{"id":23699,"date":"2024-08-01T07:00:00","date_gmt":"2024-08-01T11:00:00","guid":{"rendered":"https:\/\/cehhs.utk.edu\/elps\/?p=23699"},"modified":"2024-07-24T09:06:49","modified_gmt":"2024-07-24T13:06:49","slug":"the-conventional-and-unconventional-places-ive-found-research-ideas","status":"publish","type":"post","link":"https:\/\/cehhs.utk.edu\/elps\/the-conventional-and-unconventional-places-ive-found-research-ideas\/","title":{"rendered":"The Conventional and Unconventional Places I&#8217;ve Found Research Ideas"},"content":{"rendered":"\n<p><strong>By Dr. Austin Boyd <\/strong><\/p>\n\n\n\n<p>Research is the backbone of the academic world. It provides us with a \u200b\u200b\u200b\u200bbetter understanding of the world around us and allows knowledge to be passed on and built upon by future generations of researchers. Research may be conducted as\u200b a\u200b class project, larger end of course capstone or dissertation requirement, or as \u200ba \u200bregular part of many careers in and outside of academia. But where does one come up with a research idea? For some, finding inspiration for research projects is easy, resulting in a laundry list of ideas to pick and choose from. For others, coming up with even a single research idea might take longer than the research itself. Compound this with the fact that some fields have existed for decades, or even centuries, and it might feel as though there is nothing left to research. However, as daunting as it may seem, there are always more questions to be asked, you just need to \u200b\u200bkeep an open mind.<\/p>\n\n\n\n<div style=\"height:34px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-media-text is-stacked-on-mobile\" style=\"grid-template-columns:24% auto\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"800\" src=\"https:\/\/cehhs.utk.edu\/elps\/wp-content\/uploads\/sites\/9\/2024\/05\/Austin-2023-1.jpg\" alt=\"\" class=\"wp-image-23467 size-full\" srcset=\"https:\/\/cehhs.utk.edu\/elps\/wp-content\/uploads\/sites\/9\/2024\/05\/Austin-2023-1.jpg 600w, https:\/\/cehhs.utk.edu\/elps\/wp-content\/uploads\/sites\/9\/2024\/05\/Austin-2023-1-225x300.jpg 225w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/figure><div class=\"wp-block-media-text__content\">\n<p>My name is Austin Boyd, and I am a data analyst\u200b\u200b, instructor, and ESM alumni. When I began conducting research nearly a decade ago, I struggled to come up with research ideas. In fact, when I entered my graduate doctoral program, I had no prospective research \u200b\u200bideas, and it took me almost three years to finally come up with a dissertation topic. However, since then, I have been a part of dozens of research projects that have led to conference posters, presentations, white papers, and peer-reviewed publications, and I can say with confidence that research ideas can come from anywhere. To prove this, I am going to go over my first three publications to show that inspiration is everywhere, and then provide some suggestions of places to look for your own research ideas. <\/p>\n<\/div><\/div>\n\n\n\n<div style=\"height:49px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong>Project 1: A Student with a Question <\/strong><\/p>\n\n\n\n<p>My first research idea came about as conventionally as \u200bthey\u200b come. I was a student with a question, and with the guidance of a professor, we came up with a research idea and then pursued it. Once upon a time, I took a statistics course on Item Response Theory (IRT). While sitting in class one day, we were discussing the underlying assumptions of IRT presented in Embretson and Reise\u2019s <em>Psychometric Methods: Item response theory for psychologists<\/em> (2000). After class, I \u200bapproached\u200b my professor with a question: \u201cHow does skewness impact measurement invariance?\u201d Little did I know, this was a question she had always wondered herself, but never had the time to pursue. Over the next few weeks in office hours, we discussed ideas on how to address this question, and before long, she told me that she could provide me with data if I would be interested in exploring the topic further. Over the course of the next three years, she and I worked to test the robustness of this assumption, \u200band\u200b ended up presenting our findings at two conferences and published them in the Journal of Applied Measurement (Boyd et al., \u200b\u200b2020).