresearch.org\/fact-tank\/2020\/02\/25\/the-changing-categories-the-u-s-has-used-to-measure-race\/\" target=\"_blank\" rel=\"noreferrer noopener\">Pew Research Center<\/a>). And in a more modern example, CNN\u2019s election coverage this past November reported out results from Native Americans as a group they termed, \u201csomething else,\u201d which was offensive to people of all racial\/ethnic backgrounds, particularly Native Americans and other communities of color.<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/miro.medium.com\/max\/2000\/1%2A0Fgal8wmYMuI5_IZ9LuOxg.png?w=720&#038;ssl=1\" alt=\"\"\/><\/figure><\/div>\n\n\n\n<p id=\"b035\">The end result is a paucity of data, and, put simply, you can\u2019t visualize an asterisk. If the data are not there, how are we to know and visually describe how these populations are faring?<\/p>\n\n\n\n<p id=\"047c\">Through our project, the Yurok Tribe Wellness Coalition sought to better understand what data were being collected on Native Americans (and specific tribes) by public agencies across Humboldt and Del Norte counties, where the tribe is located, so that data reporting can be improved to better support the Yurok people and prevent opioid overdoses. We partnered with the Coalition to conduct interviews with public agencies (social services, health, law enforcement, education) to learn more about their data systems and practices.<\/p>\n\n\n\n<p id=\"7472\">What did we learn?<\/p>\n\n\n\n<ol class=\"wp-block-list\"><li>Tribe-specific data \u2014 and data on Native Americans in general \u2014 is not regularly collected by the eight public agencies who participated in our assessment.<\/li><li>Data sharing policies are in place between non-tribal and tribal entities, but they are underutilized.<\/li><li>Despite the challenges, public agencies are interested in partnering with tribes to improve data collection and reporting. All agencies think there would be benefits to the larger community through better data collection and sharing.<\/li><\/ol>\n\n\n\n<p id=\"d1cd\">So what broader lessons can be drawn from this project? Simply being aware of who\u2019s not measured is an important first step. Next is to talk to the tribes, and other populations, who may be made \u201cinvisible\u201d in data about how we can do better. It\u2019s only in partnership that we can start to make data more representative of all groups.<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/miro.medium.com\/max\/2744\/1%2ACGW8ub6f84Faq9ILz2LLfA.png?w=720&#038;ssl=1\" alt=\"\"\/><figcaption><em>The changing categories the U.S. Census Bureau has used to measure race.&nbsp;<\/em>Credit<em>: Pew Research Center<\/em><\/figcaption><\/figure><\/div>\n\n\n\n<p id=\"7587\">As the census count wraps up in the United States, we\u2019ll soon analyze results and create illuminating visualizations summarizing the findings. As we do, however, it\u2019s important to account for those who are simply not counted, or who are undercounted by federal, state, and local agencies who have no data, or don\u2019t report the data they do have.<\/p>\n\n\n\n<p id=\"eb1e\">In the coming months and years, as census data are compiled, released, analyzed, and visualized, and as we fret over and visualize COVID-19 findings \u2014 including now, the need to obtain racial\/ethnic breakdowns for vaccination data \u2014 let\u2019s keep in mind who we&nbsp;<em>don\u2019t<\/em>&nbsp;count, or who we undercount. Let\u2019s remember that we\u2019re often not able to visualize information about Native Americans and the hundreds of tribes in the United States, as well as Asian Americans, Native Hawaiians, and Pacific Islanders \u2014 such as Hmong, Filipinos, Cambodians, Fujians \u2014 and many more groups that we typically combine together into broad racial and ethnic categories. We need to advocate for them and for the release of&nbsp;<em>their<\/em>&nbsp;data, recognizing that the results from such data activism can catalyze social change and empower these communities to improve issues of dire importance like drug overdose.