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Assignment questions
NursingProposalQuality improvement

Data analysis and quality improvement proposal

An eight to ten page proposal for the nursing staff and interprofessional team, analysing dashboard metrics for a health issue, assessing process stability, comparing with external quality indicators, outlining a QI initiative with roles and communication strategies, and reflecting on work-life quality.

Editorial process

Last reviewed · August 13, 2026

01

Analysis before proposal, stability before change

The order of the instructions is the order of the argument, and one instruction near the start is easy to read past: assess the stability of processes or outcomes and delineate any problematic variations or performance failures. Stability is a technical idea, not a synonym for whether the numbers look good. A process that sits above target but varies wildly month to month is unstable and needs a different intervention from one that sits steadily just below target, and distinguishing common-cause from special-cause variation is what stops a proposal chasing noise. So look at the data set across several periods rather than at a single snapshot, say explicitly which variation is inherent to the process and which points to a specific failure with an assignable cause, and let that judgement drive the target areas you go on to identify. An initiative aimed at common-cause variation will consume effort and move nothing.

The proposal half has a requirement that sets it apart from a general improvement plan: the audience is explicitly the nursing staff and the interprofessional team who will implement the initiative, and two of the graded sections follow from that. Defining interprofessional roles and responsibilities means saying who does what, by name of role, not asserting that collaboration is important. Recommending communication strategies means specifying channels, frequency and what gets escalated to whom, because a QI initiative usually fails at handover rather than at design. The closing reflection on work-life quality is short but genuinely assessed, and it is an opportunity to be honest: an initiative that adds documentation to an already stretched shift will be abandoned, so say what you would remove or automate to make room for it. Comparison with quality indicators from other facilities and government bodies is required, so gather those benchmarks early.

Likely learning objectives

Inferred from the brief — check these against your own rubric.

  • 01
    Analyse dashboard metrics over time rather than at a single point.
  • 02
    Distinguish common-cause variation from special-cause performance failure.
  • 03
    Benchmark local performance against external quality indicators.
  • 04
    Define interprofessional roles for an improvement initiative.
  • 05
    Plan communication that survives handover between shifts and disciplines.
Assignment instructionsQuoted verbatim

Read the full question

Review every instruction before using the planning guidance that follows.

Prepare an 8–10-page data analysis and quality improvement initiative proposal based on a health issue of professional interest to you. The audience for your analysis and proposal is the nursing staff and the interprofessional team who will implement the initiative. “A basic principle of quality measurement is: If you can’t measure it, you can’t improve it” (Agency for Healthcare Research and Quality, 2013). Health care providers are on an endless quest to improve both care quality and patient safety. This unwavering commitment requires hospitals and care givers to increase their attention and adherence to treatment protocols to improve patient outcomes. Health informatics, along with new and improved technologies and procedures, are at the core of virtually all quality improvement initiatives. The data gathered by providers, along with process improvement models and recognized quality benchmarks, are all part of a collaborative, continuing effort. As such, it is essential that professional nurses are able to correctly interpret, and effectively communicate information revealed on dashboards that display critical care metrics Show More Toggle Drawer Questions to Consider As you prepare to complete this assessment, you may want to think about other related issues to deepen your understanding or broaden your viewpoint. You are encouraged to consider the questions below and discuss them with a fellow learner, a work associate, an interested friend, or a member of your professional community. Note that these questions are for your own development and exploration and do not need to be completed or submitted as part of your assessment. Reflect on QI initiatives focused on measuring and improving patient outcomes with which you are familiar. How important is the role of nurses in QI initiatives? What quality improvement initiatives have made the biggest difference? Why? When a QI initiative does not succeed as planned, what steps are taken to improve or revise the effort? Toggle Drawer Resources Required Resources MSN Program Journey Please review this guide for your degree program. It can help you stay on track for your practicum experience, so you may wish to bookmark it for later reference. MSN Program Journey | Transcript. Show More Assessment Instructions Preparation In this assessment, you will propose a quality improvement (QI) initiative proposal based on a health issue of professional interest to you. The QI initiative proposal will be based on an analysis of dashboard metrics from a health care facility. You have one of two options: Option 1 If you have access to dashboard metrics related to a QI initiative proposal of interest to you: Analyze data from the health care facility to identify a health care issue or area of concern. You will need access to reports and data related to care quality and patient safety. If you work in hospital setting, contact the quality management department to obtain the data you need. You will need to identify basic information about the health care setting, size, and specific type of care delivery related to the topic that you identify. You are expected to abide by HIPAA compliance standards. Option 2 If you do not have access to a dashboard or metrics related to a QI initiative proposal: You may use the hospital data set provided in the media piece titled Vila Health: Data Analysis. You will analyze the data to identify a health care issue or area of concern. You will follow the same instructions and provide the same deliverables as your peers who select Option 1. Data Analysis And Quality Improvement Initiative DQ 2 Instructions Analyze dashboard metrics related to the selected issue. Provide the selected data set in the proposal. Assess the stability of processes or outcomes. Delineate any problematic variations or performance failures. Evaluate QI initiatives on the selected health issue with existing quality indicators from other facilities, government agencies, and non-governmental bodies on quality improvement. Analyze challenges that meeting prescribed benchmarks can pose for a heath care organization and the interprofessional team. Outline a QI initiative proposal based on the selected health issue and data analysis. Identify target areas for improvement. Define what processes can be modified to improve outcomes. Propose strategies to improve quality. Define interprofessional roles and responsibilities as they relate to the QI initiative. Provide recommendations for effective communication strategies for the interprofessional team to ensure the success of the QI initiative. Briefly reflect on the impact of the proposed initiative on work-life quality of the nursing staff and interprofessional team. Integrate relevant sources to support arguments, correctly formatting citations and references using current APA style. Note: Remember, you can submit all, or a portion of, your draft to Smarthinking for feedback, before you submit the final version of your analysis for this assessment. However, be mindful of the turnaround time for receiving feedback, if you plan on using this free service. The numbered points below correspond to grading criteria in the scoring guide. The bullets below each grading criterion further delineate tasks to fulfill the assessment requirements. Be sure that your Quality Improvement Initiative Evaluation addresses all of the content below. You may also want to read the scoring guide to better understand the performance levels that relate to each grading criterion. Data Analysis And Quality Improvement Initiative DQ 2
02