\u00a0\u00a0<\/p>\n\n\n\n<div style=\"height:23px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong>Project 2: Friends Talking About Movies <\/strong><\/p>\n\n\n\n<div class=\"wp-block-media-text is-stacked-on-mobile\" style=\"grid-template-columns:37% auto\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"612\" height=\"475\" src=\"https:\/\/cehhs.utk.edu\/elps\/wp-content\/uploads\/sites\/9\/2024\/07\/Movie-Web-.png\" alt=\"\" class=\"wp-image-23700 size-full\" srcset=\"https:\/\/cehhs.utk.edu\/elps\/wp-content\/uploads\/sites\/9\/2024\/07\/Movie-Web-.png 612w, https:\/\/cehhs.utk.edu\/elps\/wp-content\/uploads\/sites\/9\/2024\/07\/Movie-Web--300x233.png 300w\" sizes=\"auto, (max-width: 612px) 100vw, 612px\" \/><\/figure><div class=\"wp-block-media-text__content\">\n<p>My second research idea was much less conventional. Early one morning while playing video games and talking about the latest Marvel movie with a friend, I started wondering just how entwined the Marvel Cinematic Universe was. I had previously worked on a project where I used Social Network Analysis (SNA) to look at the connectedness of schools within a public school district and thought maybe I could use the same technique here. After scouring IMDb for the character list for the 23 marvel movies that had been released at that time, I used SNA to create a sociogram to show how all the movies were connected through the character appearances (see below). I realized that if I could demonstrate how easy it was to do this with something as random as Marvel movies, then maybe other researchers would be able to see how easy it is to use in their research. With the help of my research advisor, we published a paper in <em>Practical Assessment, Research, and Evaluation<\/em> to serve as a guide for others on formatting their data so that they could also use SNA in their research (Boyd &amp; Rocconi, 2021).\u00a0<\/p>\n<\/div><\/div>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong>Project 3: Watching YouTube to Avoid Schoolwork<\/strong><\/p>\n\n\n\n<p><span data-contrast=\"auto\" xml:lang=\"EN-US\" lang=\"EN-US\" class=\"TextRun SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px;font-size: 12pt;line-height: 22.0083px;font-family: Cambria, Cambria_EmbeddedFont, Cambria_MSFontService, serif\"><span class=\"NormalTextRun SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px\">My third research idea was born out of avoiding schoolwork. In one of my graduate courses, we had to develop and design an<\/span><span class=\"NormalTextRun SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px\"> original survey <\/span><span class=\"NormalTextRun SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px\">on a topic of our choosing. There were many steps to this project, <\/span><\/span><span class=\"ContentControl SCXW237141289 BCX0\" role=\"group\" aria-label=\"Rich text content control\" style=\"margin: 0px;padding: 0px;, Arial, Verdana, sans-serif;font-size: 12px\"><span data-contrast=\"auto\" xml:lang=\"EN-US\" lang=\"EN-US\" class=\"ContentControlBoundarySink SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px;font-size: 12pt;line-height: 20.85px;font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif\">\u200b<\/span><span data-contrast=\"auto\" xml:lang=\"EN-US\" lang=\"EN-US\" class=\"TextRun SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px;font-size: 12pt;line-height: 22.0083px;font-family: Cambria, Cambria_EmbeddedFont, Cambria_MSFontService, serif\"><span class=\"NormalTextRun SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px\">the first of which was <\/span><\/span><span data-contrast=\"auto\" xml:lang=\"EN-US\" lang=\"EN-US\" class=\"ContentControlBoundarySink SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px;font-size: 12pt;line-height: 20.85px;font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif\">\u200b<\/span><\/span><span class=\"ContentControl SCXW237141289 BCX0\" role=\"group\" aria-label=\"Rich text content control\" style=\"margin: 0px;padding: 0px;, Arial, Verdana, sans-serif;font-size: 12px\"><span data-contrast=\"auto\" xml:lang=\"EN-US\" lang=\"EN-US\" class=\"ContentControlBoundarySink SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px;font-size: 12pt;line-height: 20.85px;font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif\">\u200b<\/span><span data-contrast=\"auto\" xml:lang=\"EN-US\" lang=\"EN-US\" class=\"TextRun SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px;font-size: 12pt;line-height: 22.0083px;font-family: Cambria, Cambria_EmbeddedFont, Cambria_MSFontService, serif\"><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px;background-position: 0px 100%;background-repeat: repeat-x;));border-bottom: 1px solid transparent\">imply<\/span><span class=\"NormalTextRun SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px\"> to propose an idea for the survey. Instead of doing that, I was watching<\/span><span class=\"NormalTextRun SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px\"> people play video games on<\/span><span class=\"NormalTextRun SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px\"> <\/span><span class=\"NormalTextRun SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px\">YouTube. After a while, I started wondering what makes online celebrities and influencers so popular, and after a quick Google search, I learned about a concept called parasocial relationships. These are the <\/span><span class=\"NormalTextRun SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px\">one-sided<\/span><span class=\"NormalTextRun SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px\"> relationship<\/span><\/span><span class=\"ContentControl SCXW237141289 BCX0\" role=\"group\" aria-label=\"Rich text content control\" style=\"margin: 0px;padding: 0px\"><span data-contrast=\"auto\" xml:lang=\"EN-US\" lang=\"EN-US\" class=\"ContentControlBoundarySink SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px;font-size: 12pt;line-height: 20.85px;font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif\">\u200b<\/span><span data-contrast=\"auto\" xml:lang=\"EN-US\" lang=\"EN-US\" class=\"TextRun SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px;font-size: 12pt;line-height: 22.0083px;font-family: Cambria, Cambria_EmbeddedFont, Cambria_MSFontService, serif\"><span class=\"NormalTextRun SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px\">s<\/span><\/span><span data-contrast=\"auto\" xml:lang=\"EN-US\" lang=\"EN-US\" class=\"ContentControlBoundarySink SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px;font-size: 12pt;line-height: 20.85px;font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif\">\u200b<\/span><\/span><span data-contrast=\"auto\" xml:lang=\"EN-US\" lang=\"EN-US\" class=\"TextRun SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px;font-size: 12pt;line-height: 22.0083px;font-family: Cambria, Cambria_EmbeddedFont, Cambria_MSFontService, serif\"><span class=\"NormalTextRun SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px\"> that a viewer makes with a performer (Horton &amp; Wohl, 1956). I kept digging into the topic and learned that people have been researching parasocial relationships and interactions for over 60 years, long before YouTube, or even the internet, existed. <\/span><\/span><span class=\"ContentControl SCXW237141289 BCX0\" role=\"group\" aria-label=\"Rich text content control\" style=\"margin: 0px;padding: 0px\"><span data-contrast=\"auto\" xml:lang=\"EN-US\" lang=\"EN-US\" class=\"ContentControlBoundarySink SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px;font-size: 12pt;line-height: 20.85px;font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif\">\u200b<\/span><span data-contrast=\"auto\" xml:lang=\"EN-US\" lang=\"EN-US\" class=\"TextRun SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px;font-size: 12pt;line-height: 22.0083px;font-family: Cambria, Cambria_EmbeddedFont, Cambria_MSFontService, serif\"><span class=\"NormalTextRun SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px\">S<\/span><\/span><span data-contrast=\"auto\" xml:lang=\"EN-US\" lang=\"EN-US\" class=\"ContentControlBoundarySink SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px;font-size: 12pt;line-height: 20.85px;font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif\">\u200b<\/span><\/span><span data-contrast=\"auto\" xml:lang=\"EN-US\" lang=\"EN-US\" class=\"TextRun SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px;font-size: 12pt;line-height: 22.0083px;font-family: Cambria, Cambria_EmbeddedFont, Cambria_MSFontService, serif\"><span class=\"NormalTextRun SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px\">everal surveys had already been developed for <\/span><\/span><span class=\"ContentControl SCXW237141289 