<\/p>\n<div class=\"cats\"><span class=\"cats__title\">Categories<\/span><a href=\"https:\/\/nightingaledvs.com\/.\/topics-in-dv\/data-humanism\/\" rel=\"category tag\">Data Humanism<\/a> <a href=\"https:\/\/nightingaledvs.com\/.\/topics-in-dv\/data-journalism\/\" rel=\"category tag\">Data Journalism<\/a> <a href=\"https:\/\/nightingaledvs.com\/.\/topics-in-dv\/data-literacy\/\" rel=\"category tag\">Data Literacy<\/a> <a href=\"https:\/\/nightingaledvs.com\/.\/how-to\/\" rel=\"category tag\">How To<\/a> <a href=\"https:\/\/nightingaledvs.com\/.\/topics-in-dv\/\" rel=\"category tag\">Topics in Dataviz<\/a><\/div><div class=\"tags\"><div class=\"tags__title\">Tags<\/div><a href=\"https:\/\/nightingaledvs.com\/tag\/data-activism\/\" rel=\"tag\">data activism<\/a><a href=\"https:\/\/nightingaledvs.com\/tag\/data-humanism\/\" rel=\"tag\">Data Humanism<\/a><a href=\"https:\/\/nightingaledvs.com\/tag\/data-journalism\/\" rel=\"tag\">Data Journalism<\/a><a href=\"https:\/\/nightingaledvs.com\/tag\/data-justice\/\" rel=\"tag\">data justice<\/a><a href=\"https:\/\/nightingaledvs.com\/tag\/data-literacy\/\" rel=\"tag\">Data Literacy<\/a><a href=\"https:\/\/nightingaledvs.com\/tag\/data-visualization\/\" rel=\"tag\">Data Visualization<\/a><a href=\"https:\/\/nightingaledvs.com\/tag\/how-to\/\" rel=\"tag\">How To<\/a><a href=\"https:\/\/nightingaledvs.com\/tag\/missing-data\/\" rel=\"tag\">missing data<\/a><a href=\"https:\/\/nightingaledvs.com\/tag\/social-change\/\" rel=\"tag\">social change<\/a><\/div>","protected":false},"excerpt":{"rendered":"<p>The Yurok Tribe in far northern California needs to address a condition plaguing numerous rural communities in the United States: addiction and substance misuse. Across..<\/p>\n","protected":false},"author":49,"featured_media":8956,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"bgseo_title":"","bgseo_description":"","bgseo_robots_index":"index","bgseo_robots_follow":"follow","cybocfi_hide_featured_image":"","_jetpack_memberships_contains_paid_content":false,"footnotes":"","_links_to":"","_links_to_target":""},"categories":[50,52,51,63,48],"tags":[403,216,210,394,161,35,141,404,402],"class_list":["post-8954","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-humanism","category-data-journalism","category-data-literacy","category-how-to","category-topics-in-dv","tag-data-activism","tag-data-humanism","tag-data-journalism","tag-data-justice","tag-data-literacy","tag-data-visualization","tag-how-to","tag-missing-data","tag-social-change"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.6 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Asterisk Nation: One Tribe\u2019s Challenge to Find Data About its Population | Nightingale<\/title>\n<meta name=\"description\" content=\"Data for Native Americans is reported less frequently, or unreported due to small sample numbers and policies that hinder collection.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/nightingaledvs.com\/asterisk-nation-one-tribes-challenge-to-find-data-about-its-population\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Asterisk Nation: One Tribe\u2019s Challenge to Find Data About its Population - Nightingale\" \/>\n<meta property=\"og:description\" content=\"Data for Native Americans is reported less frequently, or unreported due to small sample numbers and policies that hinder collection.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/nightingaledvs.com\/asterisk-nation-one-tribes-challenge-to-find-data-about-its-population\/\" \/>\n<meta property=\"og:site_name\" content=\"Nightingale\" \/>\n<meta property=\"article:published_time\" content=\"2021-02-18T14:00:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2021-11-09T01:46:46+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/nightingaledvs.com\/wp-content\/uploads\/2021\/11\/Asterisk-Nation-1024x520.