3 Min Read

AI for Healthcare: How to Find the Hidden 'Administrative Tax' in Your Work

Featured Image

Every healthcare professional pays a hidden cost in their work—not in dollars, but in time, energy, and attention.

It's buried in the documentation you finish after hours, the status reports you compile every week, and the routine information you look up over and over again. We call it the administrative tax, and it's one of the biggest drags on performance across the entire healthcare industry.

The good news: AI can now handle much of this work. The challenge is that most professionals haven't stopped to identify exactly where this tax exists in their day. We offer a simple framework to find it.

What the Administrative Tax Costs You

The administrative tax isn't a metaphor. It's measurable. In the U.S., administrative spending in healthcare runs roughly $1 trillion a year, according to research from the National Institutes of Health. That's not the cost of medicine, equipment, or innovation but the paperwork and the work about work.

The toll shows up in people, too. A study from Harvard Medical School and Massachusetts General Hospital found that primary care physicians spend a median of 36.2 minutes on electronic health record tasks for a single patient visit; meanwhile, the visit itself is typically scheduled for just 30 minutes. Doctors are spending more time on documentation than on the patient sitting in front of them. And that work doesn't end at the office. The phenomenon known as "pajama time" — clinicians catching up on digital paperwork during evenings and weekends — has become a defining feature of the profession.

This isn't just a clinician problem. Administrators battle the financial fallout of this inefficiency. Marketers try to build trust in a system under enormous strain. Finance and HR deal with the cost of burnout and turnover these pressures create. The administrative tax hits every role differently, but it touches every department.

Five Questions to Find Where AI Can Fit

The good news is that AI can now automate and augment work that was previously impossible to hand off, especially work built on language, conversations, and unstructured data. An ambient AI scribe saved one healthcare group nearly 16,000 hours of documentation time in a single year. Mayo Clinic found that AI-drafted responses to patient messages saved nurses an estimated 1,500 hours per month across their system. Now with AI agents that can complete entire workflows autonomously, there is potential for even more efficiency gains.

The first step is to identify where AI can fit in to help you gain back some time.

Here are five questions to ask yourself to get started. The more specific your answers, the more useful the exercise becomes.

  1. What are the most repetitive, time-consuming, or frustrating tasks you do each week? Think about the items on your calendar or to-do list that make you sigh. Recurring reports, manual data entry, routine correspondence. Really anything that feels like it follows the same script every time.

  2. What feels like it takes you away from your real job? For clinicians, that's often anything that isn't direct patient care. For administrators, it might be chasing down paperwork instead of strategic planning. If a task feels like a distraction from the work you were hired to do, it's likely part of the administrative tax.

  3. What work follows you home? What do you routinely log back on to finish after hours? Pajama time is one of the clearest signals that a process is ripe for AI support. If you're doing it at 9 p.m., it's probably not work that requires your peak judgment. Instead, it's likely work that simply requires your time, and AI can give that time back.

  4. What routine updates or status reports do you create and send on a regular basis? Anything you do daily, weekly, or monthly that involves compiling the same types of information and distributing it to the same people. This pattern-based, language-heavy work is exactly what AI handles well.

  5. What standard information or answers do you repeatedly have to look up? Think about the knowledge you constantly retrieve whether for yourself or for someone else: policy details, procedure codes, compliance requirements, formulary information. If you're the human search engine for your team, AI can help.

What to Do With What You Find

Once you've answered these questions, you'll have a working list of where your administrative tax is highest. That list is the starting point, a map of where AI can create the most immediate value in your work.

Pick the one or two items that cost you the most time or cause the most friction. Start small: look at the AI capabilities already built into the tools your organization uses, explore how a general-purpose AI model handles the task, or investigate purpose-built solutions in your area. The point isn't to overhaul everything overnight but make real strides toward gaining time back.

The professionals who thrive in the age of AI won't be the ones who adopted the flashiest AI tools first. They'll be the ones who clearly identified where AI could help and then acted on it.

Learn More at AI Academy

The AI for Healthcare professional certificate series provides a complete learning journey from strategic understanding to tactical execution. The series begins by establishing a data-backed case for urgent AI transformation, connecting the dots on how the technology can help address healthcare’s biggest challenges. It then equips you with the core mental models needed to rethink strategy, from automating administrative work to shifting from hindsight to foresight. You will apply a practical, dual-framework system to build a prioritized AI action plan, and the series culminates in a hands-on capstone where you will learn to select and apply advanced AI technologies to solve real-world challenges.

Related Posts

AI for HR Course Series Launched

Jeremy Zimmer | February 2, 2026

Learn how HR professionals can use AI to reduce burnout, reclaim time, and drive strategic impact with the AI for HR Professional Certificate.

AI for IT: Break Down One Workflow Into an AI Task List in 15 Minutes

Susan Valerian | August 6, 2026

AI can help the overwhelmed IT professional break down their workflows into tasks and identify where can assist in their everyday work.

AI for Software and Tech: How to Stop Being the Author of Your Work and Start Being the Architect

Susan Valerian | October 30, 2026

AI agents are coding and authoring work but humans are still critical for judgment and review. How can those in software and tech best leverage it?