BCX0\" role=\"group\" aria-label=\"Rich text content control\" style=\"margin: 0px;padding: 0px\"><span data-contrast=\"auto\" xml:lang=\"EN-US\" lang=\"EN-US\" class=\"ContentControlBoundarySink SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px;font-size: 12pt;line-height: 20.85px;font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif\">\u200b<\/span><span data-contrast=\"auto\" xml:lang=\"EN-US\" lang=\"EN-US\" class=\"TextRun SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px;font-size: 12pt;line-height: 22.0083px;font-family: Cambria, Cambria_EmbeddedFont, Cambria_MSFontService, serif\"><span class=\"NormalTextRun SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px\">understanding<\/span><\/span><span data-contrast=\"auto\" xml:lang=\"EN-US\" lang=\"EN-US\" class=\"ContentControlBoundarySink SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px;font-size: 12pt;line-height: 20.85px;font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif\">\u200b<\/span><\/span><span class=\"ContentControl SCXW237141289 BCX0\" role=\"group\" aria-label=\"Rich text content control\" style=\"margin: 0px;padding: 0px\"><span data-contrast=\"auto\" xml:lang=\"EN-US\" lang=\"EN-US\" class=\"ContentControlBoundarySink SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px;font-size: 12pt;line-height: 20.85px;font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif\">\u200b<\/span><span data-contrast=\"auto\" xml:lang=\"EN-US\" lang=\"EN-US\" class=\"TextRun SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px;font-size: 12pt;line-height: 20.85px;font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif\"><span class=\"NormalTextRun SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px\">\u00a0\u00a0\u00a0\u00a0 <\/span><\/span><span data-contrast=\"auto\" xml:lang=\"EN-US\" lang=\"EN-US\" class=\"ContentControlBoundarySink SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px;font-size: 12pt;line-height: 20.85px;font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif\">\u200b<\/span><\/span><span data-contrast=\"auto\" xml:lang=\"EN-US\" lang=\"EN-US\" class=\"TextRun SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px;font-size: 12pt;line-height: 22.0083px;font-family: Cambria, Cambria_EmbeddedFont, Cambria_MSFontService, serif\"><span class=\"NormalTextRun SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px\"> parasocial relationships and interactions with television personalities, TV characters, fictional characters, and even political candidates, but none for social <\/span><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px;background-position: 0px 100%;background-repeat: repeat-x;));border-bottom: 1px solid transparent\">media based<\/span><span class=\"NormalTextRun SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px\"> celebrities and influencers. <\/span><span class=\"NormalTextRun AdvancedProofingIssueV2Themed SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px;background-position: 0px 100%;background-repeat: repeat-x;));border-bottom: 1px solid transparent\">I decided that this would be the topic of my survey.<\/span><span class=\"NormalTextRun SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px\"> <\/span><span class=\"NormalTextRun AdvancedProofingIssueV2Themed SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px;background-position: 0px 100%;background-repeat: repeat-x;));border-bottom: 1px solid transparent\">Over the course of the semester, I developed my survey and put together a proposal for how I would pilot and assess the reliability and validity of the survey.<\/span><span class=\"NormalTextRun SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px\"> <\/span><span class=\"NormalTextRun AdvancedProofingIssueV2Themed SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px;background-position: 0px 100%;background-repeat: repeat-x;));border-bottom: 1px solid transparent\">I could have walked away from it once the course was over, but I came back a year later once I realized that this survey could actually be the basis for a real research project.<\/span><span class=\"NormalTextRun SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px\"> As a result, my one class project became the basis for my entire dissertation and yielded two publications on the development and validity of the Parasocial Relationship in <\/span><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px;background-position: 0px 100%;background-repeat: repeat-x;));border-bottom: 1px solid transparent\">Social Media<\/span><span class=\"NormalTextRun SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px\"> (PRISM) Survey (Boyd et al., 2022; Boyd et al. 2023).