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1024\" \/>\n\t<meta property=\"og:image:height\" content=\"520\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Andy Krackov&nbsp;&amp;&nbsp;Sarah Marikos\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Andy Krackov&nbsp;&amp;&nbsp;Sarah Marikos\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"6 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/nightingaledvs.com\/asterisk-nation-one-tribes-challenge-to-find-data-about-its-population\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/nightingaledvs.com\/asterisk-nation-one-tribes-challenge-to-find-data-about-its-population\/\"},\"author\":{\"name\":\"Andy Krackov&nbsp;&&nbsp;Sarah Marikos\",\"@id\":\"https:\/\/nightingaledvs.com\/#\/schema\/person\/3b11bbab8128621f390b46a3ac219cb5\"},\"headline\":\"Asterisk Nation: One Tribe\u2019s Challenge to Find Data About its Population\",\"datePublished\":\"2021-02-18T14:00:00+00:00\",\"dateModified\":\"2021-11-09T01:46:46+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/nightingaledvs.com\/asterisk-nation-one-tribes-challenge-to-find-data-about-its-population\/\"},\"wordCount\":1312,\"publisher\":{\"@id\":\"https:\/\/nightingaledvs.com\/#organization\"},\"image\":{\"@id\":\"https:\/\/nightingaledvs.com\/asterisk-nation-one-tribes-challenge-to-find-data-about-its-population\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/i0.wp.com\/nightingaledvs.com\/wp-content\/uploads\/2021\/11\/Asterisk-Nation.png?fit=2000%2C1016&ssl=1\",\"keywords\":[\"data activism\",\"Data Humanism\",\"Data Journalism\",\"data justice\",\"Data Literacy\",\"Data Visualization\",\"How To\",\"missing data\",\"social change\"],\"articleSection\":[\"Data Humanism\",\"Data Journalism\",\"Data Literacy\",\"How To\",\"Topics in Dataviz\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/nightingaledvs.com\/asterisk-nation-one-tribes-challenge-to-find-data-about-its-population\/\",\"url\":\"https:\/\/nightingaledvs.com\/asterisk-nation-one-tribes-challenge-to-find-data-about-its-population\/\",\"name\":\"Asterisk Nation: One Tribe\u2019s Challenge to Find Data About its Population - Nightingale\",\"isPartOf\":{\"@id\":\"https:\/\/nightingaledvs.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/nightingaledvs.com\/asterisk-nation-one-tribes-challenge-to-find-data-about-its-population\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/nightingaledvs.com\/asterisk-nation-one-tribes-challenge-to-find-data-about-its-population\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/i0.wp.com\/nightingaledvs.com\/wp-content\/uploads\/2021\/11\/Asterisk-Nation.png?fit=2000%2C1016&ssl=1\",\"datePublished\":\"2021-02-18T14:00:00+00:00\",\"dateModified\":\"2021-11-09T01:46:46+00:00\",\"description\":\"Data for Native Americans is reported less frequently, or unreported due to small sample numbers and policies that hinder collection.\",\"breadcrumb\":{\"@id\":\"https:\/\/nightingaledvs.com\/asterisk-nation-one-tribes-challenge-to-find-data-about-its-population\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/nightingaledvs.com\/asterisk-nation-one-tribes-challenge-to-find-data-about-its-population\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/nightingaledvs.com\/asterisk-nation-one-tribes-challenge-to-find-data-about-its-population\/#primaryimage\",\"url\":\"https:\/\/i0.wp.com\/nightingaledvs.com\/wp-content\/uploads\/2021\/11\/Asterisk-Nation.png?fit=2000%2C1016&ssl=1\",\"contentUrl\":\"https:\/\/i0.wp.com\/nightingaledvs.com\/wp-content\/uploads\/2021\/11\/Asterisk-Nation.png?fit=2000%2C1016&ssl=1\",\"width\":2000,\"height\":1016},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/nightingaledvs.com\/asterisk-nation-one-tribes-challenge-to-find-data-about-its-population\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/nightingaledvs.