Writing Guide

Levels of Evidence in Nursing Research

How the levels of evidence hierarchy works in nursing, how to place any study on it, which level fits which question, and how to build an evidence table that shows your appraisal.

Updated October 2026 · 7 min read

Levels of evidence in nursing research rank studies by how well their design protects against bias. Higher levels give stronger grounds for changing practice; lower levels still matter, but carry less weight.

This guide explains the most widely taught hierarchy, how the Johns Hopkins model compares, how to place a study correctly, and how to present your appraisal in an evidence table.

The Seven Levels of Evidence at a Glance

The seven-level hierarchy taught in many nursing programs, associated with Melnyk and Fineout-Overholt, runs from systematic reviews of randomized controlled trials at Level I to expert opinion at Level VII.

The higher the level, the more confident you can be that an intervention caused the outcome. But level is only half the story: you must also appraise each study's quality.

Why Levels of Evidence Exist

Evidence-based practice asks nurses to base care on the best available research. Not every study answers a question equally well, so a hierarchy helps you weigh conflicting findings.

The ranking reflects one thing above all: how well the design controls for bias and chance. Randomization, control groups and pooling many studies all reduce the risk that a result is a fluke or the product of hidden differences between groups.

A hierarchy does not say lower-level studies are worthless. It says that when strong and weak designs disagree about an intervention's effect, the stronger design should usually carry more weight.

The Seven-Level Hierarchy, Highest to Lowest

LevelType of evidenceWhy it sits here
ISystematic review or meta-analysis of randomized controlled trials; guidelines based on such reviewsPools several rigorous trials, reducing the influence of any one study
IIAt least one well-designed randomized controlled trial (RCT)Randomization balances known and unknown differences between groups
IIIControlled trial without randomization (quasi-experimental)Has a comparison group, but groups may differ in important ways
IVCase-control or cohort studiesObserves real-world associations but cannot rule out confounding
VSystematic review of descriptive and qualitative studiesSynthesizes several studies, but of non-experimental designs
VIA single descriptive or qualitative studyRich insight into experience or patterns, not cause and effect
VIIExpert opinion and reports of expert committeesBased on experience rather than systematic data

Check which version your program uses. Some textbooks and schools use five levels or different labels, and your marker will expect their scheme.

The Johns Hopkins Evidence Levels

Many nursing programs and hospitals use the Johns Hopkins Evidence-Based Practice model, which has five levels and pairs each one with a quality rating of A (high), B (good) or C (low or major flaws).

Johns Hopkins levelEvidence included
Level IExperimental studies, including RCTs, and systematic reviews of RCTs
Level IIQuasi-experimental studies, and systematic reviews of these with or without RCTs
Level IIINon-experimental studies, including qualitative studies, and their systematic reviews
Level IVOpinions of respected authorities or nationally recognized expert committees, including guidelines
Level VLiterature reviews, quality improvement and case reports, and expert opinion based on experience

The pairing matters. A Level I study rated C may deserve less trust than a well-conducted Level III study rated A. Always report both the level and the quality.

Matching Evidence Level to Your Question

The hierarchy above is built for intervention questions: does X work better than Y? Other kinds of question are best answered by other designs.

Question typeExampleStrongest usual design
Intervention or therapyDoes chlorhexidine bathing reduce bloodstream infections?Systematic review of RCTs, then RCTs
Prognosis or riskDo smokers have slower wound healing after surgery?Cohort studies
Etiology or harmIs night-shift work linked to medication errors?Cohort or case-control studies
Meaning or experienceHow do new mothers experience breastfeeding support?Qualitative studies and their syntheses
DiagnosisHow accurate is a screening tool for delirium?Diagnostic accuracy studies

So a qualitative study can be the best evidence for a meaning question, even though it sits low on the intervention hierarchy. Explain this in your paper when you rely on it.

How to Place a Study on the Hierarchy

Students often mislabel studies by trusting the title. Read the methods section and ask these questions in order.