<\/span><\/span><span data-contrast=\"auto\" xml:lang=\"EN-US\" lang=\"EN-US\" class=\"ContentControlBoundarySink SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px;font-size: 12pt;line-height: 20.85px;font-family: Aptos, Aptos_EmbeddedFont, Aptos_MSFontService, sans-serif\">\u200b<\/span><\/span><span data-contrast=\"auto\" xml:lang=\"EN-US\" lang=\"EN-US\" class=\"TextRun EmptyTextRun SCXW237141289 BCX0\" style=\"margin: 0px;padding: 0px;font-size: 12pt;line-height: 22.0083px;font-family: Cambria, Cambria_EmbeddedFont, Cambria_MSFontService, serif\"><\/span><span class=\"EOP SCXW237141289 BCX0\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:278}\" style=\"margin: 0px;padding: 0px;font-size: 12pt;line-height: 22.0083px;font-family: Cambria, Cambria_EmbeddedFont, Cambria_MSFontService, serif\">\u00a0<\/span><\/p>\n\n\n\n<div style=\"height:11px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>Research ideas are everywhere, even when it seems like there is nothing left to explore. And when it feels this way there are \u200b\u200bfive places I suggest taking a look:&nbsp;&nbsp;<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"1\">\n<li>Prior literature \u2013 Prior literature if full of research ideas. Many publications include a section on future research ideas in the discussion, some of which are never fully explored. This can be a great place to start with a new research interest.\u00a0<\/li>\n<\/ol>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>Old class projects \u2013 Returning to an idea after being away from it can provide a new outlook that sparks a research idea. Coming back to an old project with the new knowledge gained from working on others can be revitalizing.\u00a0<\/li>\n<\/ol>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>Other researchers \u2013 Whether they be professors or peers, other researchers can be a great sounding board for ideas. Their knowledge and experiences can provide different points of view that can help inspire new project ideas. Some might even share ideas that they don\u2019t have the time or interest in pursuing.\u00a0<\/li>\n<\/ol>\n\n\n\n<ol class=\"wp-block-list\" start=\"4\">\n<li>Personal hobbies and interests \u2013 It might seem weird, but even personal interests can lead to research ideas. Without my interest in Marvel movies and YouTube, neither of my projects would have existed.\u00a0<\/li>\n<\/ol>\n\n\n\n<ol class=\"wp-block-list\" start=\"5\">\n<li>\u200b\u200b\u200bFriends and family \u2013 Even if they don\u2019t understand your research, sometimes talking to friends and family about it can spark new ideas. Their lack of knowledge on the subject can bring up questions that you never even thought about.\u200b\u00a0\u00a0\u00a0\u00a0 \u200b\u00a0<\/li>\n<\/ol>\n\n\n\n<div style=\"height:46px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong>References:<\/strong><\/p>\n\n\n\n<p>\u200b\u200b\u200bBoyd, A. T., Rocconi, L. M., &amp; Morrow, J. A. (2024). Construct validation and measurement invariance of the Parasocial Relationships in Social Media Survey. <em>PLoS ONE<\/em>.&nbsp;<\/p>\n\n\n\n<p>Boyd, A. T., Morrow, J. A., &amp; Rocconi, L. M. (2022). Development and validation of the Parasocial Relationship in Social Media Survey. <em>The Journal of Social Media in Society, 11<\/em>(2), 192-208. Available online: <a href=\"https:\/\/www.thejsms.org\/index.php\/JSMS\/article\/view\/1085\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.thejsms.org\/index.php\/JSMS\/article\/view\/1085<\/a>&nbsp;<\/p>\n\n\n\n<p>Boyd, A. T., &amp; Rocconi, L. M. (2021). Formatting data for one and two mode undirected social network analysis. <em>Practical Assessment, Research &amp; Evaluation, 26<\/em>(24). Available online: <a href=\"https:\/\/scholarworks.umass.edu\/pare\/vol26\/iss1\/24\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/scholarworks.umass.edu\/pare\/vol26\/iss1\/24\/<\/a>&nbsp;<\/p>\n\n\n\n<p>Boyd, A. T., Schmidt, K. M., &amp; Bergeman, C. S. (2020). You know what they say about when you assume: Testing the robustness of invariant comparisons. <em>Journal of Applied Measurement, 21<\/em>(2), 190-209.