NU 700 Unit 2 concept analysis paper example

Knowledge for Nursing Practice Herzing University Free custom sample in 24 to 48h

This NU 700 Unit 2 concept analysis paper example works through alarm fatigue in acute care nursing using the eight steps of the Walker and Avant method. Herzing NU 700 asks MSN students to take a concept used loosely on the units and give it attributes precise enough to measure, and this sample shows each step in order. It collects uses of the term from critical care literature and The Joint Commission's 2013 alarm safety alert, derives four defining attributes, and writes a model case set on a 30-bed telemetry unit. Borderline and contrary cases test where the concept stops applying, including a new graduate who responds to every alarm. Antecedents, consequences and empirical referents such as nonactionable alarm share follow. The paper ends with what a clear definition changes for an advanced practice nurse or unit leader. It runs about 1,000 words with five references.

CourseNU 700 Knowledge for Nursing Practice
UnitUnit 2
Paper typeWalker and Avant concept analysis
LengthAbout 1,010 words, 6 pages
FormatAPA 7 student paper
SchoolHerzing University
ProgramMSN
UpdatedOctober 2026

Free sample paper for NU 700 Unit 2

1

Alarm Fatigue in Acute Care Nursing: A Walker and Avant Concept Analysis

Student Name

Department of Nursing, Herzing University

NU 700: Knowledge for Nursing Practice

Instructor Name

January 27, 2026

What this page is doingThe title names one narrow concept, the setting, and the method. A concept as wide as caring cannot produce a defensible attribute list, and naming the method on the title page commits the paper to following its steps.
2

Alarm Fatigue in Acute Care Nursing: A Walker and Avant Concept Analysis

Selecting the Concept

This paper analyzes alarm fatigue following the eight steps set out by Walker and Avant (2019), which move from choosing the concept and stating the aims, through collecting its uses and deriving its defining attributes, to writing a model case and contrasting cases and, finally, naming antecedents, consequences, and empirical referents. Alarm fatigue was selected because it sits at the intersection of technology and nursing judgment, because it has been linked to patient deaths, and because the term is used loosely enough in practice that a nurse practitioner writing unit policy or evaluating a monitoring program needs a precise meaning. Hospital accreditors have warned that alarm-related events have led to deaths and permanent harm and have called on hospitals to manage alarms as a safety priority (The Joint Commission, 2013), which gives the concept practical stakes and makes a precise definition more than an academic exercise.

The aim of the analysis is to clarify what nursing means by alarm fatigue, distinguish it from related concepts such as general burnout and inattention, and identify attributes specific enough to guide measurement and intervention.

Uses of the Concept

In nursing and critical care literature, alarm fatigue describes the desensitization of clinicians to alarms because of their high number and the high proportion that are false or clinically irrelevant. Sendelbach and Funk (2013) define it as sensory overload that occurs when clinicians are exposed to an excessive number of alarms, resulting in desensitization and missed alarms. In an integrative review, Cvach (2012) described the same phenomenon and emphasized its consequences: delayed response, alarm silencing, and inappropriate adjustment of alarm settings.

Outside health care, the concept appears in psychology and engineering as the "cry wolf" effect, in which repeated false alarms reduce the credibility of a warning system and slow or prevent responses to genuine alarms (Breznitz, 1984). This outside use exposes something nursing uses sometimes blur: the core of the concept is a loss of trust in the signal, learned through experience, rather than simple tiredness. A nurse can be rested and still not respond to an alarm she has learned is usually false.

In everyday hospital use, the term is sometimes applied to any missed alarm or to general work stress. Those uses are too broad to be useful and are excluded here.

What this page is doingUses are gathered from the discipline and from one field outside it before any attribute is written. The outside use is what exposes what nursing means by the word, and it is why dictionary entries standing in for disciplinary uses cost marks in this deliverable.
3

Defining Attributes

Four defining attributes emerge from these uses. First, high alarm exposure: the clinician is exposed to a large number of alarms over time. Second, low perceived signal value: most alarms experienced are false, nonactionable, or duplicated, and the clinician has learned this. Third, desensitization: the clinician's response to alarms is reduced, whether in speed, frequency, or thoroughness, as a result of that learning. Fourth, a behavioral consequence at the point of response: delayed response, silencing without assessment, or alteration of alarm settings. All four must be present; a single missed alarm during an emergency elsewhere on the unit, for example, reflects competing demands rather than alarm fatigue.