  1. Is it a review of other studies? If it has a systematic search and appraisal, it is a systematic review; check what designs it includes.
  2. Did researchers assign the intervention? If yes, it is experimental or quasi-experimental.
  3. Was assignment random? Random allocation means an RCT; otherwise quasi-experimental.
  4. Did researchers only observe? Then it is non-experimental: cohort, case-control, cross-sectional or descriptive.
  5. Are the data words rather than numbers? Interviews and focus groups indicate a qualitative design.

Phrases That Hint at Each Level

  • "Participants were randomly assigned" suggests an RCT.
  • "Pre-test and post-test with a comparison unit" suggests quasi-experimental.
  • "Followed over time" or "retrospective chart review" suggests a cohort study.
  • "Semi-structured interviews" and "thematic analysis" suggest qualitative research.
  • "We searched CINAHL, PubMed and Cochrane" suggests a systematic review.

Building an Evidence Table

An evidence table records your appraisal in one place and becomes the backbone of your literature review. Use the same columns for every source.

Example evidence table row.

Citation: Author et al. (2023). Design: Cluster RCT. Sample and setting: 12 medical wards, 1,100 older inpatients. Intervention: Scripted hourly rounding versus usual care. Outcome: Falls per 1,000 patient days. Findings: Falls lower in the intervention group. Level and quality: Level II, quality A. Limitations: Nurses could not be blinded; single health system.

The row above is illustrative. In your own table, record what each study actually reports, and keep limitations specific rather than generic.

Using Levels in Your Paper

Levels of evidence should shape how confidently you write. Strong, consistent Level I and II evidence supports a firm recommendation. A handful of Level VI studies supports only a cautious one.

  • Lead with the highest-level, best-quality evidence on each theme.
  • Use lower-level studies to add context, patient perspective or local relevance.
  • Say plainly when the evidence base is thin or conflicting.
  • Match your verbs to the strength: "demonstrates" for strong evidence, "suggests" for weaker.

Common Levelling Mistakes and How to Fix Them

MistakeFix
Calling any study with a comparison group an RCTCheck whether allocation was genuinely random
Reporting level without qualityAdd a quality rating from your appraisal tool
Treating a narrative review as a systematic reviewLook for a documented search strategy and inclusion criteria
Basing a practice change on one small studyLook for consistent findings across several studies
Mixing hierarchies within one paperChoose one scheme, name it and apply it throughout
Labeling a pilot study as Level IICheck sample size and design; many pilots are quasi-experimental

Before you finalize your evidence table, reread the methods section of every source and confirm its label. Markers check this closely, and one mislabelled study can weaken an otherwise strong review.

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Frequently Asked Questions

What is the highest level of evidence in nursing?

A systematic review or meta-analysis of randomized controlled trials, along with guidelines built on such reviews, is usually ranked highest for intervention questions.

Where do qualitative studies sit?

A single qualitative study is Level VI in the seven-level hierarchy and Level III in Johns Hopkins. For questions about experience and meaning, they can still be the best available evidence.

Is a clinical practice guideline high-level evidence?

It depends on what it is based on. Guidelines drawn from systematic reviews of RCTs rank highly; consensus-based guidelines rank lower. Johns Hopkins places guidelines at Level IV.

What is the difference between level and quality?

Level reflects the study design. Quality reflects how well that design was carried out. A poorly run RCT can be weaker than a well-run cohort study.

Is a literature review the same as a systematic review?

No. A systematic review uses a documented search, inclusion criteria and appraisal. A narrative literature review does not, so it sits much lower.

How many high-level sources do I need?

Your rubric decides. Many programs want most sources at Levels I to IV, with lower levels used for context.

Which hierarchy should I use?

Use the one your program teaches or names in the rubric. If none is specified, state which hierarchy you used and cite it.

Where do cross-sectional surveys sit?

They are non-experimental and descriptive, so they usually sit at Level VI in the seven-level hierarchy, or Level III in Johns Hopkins. They describe patterns at one point in time but cannot show cause.

Do quality improvement projects count as evidence?

Yes, but at a low level. Johns Hopkins places them at Level V because they are designed to improve local practice rather than produce generalizable findings.

Can expert opinion ever be useful?

Yes. Where little research exists, expert committees and professional standards guide practice. Note the limitation when you rely on them.