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
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.
- 01Analyse dashboard metrics over time rather than at a single point.
- 02Distinguish common-cause variation from special-cause performance failure.
- 03Benchmark local performance against external quality indicators.
- 04Define interprofessional roles for an improvement initiative.
- 05Plan communication that survives handover between shifts and disciplines.
Read the full question
Review every instruction before using the planning guidance that follows.
Turn the brief into deliverables
- 01The selected data set, included in the proposal.
- 02An analysis of dashboard metrics for the selected health issue.
- 03An assessment of process or outcome stability, with problematic variations delineated.
- 04A comparison with quality indicators from other facilities, government agencies and non-governmental bodies.
- 05An analysis of the challenges benchmarks pose for the organisation and interprofessional team.
- 06A QI initiative proposal with target areas, modified processes and improvement strategies.
- 07Interprofessional roles and responsibilities, and communication strategies for the team.
- 08A brief reflection on the initiative's impact on work-life quality.
From data set to communication plan
The issue and the data
The health issue chosen, the setting, and the dashboard data set included in full.
Analysis and stability
Metrics over time, with common-cause and special-cause variation distinguished.
External comparison
Benchmarks from other facilities, government agencies and non-governmental bodies.
Challenges of the benchmarks
What makes these benchmarks hard for this organisation and this team.
The initiative
Target areas, processes to modify, and strategies to improve quality.
Roles and communication
Who does what, and how information moves between shifts and disciplines.
Work-life impact
Honest reflection on workload, including what the initiative displaces.
External indicators for comparison
Recommended databases
- AHRQ quality indicators
- CMS quality programmes
- The Joint Commission
- CINAHL
- PubMed
Search sequence
- 1.Obtain the dashboard data for several periods, not one.
- 2.Read a statistical process control source before judging stability.
- 3.Collect external benchmark values from a government agency and a non-governmental body.
- 4.Search for published QI initiatives targeting your chosen metric and read their results.
- 5.Find evidence on interprofessional communication in improvement work.
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.
- 01
Continuous Quality Improvement
StatPearls, NCBI Bookshelf · 2023
Improvement cycles and measurement, for the initiative and its evaluation.
- 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.
- 03
NPSD Dashboards | Agency for Healthcare Research and Quality
Agency for Healthcare Research and Quality · 2024
National comparison data for the external indicator requirement.
- 04
TeamSTEPPS 3.0
Agency for Healthcare Research and Quality · 2024
Structured communication tools for the interprofessional roles and communication sections.
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.

Reviewed by
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.