&nbsp;<\/p>\n\n\n\n<p>Embretson, S. E., &amp; Reise, S. (2000). <em>Psychometric methods: Item response theory for psychologists<\/em>. Mahwah, NJ: Lawrence Erlbaum.&nbsp;<\/p>\n\n\n\n<p>Horton, D., &amp; Wohl, R. R. (1956). Mass communication and parasocial interaction. <em>Psychiatry, 19<\/em>(3), 215\u2013229. doi: 10.1080\/00332747.1956.11023049&nbsp;<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>By Dr. Austin Boyd Research is the backbone of the academic world. It provides us with a \u200b\u200b\u200b\u200bbetter understanding of the world around us and allows knowledge to be passed on and built upon by future generations of researchers. Research may be conducted as\u200b a\u200b class project, larger end of course capstone or dissertation requirement, [&hellip;]<\/p>\n","protected":false},"author":86,"featured_media":23701,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_eb_attr":"","inline_featured_image":false,"_genesis_hide_title":false,"_genesis_hide_breadcrumbs":false,"_genesis_hide_singular_image":false,"_genesis_hide_footer_widgets":false,"_genesis_custom_body_class":"","_genesis_custom_post_class":"","_genesis_layout":"","footnotes":"","_links_to":"","_links_to_target":""},"categories":[44],"tags":[],"class_list":{"0":"post-23699","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-utkmadblog","8":"entry"},"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.9 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>The Conventional and Unconventional Places I&#039;ve Found Research Ideas - Educational Leadership and Policy Studies<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/cehhs.utk.edu\/elps\/the-conventional-and-unconventional-places-ive-found-research-ideas\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"The Conventional and Unconventional Places I&#039;ve Found Research Ideas - Educational Leadership and Policy Studies\" \/>\n<meta property=\"og:description\" content=\"By Dr. Austin Boyd Research is the backbone of the academic world. It provides us with a \u200b\u200b\u200b\u200bbetter understanding of the world around us and allows knowledge to be passed on and built upon by future generations of researchers. Research may be conducted as\u200b a\u200b class project, larger end of course capstone or dissertation requirement, [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/cehhs.utk.edu\/elps\/the-conventional-and-unconventional-places-ive-found-research-ideas\/\" \/>\n<meta property=\"og:site_name\" content=\"Educational Leadership and Policy Studies\" \/>\n<meta property=\"article:published_time\" content=\"2024-08-01T11:00:00+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/cehhs.utk.edu\/elps\/wp-content\/uploads\/sites\/9\/2024\/07\/New-MAD-Blog-Design-Final-3-4.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"2240\" \/>\n\t<meta property=\"og:image:height\" content=\"1260\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Jonah Hall\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Jonah Hall\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"7 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/cehhs.utk.edu\\\/elps\\\/the-conventional-and-unconventional-places-ive-found-research-ideas\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/cehhs.utk.edu\\\/elps\\\/the-conventional-and-unconventional-places-ive-found-research-ideas\\\/\"},\"author\":{\"name\":\"Jonah Hall\",\"@id\":\"https:\\\/\\\/cehhs.utk.edu\\\/elps\\\/#\\\/schema\\\/person\\\/6bfd2c32cad7f6a411dfcf7e5dd65055\"},\"headline\":\"The Conventional and Unconventional Places I&#8217;ve Found Research Ideas\",\"datePublished\":\"2024-08-01T11:00:00+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/cehhs.utk.edu\\\/elps\\\/the-conventional-and-unconventional-places-ive-found-research-ideas\\\/\"},\"wordCount\":1391,\"image\":{\"@id\":\"https:\\\/\\\/cehhs.utk.edu\\\/elps\\\/the-conventional-and-unconventional-places-ive-found-research-ideas\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/cehhs.utk.edu\\\/elps\\\/wp-content\\\/uploads\\\/sites\\\/9\\\/2024\\\/07\\\/New-MAD-Blog-Design-Final-3-4.jpg\",\"articleSection\":[\"Evaluation Methodology Blog\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/cehhs.utk.edu\\\/elps\\\/the-conventional-and-unconventional-places-ive-found-research-ideas\\\/\",\"url\":\"https:\\\/\\\/cehhs.utk.edu\\\/elps\\\/the-conventional-and-unconventional-places-ive-found-research-ideas\\\/\",\"name\":\"The