Model Case

Rosa, a registered nurse on a 30-bed telemetry unit, is caring for five patients. Over her 12-hour shift, the monitors on her patients generate more than 200 alarms, most of them from electrode artifacts, brief arrhythmias that resolve on their own, or oxygen saturation probes displaced during movement. By midafternoon, she has learned that the alarm from her patient in room 12 is almost always artifact. When that monitor alarms for a low heart rate, she silences it from the central station without going to the room. Twenty minutes later, a colleague finds the patient in complete heart block. All four attributes are present: high exposure, learned low signal value, reduced response, and a specific behavior at the point of response.

Borderline and Contrary Cases

Borderline case: Marcus, a new graduate nurse on the same unit in his first week, is exposed to the same number of alarms but has not yet learned which ones are usually false. He responds to every alarm, becomes exhausted, and falls behind on medications. High exposure is present, but desensitization and learned low signal value are not; this is workload overload, which shares an antecedent with alarm fatigue but not its defining attributes.

Contrary case: Priya works on a unit where alarm parameters are individualized to each patient, electrodes are changed daily, and nonactionable alarms have been reduced substantially. She receives 40 alarms a shift, most of them actionable, and responds promptly to each. None of the attributes is present.

What this page is doingThe borderline case shares one attribute with the concept but not the others, so it genuinely tests the boundary rather than simply restating the model case. A borderline case that is actually a model case is one of the specific ways this method loses marks.
4

Antecedents and Consequences

Antecedents are the conditions that must be present before alarm fatigue can occur: monitoring technology that produces frequent alarms; default alarm parameters that are not individualized; poor electrode preparation and placement; many patients per nurse; and the absence of alarm management policies. Consequences include missed or delayed responses to true alarms, patient harm and death, nurse moral distress when an adverse event follows, and reduced trust in monitoring technology across a unit (Cvach, 2012; Sendelbach & Funk, 2013).

Empirical Referents

Empirical referents are the observable phenomena that show the concept is present. For alarm fatigue, these include the daily alarm count for each patient; the share of alarms that required no action; the time from alarm to response, measured by observation or by device logs; the frequency of alarm silencing without bedside assessment; and changes to alarm settings made without documentation. These referents allow a unit to measure alarm fatigue rather than infer it after an adverse event.

Implications for Advanced Practice

A clear definition changes what a nurse practitioner or unit leader would do about alarm fatigue. If alarm fatigue is understood as tiredness, the intervention is rest and staffing. If it is understood, as this analysis suggests, as learned distrust of a signal that is usually wrong, the intervention is to make the signal more trustworthy: individualizing parameters, reducing duplicate and nonactionable alarms, improving electrode care, and ending monitoring when it is no longer indicated. The analysis therefore points toward technical and policy changes rather than exhortations to be more vigilant.

References

Breznitz, S. (1984). Cry wolf: The psychology of false alarms. Lawrence Erlbaum Associates.

Cvach, M. (2012). Monitor alarm fatigue: An integrative review. Biomedical Instrumentation & Technology, 46(4), 268-277. https://doi.org/10.2345/0899-8205-46.4.268

Sendelbach, S., & Funk, M. (2013). Alarm fatigue: A patient safety concern. AACN Advanced Critical Care, 24(4), 378-386. https://doi.org/10.1097/NCI.0b013e3182a903f9

The Joint Commission. (2013). Medical device alarm safety in hospitals. Sentinel Event Alert, (50), 1-3.

Walker, L. O., & Avant, K. C. (2019). Strategies for theory construction in nursing (6th ed.). Pearson.

