Nursing Quality Indicators: Looking Past the Metrics to See the Patient in the Bed

By Ashley Nelson, M.S., BSN, RN, Strategic Advisor, Nursing, NRC Health

I’ve come to see that looking at Nurse Sensitive Indicators is about so much more than the numbers. Every fall, every infection, every skin breakdown has a story. And at the center of each of those stories is a person, someone for whom the harm could have been prevented. 

When we only see dashboards and metrics, we risk missing what really matters. But when we start seeing the faces behind the data, hearing the impact on patients and families, and truly understanding what those moments mean, everything shifts. 

That’s when nursing excellence comes to life. It’s in how we respond, how we learn, and how we show up—committed to preventing the same harm from happening again. It’s in asking ourselves if our nurses have what they need to provide the safest, highest-quality care, every single time. 

Striving for zero harm isn’t just a goal. It’s a responsibility. 

Want to make sure every round counts? Explore how NRC Health’s Rounding Solutions help teams move from tracking care to transforming it. 

Nursing indicators are measures reflecting the structure, process, and outcomes of nursing care that influence patient safety and quality. The American Nurses Association launched the National Database of Nursing Quality Indicators(NDNQI), back in 1998 to give us a way to track these items nationally. Over 2,000 hospitals now participate, reporting unit-level data every quarter. 

On the federal side, AHRQ, the Agency for Healthcare Research and Quality, also emphasizes the importance of Quality Indicators. These pull from hospital administrative data to flag events worth investigating. Free tools. Public domain. Designed to help hospitals identify patterns before they become crises. 

NDNQI and AHRQ Quality Indicators are both used to measure healthcare quality.  NDNQI was designed to measure outcomes that nursing care directly influences: fall, HAPI, CAUTI, CLABSI, etc.  The key question being how is nursing care impacting patient outcomes in this department?  

AHRQ Indicators focus on overall healthcare system performance: Post-op sepsis, mortality rates, avoidable admissions, chronic disease management outcomes. The key question being how well is the organization delivering safe, effective care overall? 

These Quality Indicators are vital to nursing excellence.   

It is the proof that what nurses are doing at the bedside is working, or proof that something needs to change. They’re organized around the Donabedian model, the foundational framework for evaluating healthcare quality.  This framework looks at three components: structure, process, and outcome. Let me walk through each one. 

Structure: Do we have what we need to deliver care? 

Before a single round happens, before a nurse walks into a room, structure indicators tell us whether the conditions for good care are in place. Nurse-to-patient ratio. Skill mix. RN education level. Hours of nursing care per patient day. 

A study supported by the National Institute of Nursing Research looked at staffing across New York State hospitals and found ratios ranging from 4.3 to 10.5 patients per nurse. That’s a massive gap. Each additional patient per nurse increased the odds of patient death, longer stays, and 30-day readmissions. 

I’ll say that again. Each additional patient increased the odds of death. 

When I talk with nursing leaders across the country, they know this in their gut. They’ve lived it. They’ve felt the difference between a shift where they had the support they needed and a shift where they were running on fumes, triaging everything, and hoping nothing fell through. Structure indicators put language around what nurses already know to be true. 

Process: What type of care is really being delivered during the shift? 

This is what it looks like on a real shift. Are central line bundles being followed every time? Are patients being ambulated routinely or is it being squeezed into the “we’ll get to it when we can” pile? Is bedside shift report happening consistently? Are we doing intentional hourly rounding with the help of nurse aides/patient care assistants to ensure the 4P’s have been addressed.   

Evidence based care guides nursing practice to achieve the best outcome possible. These are not just nice-to-haves.Living these processes out is living nursing excellence and ultimately achieving the best outcomes. 

Its even in the ‘little’ things that don’t necessarily make it on the dashboard that impact care – the nurse who narrates care out loud, charts in the room, updates the whiteboard – all of which help to ensure we are bringing the patients/families along in our process.  

When we are intentional in our processes – care and engagement is better! 

Outcome: Did we achieve our desired outcomes with our patients and families? 

Falls with injury. Hospital-acquired pressure injuries. CLABSIs. CAUTIs. MRSA infections. Failure to rescue. Patient satisfaction.

All of these indicators show in board reports, huddles, Magnet applications, and public transparency data. And the numbers here carry weight. 