Turn the brief into deliverables

  1. 01
    The selected data set, included in the proposal.
  2. 02
    An analysis of dashboard metrics for the selected health issue.
  3. 03
    An assessment of process or outcome stability, with problematic variations delineated.
  4. 04
    A comparison with quality indicators from other facilities, government agencies and non-governmental bodies.
  5. 05
    An analysis of the challenges benchmarks pose for the organisation and interprofessional team.
  6. 06
    A QI initiative proposal with target areas, modified processes and improvement strategies.
  7. 07
    Interprofessional roles and responsibilities, and communication strategies for the team.
  8. 08
    A brief reflection on the initiative's impact on work-life quality.
03

From data set to communication plan

01

The issue and the data

The health issue chosen, the setting, and the dashboard data set included in full.

02

Analysis and stability

Metrics over time, with common-cause and special-cause variation distinguished.

03

External comparison

Benchmarks from other facilities, government agencies and non-governmental bodies.

04

Challenges of the benchmarks

What makes these benchmarks hard for this organisation and this team.

05

The initiative

Target areas, processes to modify, and strategies to improve quality.

06

Roles and communication

Who does what, and how information moves between shifts and disciplines.

07

Work-life impact

Honest reflection on workload, including what the initiative displaces.

04

External indicators for comparison

Recommended databases

  • AHRQ quality indicators
  • CMS quality programmes
  • The Joint Commission
  • CINAHL
  • PubMed

Search sequence

  1. 1.
    Obtain the dashboard data for several periods, not one.
  2. 2.
    Read a statistical process control source before judging stability.
  3. 3.
    Collect external benchmark values from a government agency and a non-governmental body.
  4. 4.
    Search for published QI initiatives targeting your chosen metric and read their results.
  5. 5.
    Find evidence on interprofessional communication in improvement work.
05

Reference shortlist

These are authoritative starting points, not a ready-made bibliography. A qualified reviewer must confirm that each source fits the assignment and supports the claim beside which it is cited.

Nothing here is cleared for citation until you have read it.

  1. 01

    Continuous Quality Improvement

    StatPearls, NCBI Bookshelf · 2023

    Improvement cycles and measurement, for the initiative and its evaluation.

  2. 02

    Quality Improvement Methods (LEAN, PDSA, SIX SIGMA)

    StatPearls, NCBI Bookshelf · 2024

    A method to structure the initiative around, and vocabulary for variation and stability.

  3. 03

    NPSD Dashboards | Agency for Healthcare Research and Quality

    Agency for Healthcare Research and Quality · 2024

    National comparison data for the external indicator requirement.

  4. 04

    TeamSTEPPS 3.0

    Agency for Healthcare Research and Quality · 2024

    Structured communication tools for the interprofessional roles and communication sections.

06

Review before submission

Common mistakes

  • Reporting a single period's metrics and calling it an analysis.
  • Treating any movement in the data as a performance failure.
  • Omitting the external comparison, which is a separate graded requirement.
  • Asserting the value of collaboration instead of assigning roles.
  • Leaving communication as a principle rather than a set of channels and frequencies.
  • Proposing an initiative that adds workload without saying what it displaces.

Submission checklist

  • The data set is included in the proposal itself.
  • Metrics are analysed across time, not at one point.
  • Stability is assessed and variation is classified.
  • External quality indicators are named and compared.
  • Target areas and modified processes are stated specifically.
  • Interprofessional roles are assigned by role.
  • Communication strategies specify channel, frequency and escalation.
  • The work-life reflection is present and honest.
  • The proposal is eight to ten pages with APA citations.

Use this guide to plan and review your own work. Follow your institution's rules and read our academic-integrity policy.

Written by

Aaron Bishop

MA, Education

assignment interpretation and research-methods coaching across disciplines

Aaron leads the EssayCrackers editorial desk. He works on how assignment briefs are read — what a rubric is actually asking for, and where students most often answer a different question than the one set.

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Dr. Nathan Cole

PhD, Rhetoric & Composition

Argumentation and thesis development

Nathan teaches first-year composition and directs a university writing center. He reviews EssayCrackers guides for argumentative soundness and citation accuracy.

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