{"id":24065,"date":"2025-06-15T07:00:00","date_gmt":"2025-06-15T11:00:00","guid":{"rendered":"https:\/\/cehhs.utk.edu\/elps\/?p=24065"},"modified":"2026-01-28T16:39:49","modified_gmt":"2026-01-28T21:39:49","slug":"navigating-ambiguity-and-asymmetry-from-undergraduate-to-graduate-student-and-beyond","status":"publish","type":"post","link":"https:\/\/cehhs.utk.edu\/elps\/navigating-ambiguity-and-asymmetry-from-undergraduate-to-graduate-student-and-beyond\/","title":{"rendered":"Navigating Ambiguity and Asymmetry: from Undergraduate to Graduate Student and Beyond"},"content":{"rendered":"\n<div style=\"height:47px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong>By Jessica Osborne, Ph.D. and Chelsea Jacobs<\/strong><\/p>\n\n\n\n<div class=\"wp-block-media-text is-stacked-on-mobile\" style=\"grid-template-columns:32% auto\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"954\" height=\"960\" src=\"https:\/\/cehhs.utk.edu\/elps\/wp-content\/uploads\/sites\/9\/2025\/06\/JessicaOsborneHeadshot.jpeg\" alt=\"\" class=\"wp-image-24067 size-full\" srcset=\"https:\/\/cehhs.utk.edu\/elps\/wp-content\/uploads\/sites\/9\/2025\/06\/JessicaOsborneHeadshot.jpeg 954w, https:\/\/cehhs.utk.edu\/elps\/wp-content\/uploads\/sites\/9\/2025\/06\/JessicaOsborneHeadshot-298x300.jpeg 298w, https:\/\/cehhs.utk.edu\/elps\/wp-content\/uploads\/sites\/9\/2025\/06\/JessicaOsborneHeadshot-150x150.jpeg 150w, https:\/\/cehhs.utk.edu\/elps\/wp-content\/uploads\/sites\/9\/2025\/06\/JessicaOsborneHeadshot-768x773.jpeg 768w\" sizes=\"auto, (max-width: 954px) 100vw, 954px\" \/><\/figure><div class=\"wp-block-media-text__content\">\n<p>Jessica is the Principal Evaluation Associate for the Higher Education Portfolio at The Center for Research Evaluation at the University of Mississippi. She earned a PhD in Evaluation, Statistics, and Measurement from the University of Tennessee, Knoxville, an MFA in Creative Writing from the University of North Carolina, Greensboro, and a BA in English from Elon University. Her main areas of research and evaluation are undergraduate and graduate student success, higher education systems, needs assessments, and intrinsic motivation. She lives in Knoxville, TN with her husband, two kids, and three (yes, three\u2026) cats.&nbsp;<\/p>\n<\/div><\/div>\n\n\n\n<div style=\"height:37px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-media-text has-media-on-the-right is-stacked-on-mobile\" style=\"grid-template-columns:auto 27%\"><div class=\"wp-block-media-text__content\">\n<p>My name is Chelsea Jacobs, and I\u2019m a PhD student in the Evaluation, Statistics, and Methodology (ESM) program at the University of Tennessee, Knoxville. I\u2019m especially interested in how data and evidence are used to inform and improve learning environments. In this post, I\u2019ll share reflections \u2014 drawn from personal experience and professional mentorship \u2014 on navigating the ambiguity and asymmetry that often define the transition from undergraduate to graduate education. I\u2019ll also offer a few practical tips and resources for those considering or beginning this journey.&nbsp;<\/p>\n<\/div><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"580\" height=\"1024\" src=\"https:\/\/cehhs.utk.edu\/elps\/wp-content\/uploads\/sites\/9\/2025\/06\/ChelseaJacobs-580x1024.jpeg\" alt=\"\" class=\"wp-image-24066 size-full\" srcset=\"https:\/\/cehhs.utk.edu\/elps\/wp-content\/uploads\/sites\/9\/2025\/06\/ChelseaJacobs-580x1024.jpeg 580w, https:\/\/cehhs.utk.edu\/elps\/wp-content\/uploads\/sites\/9\/2025\/06\/ChelseaJacobs-170x300.jpeg 170w, https:\/\/cehhs.utk.edu\/elps\/wp-content\/uploads\/sites\/9\/2025\/06\/ChelseaJacobs-768x1356.jpeg 768w, https:\/\/cehhs.utk.edu\/elps\/wp-content\/uploads\/sites\/9\/2025\/06\/ChelseaJacobs-870x1536.jpeg 870w, https:\/\/cehhs.utk.edu\/elps\/wp-content\/uploads\/sites\/9\/2025\/06\/ChelseaJacobs.jpeg 1160w\" sizes=\"auto, (max-width: 580px) 100vw, 580px\" \/><\/figure><\/div>\n\n\n\n<div style=\"height:43px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>Transitioning from undergraduate studies to graduate school is an exciting milestone, full of possibilities and challenges. For many students, it also marks a shift in how success is measured and achieved. We \u2014 Jessica Osborne, PhD, Principal Evaluation Associate at The Center for Research Evaluation at the University of Mississippi, and Chelsea Jacobs, PhD student at the University of Tennessee \u2014 have explored these topics during our professional networking and mentoring sessions. While ambiguity and asymmetry may exist in undergraduate education, they often become more pronounced and impactful in graduate school and professional life. This post sheds light on these challenges, offers practical advice, and points prospective graduate students to resources that can ease the transition.