AHRQ estimates that a single CLABSI costs approximately $48,108. A single CAUTI runs about $13,793. And for CLABSI specifically, there are an estimated 0.15 excess deaths per case. That means for every 1,000 CLABSI events, 150 patients die who wouldn’t have otherwise. 

These are some scary numbers. But we don’t do it for the numbers.  We do it because our patients/families deserve it, our colleagues expect it and the profession demands it. 

How the model woks: A chain of influence 

The Donabedian Model: Structure, Process, Outcome suggests a chain of influence 

For example: 

• Structure: Appropriate staffing ratios and nursing support (PCA/NA) 
• Process: Bedside Shift report and consistent hourly rounding 
• Outcome: Fewer falls, Improved pain management, decreased pressure injury (HAPI) decreased number of call lights, improved experience – for the team and patients/families 

Nobody ever walked out of a conference room PowerPoint and rounded differently. I’ve watched it happen. Eyes glaze over, people nod, and then they go back to the unit and do what they were doing before. Data doesn’t change behavior. What changes behavior is when the data means something to the person holding the stethoscope.  

The Donabedian Model helps nurses move beyond simply reporting quality indicators to understanding the relationship between resources, care delivery and outcomes. Great structure supports great processes, and excellent processes lead to exceptional outcomes.   

Here are some ways I have seen it come to life:

1. Put the data where people can see it and make it personal

Put the number on the board – write the days since the last fall – no fancy tracker – just a dry erase marker, a number and a shared goal of no falls.  Celebrate success… “47 days and counting” and share in the struggles “1 day since last fall.” We win together and learn together. This number becomes a part of them, that guard it because it matters.   

Data on a dashboard three clicks deep doesn’t move anyone. Data on a whiteboard people pass? That moves people. When we know where we stand, we can… 

• Focus efforts where they matter most 
• Shift from measuring performance to improving it 
• Make informed decisions that lead to better outcomes
• Move with purpose towards excellence

2. Connect every round to the indicator it prevents

The situation I faced was the rounding activity being done like any other task. At the huddle, I asked them: “What are you preventing by checking the position of the patient during the rounds?” 

After a momentary pause, the response was “pressure injury.” Exactly. 

What about offering assistance before the patient walks toward the bathroom on his own? Yes, you prevented a fall. 

It was their actions that led them to meet the quality measures; connect the dots. 

You can feel the difference right away when you step onto a unit where rounding means something and nurses are truly present with their patients.  They know why they are doing it and how it makes a difference. 

3. Don’t let bundles slide when things get busy 

Committing to excellence means living nursing excellence even under pressure.  When we’re short-staffed and the unit is on fire, what is getting bumped?  Should it? No, and too often, we do the best we can without asking for help.  We need to let folks know when balls start dropping.  Central line bundles, foley removal protocols, hourly rounding – these are not optional – so who can we tap to help get these key things down.   

AHRQ tracked this: hospitals that stuck with their bundles saw CAUTI drop 5% and CLABSI drop 6%, including hospitals going through some of the hardest staffing periods in recent memory. 

All of a sudden, it’s mid-morning. You’re short two nurses. Call lights have been going off nonstop since before the report ended. You’re bouncing between rooms, trying not to miss anything. 

And somewhere in all of that, a step gets delayed. Maybe even skipped. 

That’s usually where it starts. 

Not because someone didn’t care. But because they were stretched a little too thin on a day that was already falling apart. 

Sometimes it involves thinking outside the box.  I have seen it work well for teams to report out at daily safety huddle when they are short or have a heavy load on their unit – I have seen other units show up to ensure the vital processes get done.  Ask for help – tap additional people/roles – it is an all hands on deck situation. There is no meeting more important than patient care.  Don’t let care slip because of pressure – raise the flag and collaborate to get it done. 

4. Staffing is a quality issue, so bring the numbers to prove it

Staffing is the tough one. We know nurses aren’t the ones setting budgets. 

But I’ve seen how those conversations go. 

When someone walks in running on fumes, trying to explain how hard it’s been, it lands as understanding with “we hear you”… and not much else. 

When they come in with patterns like weeks of fall data and shifts marked where assignments stretched to 1:6, it changes the tone. Now it’s not only a feeling. It’s something you can point to. 