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Asterisk Nation: One Tribe\u2019s Challenge to Find Data About its Population\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/nightingaledvs.com\/#website\",\"url\":\"https:\/\/nightingaledvs.com\/\",\"name\":\"Nightingale\",\"description\":\"The Journal of the Data Visualization Society\",\"publisher\":{\"@id\":\"https:\/\/nightingaledvs.com\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/nightingaledvs.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/nightingaledvs.com\/#organization\",\"name\":\"Nightingale\",\"url\":\"https:\/\/nightingaledvs.com\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/nightingaledvs.com\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/i0.wp.com\/nightingaledvs.com\/wp-content\/uploads\/2021\/05\/logoDVS-5.png?fit=1988%2C454&ssl=1\",\"contentUrl\":\"https:\/\/i0.wp.com\/nightingaledvs.com\/wp-content\/uploads\/2021\/05\/logoDVS-5.png?fit=1988%2C454&ssl=1\",\"width\":1988,\"height\":454,\"caption\":\"Nightingale\"},\"image\":{\"@id\":\"https:\/\/nightingaledvs.com\/#\/schema\/logo\/image\/\"}},[{\"@type\":[\"Person\"],\"@id\":\"https:\/\/nightingaledvs.com\/#\/schema\/person\/3b11bbab8128621f390b46a3ac219cb5\",\"name\":\"Andy Krackov\",\"image\":{\"@type\":\"ImageObject\",\"@id\":\"https:\/\/nightingaledvs.com\/#\/schema\/person\/image\/\",\"inLanguage\":\"en_US\",\"url\":\"https:\/\/nightingaledvs.com\/wp-content\/uploads\/2021\/11\/krackov-informal.jpg\",\"caption\":\"Andy Krackov\"}},{\"@type\":[\"Person\"],\"@id\":\"https:\/\/nightingaledvs.com\/#\/schema\/person\/3b11bbab8128621f390b46a3ac219cb5\",\"name\":\"Sarah Marikos\",\"image\":{\"@type\":\"ImageObject\",\"@id\":\"https:\/\/nightingaledvs.com\/#\/schema\/person\/image\/\",\"inLanguage\":\"en_US\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/647ab783f559c4dd80ab69026e71be0ccfe0f9a9c707eb8c18746b16dc0ae4c7?s=96&d=monsterid&r=g\",\"caption\":\"Sarah Marikos\"}}]]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Asterisk Nation: One Tribe\u2019s Challenge to Find Data About its Population | Nightingale","description":"Data for Native Americans is reported less frequently, or unreported due to small sample numbers and policies that hinder collection.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/nightingaledvs.com\/asterisk-nation-one-tribes-challenge-to-find-data-about-its-population\/","og_locale":"en_US","og_type":"article","og_title":"Asterisk Nation: One Tribe\u2019s Challenge to Find Data About its Population - Nightingale","og_description":"Data for Native Americans is reported less frequently, or unreported due to small sample numbers and policies that hinder collection.","og_url":"https:\/\/nightingaledvs.com\/asterisk-nation-one-tribes-challenge-to-find-data-about-its-population\/","og_site_name":"Nightingale","article_published_time":"2021-02-18T14:00:00+00:00","article_modified_time":"2021-11-09T01:46:46+00:00","og_image":[{"width":1024,"height":520,"url":"https:\/\/nightingaledvs.com\/wp-content\/uploads\/2021\/11\/Asterisk-Nation-1024x520.png","type":"image\/png"}],"author":"Andy Krackov&nbsp;&&nbsp;Sarah Marikos","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Andy Krackov&nbsp;&&nbsp;Sarah Marikos","Est. reading time":"6 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/nightingaledvs.com\/asterisk-nation-one-tribes-challenge-to-find-data-about-its-population\/#article","isPartOf":{"@id":"https:\/\/nightingaledvs.com\/asterisk-nation-one-tribes-challenge-to-find-data-about-its-population\/"},"author":{"name":"Andy Krackov&nbsp;&&nbsp;Sarah Marikos","@id":"https:\/\/nightingaledvs.com\/#\/schema\/person\/3b11bbab8128621f390b46a3ac219cb5"},"headline":"Asterisk Nation: One Tribe\u2019s Challenge to Find Data About its