&nbsp;<\/p>\n\n\n\n<p><strong>From Clarity to Exploration: Embracing Ambiguity in Graduate Education<\/strong>&nbsp;<\/p>\n\n\n\n<p>In undergraduate studies, assessments often come in the form of multiple-choice questions or structured assignments, where answers are concrete and feedback is relatively clear-cut. From a Bloom\u2019s Taxonomy perspective, this often reflects the \u201cremembering\u201d domain. Success may align with effort \u2014 study hard, complete assignments, and you\u2019ll likely earn good grades.&nbsp;<\/p>\n\n\n\n<p>Graduate school, however, introduces a level of ambiguity that can be unexpectedly challenging. Research projects, thesis writing, and professional collaborations often lack clear guidelines or definitive answers. Feedback becomes more subjective, reflecting the complexity and nuance of the work. For example, a research proposal may receive conflicting critiques from reviewers, requiring students to navigate gray areas with the support of advisors, peers, and faculty.&nbsp;<\/p>\n\n\n\n<p>These shifts are compounded by a structural difference: while undergraduates typically have access to dedicated offices and resources designed to support their success, graduate students often face these challenges with far fewer institutional supports. This makes it all the more important to cultivate self-advocacy, build informal support networks, and learn to tolerate uncertainty.&nbsp;<\/p>\n\n\n\n<p>Though ambiguity can feel overwhelming, it\u2019s also an opportunity to develop critical thinking and problem-solving skills. Graduate school encourages asking deeper questions, exploring multiple perspectives, and embracing the process of learning rather than focusing solely on outcomes.&nbsp;<\/p>\n\n\n\n<p><strong>How to Navigate Ambiguity<\/strong>&nbsp;<\/p>\n\n\n\n<p><strong>Embrace the Learning Curve:<\/strong> Ambiguity is not a sign of failure but a necessary condition for growth\u2014it pushes us beyond routine practice and encourages deeper, more flexible thinking. Seek opportunities to engage with complex problems, even if they feel overwhelming at first, as these moments often prompt the most meaningful development.&nbsp;<\/p>\n\n\n\n<p><strong>Ask for Guidance:<\/strong> Don\u2019t hesitate to seek clarification from advisors, peers, or those just a step ahead in their academic journey. Opening up about your struggles can reveal how common they are \u2014 and hearing how others have navigated doubt or setbacks can help you build the resilience to keep moving forward. Graduate school can be a collaborative space, and connection can be just as important as instruction.&nbsp;<\/p>\n\n\n\n<p>In the ESM program at UTK, we\u2019re fortunate to be part of a collaborative, non-competitive graduate environment. This isn\u2019t the case for all graduate programs, so it\u2019s an important factor to consider when choosing where to study.&nbsp;<\/p>\n\n\n\n<p><strong>Uneven Roads: Embracing the Asymmetry of Growth<\/strong>&nbsp;<\/p>\n\n\n\n<p>As an undergraduate, effort is often emphasized as the key to success, but the relationship between effort and outcome isn&#8217;t always straightforward. Study strategies, access to resources, prior preparation, and support systems all play a role \u2014 meaning that even significant effort doesn&#8217;t always lead to the expected results. However, success can align with effort\u2014study hard, complete assignments, and you\u2019ll likely earn good grades.&nbsp;<\/p>\n\n\n\n<p>In graduate school and professional life, this symmetry can break down. You might invest months into a research paper, only to have it rejected by a journal. Grant proposals, job applications, and conference submissions often yield similar results\u2014hard work doesn\u2019t always guarantee success, but it does guarantee learning.&nbsp;<\/p>\n\n\n\n<p>This asymmetry can be disheartening, but it mirrors the realities of many professional fields. Learning to navigate it is crucial for building resilience and maintaining motivation. Rejection and setbacks are not personal failures but part of growth.