And that’s when the conversation starts to move. 

Research from the University of Pennsylvania found that each additional patient added to a nurse’s workload was associated with a 7% higher odds of a patient dying within 30 days of admission (Aiken et al., The Lancet). 

There’s a difference between walking into your director’s office and saying “we need more staff” versus “we’ve had four falls this quarter, and every one of them happened on a shift where we were running above 1:6., I pulled the data. The first one gets sympathy. The second one gets action.

5. Celebrate the wins and not only the problems

I’ve been on too many units where the only time quality data comes up is when something went wrong. A fall. A new CLABSI. Scores dropped. After a while, people stop wanting to hear about the numbers at all. Can you blame them? They are working hard to get it all done.  Nobody shows up wanting something bad to happen.  

But what if you flipped that? 

For example, if your CLABSI rate went down this quarter, say it. Say it out loud! Celebrate the win, acknowledge the commitment it takes to move the mark. 

Or, if somebody caught a skin breakdown during their admission assessment before it turned into anything worse? That’s a win. Call it out. 

Or, your “communication with nurses” scores improved? Ask the team why they think that is. Let them tell you. Then do more of whatever they say. 

Data should be the thing that reminds your care team they’re making a difference. 

Soap box: Patient comments are great bucket fillers for staff.  One of the biggest myths I have had to break related to experience scores is only mad patients fill out surveys – that is simply not true.  Most feedback is very positive from grateful patients.  Use this to pour in to your people.  Healthcare is hard today and the more we can recognize all the ways they impact lives, the better able we are to show up the next day to do it again, and again. 

The Magnet piece is more than a plaque on the wall 

Anyone who’s been through a Magnet journey knows that quality indicators are baked into the process. The entire Magnet Recognition Program is built on the premise that when you invest in the nursing environment through education, shared governance, evidence-based practice, and professional development, patient outcomes follow. 

And the research backs this up in ways that are hard to argue with. 

A study published in Medical Care found that Magnet hospitals had 14% lower odds of patient mortality and 12% lower odds of failure-to-rescue compared to non-Magnet facilities. Hospitals on their way to Magnet designation had 2.4 fewer deaths per 1,000 patients and 6.1 fewer failure-to-rescue deaths per 1,000 patients than non-Magnet hospitals. 

Think about that for a second. 6.1 fewer failure-to-rescue deaths per 1,000 patients. Those are people who went home because their nurses had the environment to recognize what was happening before it was too late. 

On the nurse experience side, RNs in Magnet hospitals are 28% less likely to say they plan to leave their jobs. Burnout is lower. Patient satisfaction runs about 16% higher. This is the result of intentional investment in nursing as a profession, not just a workforce. 

Think about organizations like Dayton Children’s Hospital. They used patient experience data and rapid-cycle improvement to tie quality indicators to what was going on in patient rooms. 

And that’s the distinction I keep coming back to. Magnet is about nursing excellence through solid structure, processes and outcomes. It is the gold standard of nursing care – the organizations that sustain it use quality indicators as a vital part of the story. One about people caring for people, driven by data and insights that inform their excellence. 

As nurses, it’s easy to get caught up in the numbers – fall rates, pressure injuries, infection rates, patient experience scores. But throughout my career, I’ve learned that every number represents a person, a family, and a story. 

A hospital-acquired pressure injury isn’t just a quality metric. It’s a patient who experienced harm while entrusted to our care. A fall isn’t simply a rate on a dashboard. It’s someone’s parent, grandparent, spouse, or friend whose recovery may now be more difficult. Patient experience scores aren’t just percentages. They reflect whether someone felt seen, heard, respected, and cared for during one of the most vulnerable times in their life. 

That perspective is what makes quality indicators so important. They help us understand where we are today so we can improve the care we provide tomorrow. More importantly, they remind us that the work we do matters.  

As nurses, we have the privilege and responsibility of influencing these outcomes every day through our presence, our communication, our clinical judgment, and the relationships we build with patients and families. 

Quality indicators are not just measurements of performance – they allow us to identify what our patients require and what our nursing environment needs to thrive. They are reflections of the experiences and outcomes of the people we serve. When we understand that, the data becomes more than numbers. It becomes our opportunity to make a meaningful difference. 

