Streams of numbers travel through a network of large industrial pipes monitored by scientists.
Illustrations

Data Pipeline: The Infrastructure Behind Discovery

This week’s Science Gets Literal illustration explores the concept of a Data Pipeline.

Taken literally, the phrase conjures images of enormous industrial pipes carrying streams of numbers from one location to another. Scientists stand nearby with wrenches, monitoring gauges and repairing leaks.

Streams of numbers travel through a network of large industrial pipes monitored by scientists.
Data Pipeline

Scientific information rarely moves directly from collection to conclusion. Data passes through multiple systems, processes, transformations, validations, analyses, and reporting structures before it becomes useful knowledge.

Much like physical infrastructure, these systems require continuous attention. Small errors can create downstream consequences. Bottlenecks can slow progress. Neglected maintenance can compromise the entire operation.

When pipelines function well, they become nearly invisible. Researchers focus on the discoveries they enable rather than the infrastructure that supports them.

Yet modern science increasingly depends on these unseen systems. Good research is not simply about generating information. It is about creating pathways that allow information to move effectively.

Science Gets Literal is an ongoing illustration series that explores scientific concepts through visual wordplay. Each piece begins with a familiar scientific term and asks a simple question: “What if we took that phrase literally?” My hope is that these drawings remind us that curiosity, creativity, and joy remain essential parts of discovery.

Further Reading

Scientists wash and dry datasets inside a laundromat.
Scientists wearing mining gear dig through mountains of data in search of discoveries.
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Don’t Just Do the Job—Create Magic: Reclaiming Purpose in Research Administration
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Be the Swan: Professionalism Under Pressure in Research Administration
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Make the Charitable Assumption: Leading with Empathy in High-Stakes Research Environments
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Your Job is to Find People’s Hidden Strengths: Talent Development in Research Administration
Praise Loudly, Critique Quietly: Feedback That Builds High-Performing Research Administration Teams
Consistency Builds Trust (and Inconsistency Destroys It): Leadership and Psychological Safety in Research Administration
If Your Team Doesn’t Feel It, Your Stakeholders Never Will: Why Culture is the Foundation of Research Administration Excellence
Systemizing Excellence Without Killing It: Balancing Structure and Personalization in Research Administration
The 95/5 Rule of Exceptional Programs: Where Research Administrators Should (Actually) Invest Their Effort
The Power of the “Grace Note”: How Small Moments Create Outsized Impact in Research Administration
Budget Planning and Allocation: Effective Strategies for Planning and Allocating Your Budget
Intentionality is Not Optional: Designing Research Administration Experiences on Purpose
People Will Forget What You Did—But Not How You Made Them Feel: The Emotional Impact of Research Administration
Why “Good Enough” Will Never Be Memorable: Rethinking Excellence in Research Administration
Service is Black and White. Hospitality is Color: Reframing Excellence in Research Administration
Disclaimer: I was not compensated, sponsored, or asked to promote this book in any way—I simply found it valuable and worth sharing. A Different Kind of Book Club In academic settings, the idea of a “book club” often feels informal—something reserved for personal growth or casual discussion. Yet some books demand a more deliberate kind of engagement, particularly when they challenge the way we approach our work. Unreasonable Hospitality: The Remarkable Power of Giving People More Than They Expect is one of those books. While it is grounded in the world of fine dining, its core message extends far beyond restaurants: any profession can choose to operate in the hospitality business. In research administration, this idea is both unexpected and deeply relevant (Guidara, 2022). At its core, Unreasonable Hospitality argues that excellence is not enough to differentiate an organization—what matters is how people feel as a result of their experience. This concept challenges the traditional framing of research administration as a primarily procedural or compliance-driven function. While accuracy, timeliness, and regulatory adherence remain essential, they are also widely expected. What is less common—and far more impactful—is the intentional design of experiences that are clear, supportive, and memorable. This shift from task execution to experience design forms the foundation of this series. This is not a book review. It is a translation exercise. Over the next series of posts, we will take key concepts from Unreasonable Hospitality and apply them directly to research administration—exploring how ideas such as service versus hospitality, intentionality, small moments of impact, and leadership behaviors can reshape the way we support faculty, scholars, and trainees. Each post will focus on a single principle, offering both reflection and practical application. The goal is not simply to understand the ideas, but to integrate them into daily practice. Framing this series as a “book club” is intentional. A book club implies participation, reflection, and conversation—not passive consumption. The invitation is not just to read, but to consider: How do these ideas apply to your own work? Where do they challenge your current approach? What might change if you adopted them more fully? In this way, the series becomes a shared exploration of how research administration can evolve—not through large-scale transformation alone, but through small, intentional shifts in how we approach our roles. Importantly, this series also recognizes the context in which research administrators operate. The work is complex, deadlines are fixed, and resources are often limited. The goal is not to add more to an already full workload, but to rethink how existing work is experienced. Many of the concepts explored—clarity in communication, anticipation of needs, consistency in leadership—require minimal additional time, yet have significant impact. This is the central promise of unreasonable hospitality: that small, thoughtful actions can create disproportionately meaningful experiences. Ultimately, this series is about expanding how we define excellence in research administration. If service is the baseline, hospitality becomes the differentiator. If processes define what we do, experiences define how that work is remembered. By engaging with these ideas over time, we can begin to articulate a more intentional, human-centered approach to our work—one that aligns precision with purpose. ________________________________________ What to Expect in This Series Over the next several posts, we will explore themes including: • The difference between service and hospitality • Why “good enough” is not memorable • The role of intentionality in designing experiences • The impact of small, thoughtful moments • Leadership behaviors that shape culture and trust • Balancing systems with personalization • Defining your own signature experience Each post will build on the last, creating a cohesive framework for applying these ideas within research administration. ________________________________________ Action Items to Get Started • Begin with awareness. As you move through your work this week, notice where interactions feel transactional versus experiential. • Select one upcoming interaction and consider how you might intentionally shape the experience. • Approach this series actively. Reflect on each concept and identify one small way to apply it in your context. • Engage your team. Consider discussing these ideas collectively to build shared language and alignment. This is not about doing more. It is about doing what we already do—with greater intention.
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