Population","datePublished":"2021-02-18T14:00:00+00:00","dateModified":"2021-11-09T01:46:46+00:00","mainEntityOfPage":{"@id":"https:\/\/nightingaledvs.com\/asterisk-nation-one-tribes-challenge-to-find-data-about-its-population\/"},"wordCount":1312,"publisher":{"@id":"https:\/\/nightingaledvs.com\/#organization"},"image":{"@id":"https:\/\/nightingaledvs.com\/asterisk-nation-one-tribes-challenge-to-find-data-about-its-population\/#primaryimage"},"thumbnailUrl":"https:\/\/i0.wp.com\/nightingaledvs.com\/wp-content\/uploads\/2021\/11\/Asterisk-Nation.png?fit=2000%2C1016&ssl=1","keywords":["data activism","Data Humanism","Data Journalism","data justice","Data Literacy","Data Visualization","How To","missing data","social change"],"articleSection":["Data Humanism","Data Journalism","Data Literacy","How To","Topics in Dataviz"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/nightingaledvs.com\/asterisk-nation-one-tribes-challenge-to-find-data-about-its-population\/","url":"https:\/\/nightingaledvs.com\/asterisk-nation-one-tribes-challenge-to-find-data-about-its-population\/","name":"Asterisk Nation: One Tribe\u2019s Challenge to Find Data About its Population - Nightingale","isPartOf":{"@id":"https:\/\/nightingaledvs.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/nightingaledvs.com\/asterisk-nation-one-tribes-challenge-to-find-data-about-its-population\/#primaryimage"},"image":{"@id":"https:\/\/nightingaledvs.com\/asterisk-nation-one-tribes-challenge-to-find-data-about-its-population\/#primaryimage"},"thumbnailUrl":"https:\/\/i0.wp.com\/nightingaledvs.com\/wp-content\/uploads\/2021\/11\/Asterisk-Nation.png?fit=2000%2C1016&ssl=1","datePublished":"2021-02-18T14:00:00+00:00","dateModified":"2021-11-09T01:46:46+00:00","description":"Data for Native Americans is reported less frequently, or unreported due to small sample numbers and policies that hinder collection.","breadcrumb":{"@id":"https:\/\/nightingaledvs.com\/asterisk-nation-one-tribes-challenge-to-find-data-about-its-population\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/nightingaledvs.com\/asterisk-nation-one-tribes-challenge-to-find-data-about-its-population\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/nightingaledvs.com\/asterisk-nation-one-tribes-challenge-to-find-data-about-its-population\/#primaryimage","url":"https:\/\/i0.wp.com\/nightingaledvs.com\/wp-content\/uploads\/2021\/11\/Asterisk-Nation.png?fit=2000%2C1016&ssl=1","contentUrl":"https:\/\/i0.wp.com\/nightingaledvs.com\/wp-content\/uploads\/2021\/11\/Asterisk-Nation.png?fit=2000%2C1016&ssl=1","width":2000,"height":1016},{"@type":"BreadcrumbList","@id":"https:\/\/nightingaledvs.com\/asterisk-nation-one-tribes-challenge-to-find-data-about-its-population\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/nightingaledvs.com\/"},{"@type":"ListItem","position":2,"name":"Asterisk Nation: One Tribe\u2019s Challenge to Find Data About its Population"}]},{"@type":"WebSite","@id":"https:\/\/nightingaledvs.com\/#website","url":"https:\/\/nightingaledvs.com\/","name":"Nightingale","description":"The Journal of the Data Visualization Society","publisher":{"@id":"https:\/\/nightingaledvs.com\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/nightingaledvs.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/nightingaledvs.com\/#organization","name":"Nightingale","url":"https:\/\/nightingaledvs.com\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/nightingaledvs.com\/#\/schema\/logo\/image\/","url":"https:\/\/i0.wp.com\/nightingaledvs.com\/wp-content\/uploads\/2021\/05\/logoDVS-5.png?fit=1988%2C454&ssl=1","contentUrl":"https:\/\/i0.wp.com\/nightingaledvs.com\/wp-content\/uploads\/2021\/05\/logoDVS-5.png?fit=1988%2C454&ssl=1","width":1988,"height":454,"caption":"Nightingale"},"image":{"@id":"https:\/\/nightingaledvs.com\/#\/schema\/logo\/image\/"}},[{"@type":["Person"],"@id":"https:\/\/nightingaledvs.com\/#\/schema\/person\/3b11bbab8128621f390b46a3ac219cb5","name":"Andy