&nbsp;<\/p>\n\n\n\n<p><strong>How to Handle Asymmetry<\/strong>&nbsp;<\/p>\n\n\n\n<p><strong>Redefine Success:<\/strong> Focus on the process rather than the outcome. Every rejection is an opportunity to refine your skills and approach.&nbsp;<\/p>\n\n\n\n<p><strong>Build Resilience:<\/strong> Mistakes, failures, and rejection are not just normal\u2014they&#8217;re powerful learning moments. These experiences often reveal knowledge or skill gaps more clearly than success, making them both memorable and transformative. Cultivating a growth mindset helps reframe setbacks as essential steps in your development.&nbsp;<\/p>\n\n\n\n<p><strong>Seek Support:<\/strong> Surround yourself with a network of peers, mentors, and advisors who can offer perspective and encouragement.&nbsp;<\/p>\n\n\n\n<p><strong>Resources for Prospective Graduate Students<\/strong>&nbsp;<\/p>\n\n\n\n<p>Workshops and seminars can help students build essential skills \u2014 offering guidance on research methodologies, academic writing, and mental resilience.&nbsp;<\/p>\n\n\n\n<p>Here are a few resources to consider:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Books:<\/strong> <em>Writing Your Journal Article in Twelve Weeks<\/em> by Wendy Laura Belcher is excellent for developing academic writing. <em>The Writing Workshop<\/em>, recommended by a University of Michigan colleague, is a free, open-access resource.&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Research Colloquium:<\/strong> UTK students apply research skills in a colloquium setting. See <a href=\"https:\/\/education.msu.edu\/ead\/hale\/masters-student-affairs\/spd\/grc\/\" target=\"_blank\" rel=\"noreferrer noopener\">Michigan State University\u2019s Graduate Research Colloquium<\/a> for a similar example. These events are common \u2014 look into what your institution offers.&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Campus Resources:<\/strong> Don\u2019t overlook writing centers, counseling centers, and mental health services. For example, <a href=\"https:\/\/camhs.huhs.harvard.edu\/\" target=\"_blank\" rel=\"noreferrer noopener\">Harvard\u2019s Counseling and Mental Health Services<\/a> provides a strong model. Explore what\u2019s available at your school.&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Professional Networks:<\/strong> Join organizations or online communities in your field. This can lead to mentorship, which is invaluable \u2014 and worthy of its own blog post.&nbsp;<\/li>\n<\/ul>\n\n\n\n<p><strong>Final Thoughts<\/strong>&nbsp;<\/p>\n\n\n\n<p>Ambiguity and asymmetry are not obstacles to be feared but challenges to be embraced. They help develop the critical thinking, problem-solving, and resilience needed for both graduate school and a fulfilling professional career. By understanding these aspects and using the right resources, you can navigate the transition with confidence.&nbsp;<\/p>\n\n\n\n<p>To prospective graduate students: welcome to a journey of growth, discovery, and MADness \u2014 Meaningful, Action-Driven exploration of methods and measures. We\u2019re excited to see how you\u2019ll rise to the challenge.&nbsp;<\/p>\n\n\n\n<div style=\"height:62px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>By Jessica Osborne, Ph.D. and Chelsea Jacobs Jessica is the Principal Evaluation Associate for the Higher Education Portfolio at The Center for Research Evaluation at the University of Mississippi. She earned a PhD in Evaluation, Statistics, and Measurement from the University of Tennessee, Knoxville, an MFA in Creative Writing from the University of North Carolina, [&hellip;]<\/p>\n","protected":false},"author":86,"featured_media":23701,"comment_status":"closed","ping_status":"closed","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-24065","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 v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Navigating Ambiguity and Asymmetry: from Undergraduate to Graduate Student and Beyond - 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\/navigating-ambiguity-and-asymmetry-from-undergraduate-to-graduate-student-and-beyond\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Navigating Ambiguity and Asymmetry: from Undergraduate to Graduate Student and Beyond - Educational Leadership and Policy Studies\" \/>\n<meta property=\"og:description\" content=\"By Jessica Osborne, Ph.D. and Chelsea Jacobs Jessica is the Principal Evaluation Associate for the Higher Education Portfolio at The Center for Research Evaluation at the University of Mississippi. 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