Conventional and Unconventional Places I've Found Research Ideas - Educational Leadership and Policy Studies\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/cehhs.utk.edu\\\/elps\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/cehhs.utk.edu\\\/elps\\\/the-conventional-and-unconventional-places-ive-found-research-ideas\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/cehhs.utk.edu\\\/elps\\\/the-conventional-and-unconventional-places-ive-found-research-ideas\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/cehhs.utk.edu\\\/elps\\\/wp-content\\\/uploads\\\/sites\\\/9\\\/2024\\\/07\\\/New-MAD-Blog-Design-Final-3-4.jpg\",\"datePublished\":\"2024-08-01T11:00:00+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/cehhs.utk.edu\\\/elps\\\/#\\\/schema\\\/person\\\/6bfd2c32cad7f6a411dfcf7e5dd65055\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/cehhs.utk.edu\\\/elps\\\/the-conventional-and-unconventional-places-ive-found-research-ideas\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/cehhs.utk.edu\\\/elps\\\/the-conventional-and-unconventional-places-ive-found-research-ideas\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/cehhs.utk.edu\\\/elps\\\/the-conventional-and-unconventional-places-ive-found-research-ideas\\\/#primaryimage\",\"url\":\"https:\\\/\\\/cehhs.utk.edu\\\/elps\\\/wp-content\\\/uploads\\\/sites\\\/9\\\/2024\\\/07\\\/New-MAD-Blog-Design-Final-3-4.jpg\",\"contentUrl\":\"https:\\\/\\\/cehhs.utk.edu\\\/elps\\\/wp-content\\\/uploads\\\/sites\\\/9\\\/2024\\\/07\\\/New-MAD-Blog-Design-Final-3-4.jpg\",\"width\":2240,\"height\":1260},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/cehhs.utk.edu\\\/elps\\\/the-conventional-and-unconventional-places-ive-found-research-ideas\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/cehhs.utk.edu\\\/elps\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"The Conventional and Unconventional Places I&#8217;ve Found Research Ideas\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/cehhs.utk.edu\\\/elps\\\/#website\",\"url\":\"https:\\\/\\\/cehhs.utk.edu\\\/elps\\\/\",\"name\":\"Educational Leadership and Policy Studies\",\"description\":\"University of Tennessee, Knoxville\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/cehhs.utk.edu\\\/elps\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/cehhs.utk.edu\\\/elps\\\/#\\\/schema\\\/person\\\/6bfd2c32cad7f6a411dfcf7e5dd65055\",\"name\":\"Jonah Hall\",\"url\":\"https:\\\/\\\/cehhs.utk.edu\\\/elps\\\/author\\\/jhall152\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"The Conventional and Unconventional Places I've Found Research Ideas - Educational Leadership and Policy Studies","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:\/\/cehhs.utk.edu\/elps\/the-conventional-and-unconventional-places-ive-found-research-ideas\/","og_locale":"en_US","og_type":"article","og_title":"The Conventional and Unconventional Places I've Found Research Ideas - Educational Leadership and Policy Studies","og_description":"By Dr. Austin Boyd Research is the backbone of the academic world. It provides us with a \u200b\u200b\u200b\u200bbetter understanding of the world around us and allows knowledge to be passed on and built upon by future generations of researchers. Research may be conducted as\u200b a\u200b class project, larger end of course capstone or dissertation requirement, [&hellip;]","og_url":"https:\/\/cehhs.utk.edu\/elps\/the-conventional-and-unconventional-places-ive-found-research-ideas\/","og_site_name":"Educational Leadership and Policy Studies","article_published_time":"2024-08-01T11:00:00+00:00","og_image":[{"width":2240,"height":1260,"url":"https:\/\/cehhs.utk.edu\/elps\/wp-content\/uploads\/sites\/9\/2024\/07\/New-MAD-Blog-Design-Final-3-4.jpg","type":"image\/jpeg"}],"author":"Jonah Hall","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Jonah Hall","Est. reading time":"7 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/cehhs.utk.edu\/elps\/the-conventional-and-unconventional-places-ive-found-research-ideas\/#article","isPartOf":{"@id":"https:\/\/cehhs.utk.edu\/elps\/the-conventional-and-unconventional-places-ive-found-research-ideas\/"},"author":{"name":"Jonah Hall","@id":"https:\/\/cehhs.utk.edu\/elps\/#\/schema\/person\/6bfd2c32cad7f6a411dfcf7e5dd65055"},"headline":"The Conventional and Unconventional Places I&#8217;ve