Krackov","image":{"@type":"ImageObject","@id":"https:\/\/nightingaledvs.com\/#\/schema\/person\/image\/","inLanguage":"en_US","url":"https:\/\/nightingaledvs.com\/wp-content\/uploads\/2021\/11\/krackov-informal.jpg","caption":"Andy Krackov"}},{"@type":["Person"],"@id":"https:\/\/nightingaledvs.com\/#\/schema\/person\/3b11bbab8128621f390b46a3ac219cb5","name":"Sarah Marikos","image":{"@type":"ImageObject","@id":"https:\/\/nightingaledvs.com\/#\/schema\/person\/image\/","inLanguage":"en_US","url":"https:\/\/secure.gravatar.com\/avatar\/647ab783f559c4dd80ab69026e71be0ccfe0f9a9c707eb8c18746b16dc0ae4c7?s=96&d=monsterid&r=g","caption":"Sarah Marikos"}}]]}},"jetpack_featured_media_url":"https:\/\/i0.wp.com\/nightingaledvs.com\/wp-content\/uploads\/2021\/11\/Asterisk-Nation.png?fit=2000%2C1016&ssl=1","jetpack-related-posts":[{"id":7231,"url":"https:\/\/nightingaledvs.com\/information-empowerment-is-a-universal-theory-for-data-design-part-1\/","url_meta":{"origin":8954,"position":0},"title":"Information Empowerment is a Universal Theory for Data Design, Part 1","author":"Andy Krackov&nbsp;&&nbsp;Sarah Marikos","date":"September 15, 2021","format":false,"excerpt":"Part one of a six-part series on the application of design thinking for data practitioners, business intelligence analysts, researchers, and anyone working with data. Jason comes from a design background. Mary comes from a user experience background. Jason is a 'data IS' person. Mary is a 'data ARE' person. Inevitably,\u2026","rel":"","context":"In &quot;Business Intelligence&quot;","block_context":{"text":"Business Intelligence","link":"https:\/\/nightingaledvs.com\/.\/topics-in-dv\/business-intelligence\/"},"img":{"alt_text":"Information Empowerment - part 1","src":"https:\/\/i0.wp.com\/nightingaledvs.com\/wp-content\/uploads\/2021\/09\/INfo-Empowerment-1.3-scaled.jpg?fit=1200%2C800&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/nightingaledvs.com\/wp-content\/uploads\/2021\/09\/INfo-Empowerment-1.3-scaled.jpg?fit=1200%2C800&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/nightingaledvs.com\/wp-content\/uploads\/2021\/09\/INfo-Empowerment-1.3-scaled.jpg?fit=1200%2C800&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/nightingaledvs.com\/wp-content\/uploads\/2021\/09\/INfo-Empowerment-1.3-scaled.jpg?fit=1200%2C800&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/nightingaledvs.com\/wp-content\/uploads\/2021\/09\/INfo-Empowerment-1.3-scaled.jpg?fit=1200%2C800&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":7243,"url":"https:\/\/nightingaledvs.com\/information-empowerment-a-reciprocal-data-literacy-case-study-part-3\/","url_meta":{"origin":8954,"position":1},"title":"Information Empowerment: A Reciprocal Data Literacy Case Study, Part 3","author":"Andy Krackov&nbsp;&&nbsp;Sarah Marikos","date":"August 9, 2022","format":false,"excerpt":"This is part three of a six-part series dedicated to sharing cross-functional ideas for design thinkers, data practitioners, business intelligence analysts, researchers, policymakers, and subject matter experts to better collaborate. In that spirit, we want to hear from you! We'd love to hear your thoughts via the three questions we're\u2026","rel":"","context":"In &quot;Business Intelligence&quot;","block_context":{"text":"Business Intelligence","link":"https:\/\/nightingaledvs.com\/.