NU 700 Unit 2 instructions, in plain terms

The Unit 2 assignment asks you to choose a concept relevant to nursing practice and analyze it with a recognized method, most often Walker and Avant. Expect to state your aims, review how the concept is used across disciplines and in nursing, and identify its defining attributes. You will then construct cases: a model case that contains every attribute, plus at least one borderline or contrary case that shows the limits. Most versions also want antecedents, consequences and empirical referents, the observable signs that the concept is present. Some sections add a short section on implications for practice or research. Check the length range and minimum source count in your instructions, since concept analyses are often capped at a set page count. Pick a concept narrow enough to analyze in that space.

Inside the NU 700 Unit 2 example

The sample opens by naming the concept and stating the aim, which is to separate alarm fatigue from ordinary tiredness. The uses section moves from the original psychology idea of crying wolf through nursing and patient safety sources. Four attributes follow, each a single sentence, from high alarm exposure to delayed or absent response. The model case puts a nurse named Rosa on a telemetry unit with more than 200 alarms in a shift, and every attribute can be pointed to in the story. The borderline case changes one attribute, and the contrary case removes most of them. Antecedents and consequences are listed in plain prose rather than bullets. The empirical referents section names measures a unit could actually count. The closing section argues that the definition points to alarm management, not staffing alone.

Reading the NU 700 Unit 2 rubric

Herzing concept analysis rubrics usually give points to each required step, so the grade tracks how completely the method is followed. Concept selection and aims earn points when the concept matters to nursing and the purpose is stated clearly. The uses and literature criterion rewards breadth, with sources from more than one discipline. Defining attributes and the model case carry heavy weight, and the full score requires that every attribute appear in the model case. Borderline and contrary cases are scored on whether they truly differ by attribute rather than by setting. Antecedents, consequences and empirical referents each have their own row in many rubrics. A final criterion covers organization, scholarly sources and APA 7 formatting, including headings that match the steps so the grader can find each one.

NU 700 Unit 2 help before you submit

The biggest point loss in a Unit 2 concept analysis is a model case that leaves out one of the attributes the paper just listed. Close behind is a borderline case that is really a model case in a different setting. Students also pick concepts that are too broad, such as caring or quality, and run out of space before the cases. Another common problem is a uses section drawn only from nursing journals, which misses what the method asks for. Attributes written as long paragraphs blur together; one sentence each is easier to test. Empirical referents are often confused with the attributes themselves, so name something observable or countable. Finally, avoid presenting dictionary definitions as scholarly uses, and make sure each Walker and Avant step has a visible heading.

Get a NU 700 Unit 2 example written to your instructions

Send the Unit 2 instructions and the rubric from your NU 700 classroom, plus the concept you selected and the method your instructor named. We write a custom example against those instructions, with attributes, cases and referents worked through in order, and return it in 24 to 48 hours. The first one is free.

More NU 700 papers and MSN samples

NU 700 Unit 2 questions, answered

Which concept works best for this paper?

One with a real literature behind it and an edge that can be drawn. Moral distress, missed nursing care, care transition, health literacy, diagnostic uncertainty and clinician presence all have enough published treatment to analyze properly. Terms like caring, quality or professionalism are too large to bound in a short paper, and the attribute list ends up being a list of everything good.

Do I have to use Walker and Avant?

Check your instructions first, since some sections name the approach and others leave it open. Rodgers evolutionary method and other published approaches are commonly accepted alternatives, and each asks for slightly different steps. What matters is naming one, citing it, and letting the headings follow its steps rather than blending two methods into a shape neither would recognize.

How many sources does a concept analysis need?

Enough to show the term is used more than one way, which usually means the uses section carries the largest share of citations in the paper. Follow any minimum in your instructions, then judge by whether the attribute list can point to sources for every item. An attribute nobody in the literature supports is the writer's opinion wearing the paper's format.

Where can I find a free NU 700 Unit 2 sample paper?

This page carries the whole NU 700 Unit 2 alarm fatigue analysis at no charge, every step from aims through empirical referents. If you are analyzing another concept, such as resilience or moral distress, a custom paper can follow the same method for it.

What is the difference between a borderline case and a contrary case?

A borderline case contains most of the defining attributes but not all, so it shows where the concept begins to blur. A contrary case lacks the attributes and clearly is not the concept. In this sample the new graduate is borderline and the well-tuned unit is contrary.