Found Research Ideas","datePublished":"2024-08-01T11:00:00+00:00","mainEntityOfPage":{"@id":"https:\/\/cehhs.utk.edu\/elps\/the-conventional-and-unconventional-places-ive-found-research-ideas\/"},"wordCount":1391,"image":{"@id":"https:\/\/cehhs.utk.edu\/elps\/the-conventional-and-unconventional-places-ive-found-research-ideas\/#primaryimage"},"thumbnailUrl":"https:\/\/cehhs.utk.edu\/elps\/wp-content\/uploads\/sites\/9\/2024\/07\/New-MAD-Blog-Design-Final-3-4.jpg","articleSection":["Evaluation Methodology Blog"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/cehhs.utk.edu\/elps\/the-conventional-and-unconventional-places-ive-found-research-ideas\/","url":"https:\/\/cehhs.utk.edu\/elps\/the-conventional-and-unconventional-places-ive-found-research-ideas\/","name":"The Conventional and Unconventional Places I've Found Research Ideas - Educational Leadership and Policy Studies","isPartOf":{"@id":"https:\/\/cehhs.utk.edu\/elps\/#website"},"primaryImageOfPage":{"@id":"https:\/\/cehhs.utk.edu\/elps\/the-conventional-and-unconventional-places-ive-found-research-ideas\/#primaryimage"},"image":{"@id":"https:\/\/cehhs.utk.edu\/elps\/the-conventional-and-unconventional-places-ive-found-research-ideas\/#primaryimage"},"thumbnailUrl":"https:\/\/cehhs.utk.edu\/elps\/wp-content\/uploads\/sites\/9\/2024\/07\/New-MAD-Blog-Design-Final-3-4.jpg","datePublished":"2024-08-01T11:00:00+00:00","author":{"@id":"https:\/\/cehhs.utk.edu\/elps\/#\/schema\/person\/6bfd2c32cad7f6a411dfcf7e5dd65055"},"breadcrumb":{"@id":"https:\/\/cehhs.utk.edu\/elps\/the-conventional-and-unconventional-places-ive-found-research-ideas\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/cehhs.utk.edu\/elps\/the-conventional-and-unconventional-places-ive-found-research-ideas\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/cehhs.utk.edu\/elps\/the-conventional-and-unconventional-places-ive-found-research-ideas\/#primaryimage","url":"https:\/\/cehhs.utk.edu\/elps\/wp-content\/uploads\/sites\/9\/2024\/07\/New-MAD-Blog-Design-Final-3-4.jpg","contentUrl":"https:\/\/cehhs.utk.edu\/elps\/wp-content\/uploads\/sites\/9\/2024\/07\/New-MAD-Blog-Design-Final-3-4.jpg","width":2240,"height":1260},{"@type":"BreadcrumbList","@id":"https:\/\/cehhs.utk.edu\/elps\/the-conventional-and-unconventional-places-ive-found-research-ideas\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/cehhs.utk.edu\/elps\/"},{"@type":"ListItem","position":2,"name":"The Conventional and Unconventional Places I&#8217;ve Found Research Ideas"}]},{"@type":"WebSite","@id":"https:\/\/cehhs.utk.edu\/elps\/#website","url":"https:\/\/cehhs.utk.edu\/elps\/","name":"Educational Leadership and Policy Studies","description":"University of Tennessee, Knoxville","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/cehhs.utk.edu\/elps\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/cehhs.utk.edu\/elps\/#\/schema\/person\/6bfd2c32cad7f6a411dfcf7e5dd65055","name":"Jonah Hall","url":"https:\/\/cehhs.utk.edu\/elps\/author\/jhall152\/"}]}},"featured_image_src":"https:\/\/cehhs.utk.edu\/elps\/wp-content\/uploads\/sites\/9\/2024\/07\/New-MAD-Blog-Design-Final-3-4-600x400.jpg","featured_image_src_square":"https:\/\/cehhs.utk.edu\/elps\/wp-content\/uploads\/sites\/9\/2024\/07\/New-MAD-Blog-Design-Final-3-4-600x600.jpg","author_info":{"display_name":"Jonah Hall","author_link":"https:\/\/cehhs.utk.edu\/elps\/author\/jhall152\/"},"_links":{"self":[{"href":"https:\/\/cehhs.utk.edu\/elps\/wp-json\/wp\/v2\/posts\/23699","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cehhs.utk.edu\/elps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/cehhs.utk.edu\/elps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/cehhs.utk.edu\/elps\/wp-json\/wp\/v2\/users\/86"}],"replies":[{"embeddable":true,"href":"https:\/\/cehhs.utk.edu\/elps\/wp-json\/wp\/v2\/comments?post=23699"}],"version-history":[{"count":0,"href":"https:\/\/cehhs.utk.edu\/elps\/wp-json\/wp\/v2\/posts\/23699\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/cehhs.utk.edu\/elps\/wp-json\/wp\/v2\/media\/23701"}],"wp:attachment":[{"href":"https:\/\/cehhs.utk.edu\/elps\/wp-json\/wp\/v2\/media?parent=23699"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/cehhs.utk.edu\/elps\/wp-json\/wp\/v2\/categories?post=23699"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/cehhs.utk.edu\/elps\/wp-json\/wp\/v2\/tags?post=23699"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}