\/topics-in-dv\/business-intelligence\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/nightingaledvs.com\/wp-content\/uploads\/2022\/08\/Xx_jenrayart_xX_Information_Empowerment_bfe40320-0947-4818-8111-4c24f187955c.png.png?fit=1200%2C675&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/nightingaledvs.com\/wp-content\/uploads\/2022\/08\/Xx_jenrayart_xX_Information_Empowerment_bfe40320-0947-4818-8111-4c24f187955c.png.png?fit=1200%2C675&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/nightingaledvs.com\/wp-content\/uploads\/2022\/08\/Xx_jenrayart_xX_Information_Empowerment_bfe40320-0947-4818-8111-4c24f187955c.png.png?fit=1200%2C675&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/nightingaledvs.com\/wp-content\/uploads\/2022\/08\/Xx_jenrayart_xX_Information_Empowerment_bfe40320-0947-4818-8111-4c24f187955c.png.png?fit=1200%2C675&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/nightingaledvs.com\/wp-content\/uploads\/2022\/08\/Xx_jenrayart_xX_Information_Empowerment_bfe40320-0947-4818-8111-4c24f187955c.png.png?fit=1200%2C675&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":11058,"url":"https:\/\/nightingaledvs.com\/spotlight-how-to-say-i-love-you-with-a-graphic\/","url_meta":{"origin":8954,"position":2},"title":"SPOTLIGHT: How to Say \u2018I Love You\u2019 with a Graphic","author":"Andy Krackov&nbsp;&&nbsp;Sarah Marikos","date":"April 27, 2022","format":false,"excerpt":"For the past two years, the data visualization narratives we\u2019ve become familiar with infection curves, maps of health zones, and models of how the virus works. There are less visible, but no less real, stories. These tales feature our day-to-day lives, more abstract, and less measurable: what do you want?\u2026","rel":"","context":"In &quot;Community&quot;","block_context":{"text":"Community","link":"https:\/\/nightingaledvs.com\/.\/community\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/nightingaledvs.com\/wp-content\/uploads\/2022\/04\/i-love-you-02-1.png?fit=1200%2C923&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/nightingaledvs.com\/wp-content\/uploads\/2022\/04\/i-love-you-02-1.png?fit=1200%2C923&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/nightingaledvs.com\/wp-content\/uploads\/2022\/04\/i-love-you-02-1.png?fit=1200%2C923&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/nightingaledvs.com\/wp-content\/uploads\/2022\/04\/i-love-you-02-1.png?fit=1200%2C923&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/nightingaledvs.com\/wp-content\/uploads\/2022\/04\/i-love-you-02-1.png?fit=1200%2C923&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":5126,"url":"https:\/\/nightingaledvs.com\/why-we-find-joy-and-value-in-creating-data-visualization\/","url_meta":{"origin":8954,"position":3},"title":"Why We Find Joy and Value in Creating Data Visualizations","author":"Andy Krackov&nbsp;&&nbsp;Sarah Marikos","date":"August 28, 2019","format":false,"excerpt":"I don\u2019t know about you, but when something piques my interest \u2014 TV tropes, color theory, the life-changing magic of tidying up, anything \u2014 I have to wrap my mind around the \u201cshape\u201d of the related knowledge. I get sucked into reading (or listening to) whatever I can about the\u2026","rel":"","context":"In &quot;All Stories&quot;","block_context":{"text":"All Stories","link":"https:\/\/nightingaledvs.com\/.\/topics-in-dv\/all-stories\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/nightingaledvs.com\/wp-content\/uploads\/2021\/06\/1_WGGf7GMGWYQ50HmZk0g1Bw.png?fit=1200%2C1189&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/nightingaledvs.com\/wp-content\/uploads\/2021\/06\/1_WGGf7GMGWYQ50HmZk0g1Bw.png?fit=1200%2C1189&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/nightingaledvs.com\/wp-content\/uploads\/2021\/06\/1_WGGf7GMGWYQ50HmZk0g1Bw.png?fit=1200%2C1189&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/nightingaledvs.com\/wp-content\/uploads\/2021\/06\/1_WGGf7GMGWYQ50HmZk0g1Bw.png?fit=1200%2C1189&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/nightingaledvs.com\/wp-content\/uploads\/2021\/06\/1_WGGf7GMGWYQ50HmZk0g1Bw.png?fit=1200%2C1189&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":7236,"url":"https:\/\/nightingaledvs.com\/information-empowerment-bridges-expertise-to-amplify-impact-part-2\/","url_meta":{"origin":8954,"position":4},"title":"Information Empowerment Bridges Expertise to Amplify Impact, Part 2","author":"Andy Krackov&nbsp;&&nbsp;Sarah Marikos","date":"October 21, 2021","format":false,"excerpt":"Part two of a six-part series on the application of design thinking for data practitioners, business intelligence analysts, researchers, and anyone working with data. Catch up on the conversation with part one. In the spirit of collaboration, we want to hear from you! We\u2019d love to hear your thoughts via\u2026","rel":"","context":"In &quot;Business Intelligence&quot;","block_context":{"text":"Business Intelligence","link":"https:\/\/nightingaledvs.com\/.