That’s why nursing quality indicators are so vital for us. 

What are nurse-sensitive quality indicators? 

They’re the metrics that reflect what nursing care actually looks like on a unit, like falls, pressure injuries (HAPI), infections like Central Line Associated Blood Stream Infection (CLABSI) and Catheter Associated Urinary Tract Infection (CAUTI). If nursing practice directly influences whether it happens or doesn’t, it’s a nursing-sensitive indicator. 

Why are nurse quality indicators important, and why should we pay attention to them? 

Because they’re the cleanest data points we have for whether patients are safe and whether nurses have what they need. For instance, a spike in falls is a sign that either the staffing, rounding, or workflow needs attention. 

Who is actually tracking these nurse quality indicators? 

“Tracking happens at a few levels. Nationally, NDNQI — first built by the ANA in 1998 — popularized unit-level nurse-sensitive reporting, and federal programs like AHRQ’s Patient Safety Indicators add another layer, while The Joint Commission factors quality measures into accreditation. National benchmarking has its place. But the tracking that actually changes outcomes is what’s happening on your unit, in your huddle, with your team — and that’s where we focus. Through our partnership with OCULI, we help teams capture and benchmark the nurse-sensitive indicators that matter most, then connect them to what’s really happening at the bedside.”  

How do any of these nurse quality indicators make patient care better? 

It doesn’t, not on its own. A spreadsheet never prevented a fall. But I’ve watched a team pull up three months of pressure injury data, notice the numbers spiked every time admission skin assessments got rushed, and fix it the following week. They didn’t need a consultant or a new initiative. They needed to see the pattern. That’s what the data does. It makes the invisible visible so your team can do something about it. That’s what the data does. It makes the invisible visible so your team can do something about it. And the clearest patterns show up when you stop looking at quality in isolation because what your patients feel, what your nurses are carrying, and what your outcomes show are almost always telling the same story.

For a long time we treated these as three separate scorecards. Quality lived with one team. Patient experience scores lived with another. Nurse engagement was an annual survey that came and went. But on the unit, they were never separate — and the longer I do this work, the more obvious that becomes. 

Think about what a rushed admission assessment actually is. It’s a quality risk, because that’s where a pressure injury gets missed. It’s a patient experience moment, because that’s when someone decides whether they feel seen or processed. And it’s a nurse experience signal, because nurses rush when they’re stretched too thin to do the work the way they know it should be done. One moment, three readings of the same thing. 

The Magnet research earlier in this piece says it plainly: when you invest in the nursing environment, burnout drops, nurses stay, patient satisfaction climbs, and outcomes improve — together. That’s not a coincidence of three separate programs. It’s one system working, or one system straining. 

So when you look at your quality data, don’t look at it alone. Put it next to what patients are telling you and what your nurses are living. When a fall rate climbs, ask what the experience scores and the staffing picture looked like that same month. The answer is usually right there. Aligning these three is how you stop chasing metrics one at a time and start improving the thing underneath all of them — the care itself. 

Every time I look at a dashboard, I try to remember the faces behind the numbers. 

A fall rate is someone’s mother hitting the floor at two in the morning because she needed the bathroom, and no one came. 

An infection rate is a child whose stay has just gotten longer. Whose parents can’t sleep. Whose body is now fighting something that didn’t have to happen. And whose siblings anxiously await the day mom, dad and brother are all back together again. 

A patient survey feedback is the answer to the question: Did someone in that room make this person feel cared for? 

We got into nursing for the people. To know that because we were there, we blessed lives and made a difference. Nursing is not a job – it is a calling.  A calling to bring our best, be our best and live nursing excellence, as if it were our loved one in the bed. 

Quality indicators are a measure of how we’re doing by the people. Are we being mindful? Are we paying the kind of attention that lets us look a patient in the eye and say, “I’m here, and I’m not letting something slip?” 

Not sure where to start? Start with one thing. One indicator. Look at your unit’s trend. Tomorrow in the huddle, ask your team: “What’s one thing we can change this week?” 

Because quality improvement is a thousand small choices, made by nurses who refuse to accept “good enough” when the person in the bed deserves the best. 

If you’re trying to connect your quality data to what’s really happening at the bedside, NRC Health can help you bring those rounding insights into focus, so your teams don’t just track care, they improve it.