\/topics-in-dv\/business-intelligence\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/nightingaledvs.com\/wp-content\/uploads\/2021\/10\/Mix-MessageIe-24-scaled.jpg?fit=1200%2C772&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/nightingaledvs.com\/wp-content\/uploads\/2021\/10\/Mix-MessageIe-24-scaled.jpg?fit=1200%2C772&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/nightingaledvs.com\/wp-content\/uploads\/2021\/10\/Mix-MessageIe-24-scaled.jpg?fit=1200%2C772&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/nightingaledvs.com\/wp-content\/uploads\/2021\/10\/Mix-MessageIe-24-scaled.jpg?fit=1200%2C772&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/nightingaledvs.com\/wp-content\/uploads\/2021\/10\/Mix-MessageIe-24-scaled.jpg?fit=1200%2C772&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":5063,"url":"https:\/\/nightingaledvs.com\/data-driven-storytelling-a-short-review\/","url_meta":{"origin":8954,"position":5},"title":"Data-Driven Storytelling: A Short Review","author":"Andy Krackov&nbsp;&&nbsp;Sarah Marikos","date":"November 27, 2019","format":false,"excerpt":"Researching how to leverage visual storytelling for medical imaging data analysis, I was looking for a road map to obtain a more structured and solid theoretical background of the field and to expand my knowledge about it. Then, I came across\u00a0Data-Driven Storytelling and it was love at first sight. This\u2026","rel":"","context":"In &quot;Data Humanism&quot;","block_context":{"text":"Data Humanism","link":"https:\/\/nightingaledvs.com\/.\/topics-in-dv\/data-humanism\/"},"img":{"alt_text":"\u201cData-Driven Storytelling\u201d by N. H. Riche, C. Hurter, N. Diakopoulos and S. Carpendale","src":"https:\/\/i0.wp.com\/nightingaledvs.com\/wp-content\/uploads\/2021\/06\/image-60.png?fit=795%2C1200&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/nightingaledvs.com\/wp-content\/uploads\/2021\/06\/image-60.png?fit=795%2C1200&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/nightingaledvs.com\/wp-content\/uploads\/2021\/06\/image-60.png?fit=795%2C1200&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/nightingaledvs.com\/wp-content\/uploads\/2021\/06\/image-60.png?fit=795%2C1200&ssl=1&resize=700%2C400 2x"},"classes":[]}],"jetpack_shortlink":"https:\/\/wp.me\/pd2dsI-2kq","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/nightingaledvs.com\/wp-json\/wp\/v2\/posts\/8954","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nightingaledvs.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nightingaledvs.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nightingaledvs.com\/wp-json\/wp\/v2\/users\/49"}],"replies":[{"embeddable":true,"href":"https:\/\/nightingaledvs.com\/wp-json\/wp\/v2\/comments?post=8954"}],"version-history":[{"count":0,"href":"https:\/\/nightingaledvs.com\/wp-json\/wp\/v2\/posts\/8954\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nightingaledvs.com\/wp-json\/wp\/v2\/media\/8956"}],"wp:attachment":[{"href":"https:\/\/nightingaledvs.com\/wp-json\/wp\/v2\/media?parent=8954"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nightingaledvs.com\/wp-json\/wp\/v2\/categories?post=8954"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nightingaledvs.com\/wp-json\/wp\/v2\/tags?post=8954"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}