Manuel B. Garcia

Manuel B. Garcia serves as the Senior Director for Educational Technology and Digital Learning at FEU Institute of Technology, Manila, Philippines. Read More

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What Happens When a Project Starts as Evaluation but Later Becomes Research?

An evaluation can develop a research purpose after it begins. When that happens, reassess the project before adding research activities or repurposing evaluation data rather than assuming its original nonresearch status still applies.

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When Evaluation Becomes Research Guide 37 of 398
01 · The Question

What if an Evaluation Develops Into a Research Project?

A project begins with a practical objective: evaluate a program, improve a service, audit current practice, or determine whether an intervention is working locally. Then something changes. The team identifies a broader research question, wants to test a hypothesis, adds research-specific measures, compares groups, or decides to use the accumulated data for a separate study.

Does the original evaluation suddenly become research? More importantly, what should you do before moving forward?

02 · The Short Answer

Reassess the Project Before the Research Component Begins

In Brief

If a project that began as evaluation, audit, or quality improvement later acquires a research purpose, reassess its ethics status before adding research-specific activities or using existing information for the new research purpose.

The original operational activity does not necessarily become retrospectively unethical or retroactively reclassified. Instead, the new purpose, procedures, and proposed secondary use of existing data should be assessed prospectively under the ethics framework that governs the research.

03 · What You Need to Know

A Project Can Change Purpose Without Rewriting Its Past

Evaluation and Research Can Coexist

Evaluation and research are not necessarily mutually exclusive. A project can serve a practical operational purpose while also being designed to answer a research question.

U.S. OHRP guidance makes this point explicitly for quality improvement. Many activities undertaken solely to improve local care are not research under the HHS regulatory definition, but some projects are designed both to improve care and to accomplish a research purpose. When the research component involves human subjects and is not exempt, human-subject protection requirements may apply.

The practical question is therefore not whether you must choose one label forever. It is whether the project, as it now exists, contains activities that meet the applicable definition of research.

The Moment of Change Matters

Suppose a program evaluation begins entirely for local decision-making. Six months later, the team develops a new hypothesis and proposes additional data collection specifically to test it.

The important point is not to pretend that the first six months were secretly research. Nor should the team continue indefinitely under the original evaluation classification simply because that was accurate when the project started.

The new research purpose should trigger reassessment before the new research activities begin.

Original evaluation activity Should be characterized according to its actual purpose and design when it was conducted.
New research activity Should be assessed prospectively according to its new purpose, procedures, participants, data use, and applicable research-ethics requirements.

What Changes Can Signal That Reassessment Is Needed?

There is no single feature that universally transforms evaluation into research. Several changes, however, should prompt researchers to look closely at the project's status.

Examples include developing a research question that was not part of the original evaluation, collecting additional information specifically to answer that question, introducing an intervention to test its effects, adding research-specific comparison groups, linking datasets for a new analytic purpose, collecting identifiable information not required for the evaluation, or systematically repurposing existing records for a separate research analysis.

The significance of each feature depends on the governing framework. A methodological change is a signal to reassess, not an automatic verdict.

A New Research Question Can Be Enough to Change the Purpose

Imagine a university evaluating whether students are satisfied with a mentoring program. The original question is operational: should the institution modify the program next year?

Later, investigators ask whether a particular mentoring model improves student retention across different demographic groups and design a systematic analysis intended to produce broader evidence about mentoring effectiveness.

The underlying dataset may be similar, but the purpose has changed. That new purpose should be assessed rather than hidden inside the original evaluation label.

Adding Research-Specific Data Collection Is Particularly Important

A project may originally collect only information needed for administration. Researchers later decide they need additional questionnaires, interviews, biological measurements, behavioral tasks, or follow-up contacts solely to answer a research question.

Those activities did not exist in the original evaluation. They should not begin merely because participants or records are already available.

OHRP has similarly distinguished follow-up undertaken as part of ordinary care from follow-up initiated for data collection in a research study. When the added activity serves a research purpose and the project meets the regulatory definition of research, human-subject regulations may apply.

An Untested Intervention Can Move a Project Toward Research

Quality improvement often involves changing practice, so novelty alone is not a universal definition of research. Still, introducing an untested intervention partly to establish scientific evidence about whether it works is a strong reason to reassess the project.

OHRP gives essentially this example: a QI project introducing an untested clinical intervention for purposes that include both improving care and collecting patient outcomes to establish scientific evidence about effectiveness may also constitute nonexempt human-subject research.

Randomization Does Not Automatically Turn Evaluation Into Research

Random assignment often looks research-like, but it should not be used as a one-factor test.

U.S. advisory guidance has noted that a cluster-randomized design can sometimes be used for a genuine QI purpose without the activity necessarily becoming research under the Common Rule. The project's purpose and use of the resulting information remain central.

Conversely, a project does not need randomization to constitute research. Observational and qualitative studies can plainly be research.

Publication Does Not Mark the Exact Moment Evaluation Becomes Research

A team may decide that its evaluation findings deserve publication. That decision alone does not establish that the project has transformed into research.

OHRP expressly states that intent to publish is insufficient to determine whether a QI activity meets the regulatory definition of research. Nonresearch improvement work may be publishable, while research can exist without any intention to publish.

The better question is whether the team is now proposing a research activity, not whether someone has opened a manuscript template.

Existing Evaluation Data May Become Secondary Research Data

One of the most common transitions does not involve collecting anything new. The evaluation ends, and someone realizes that the dataset could answer an interesting research question.

At that point, the proposed analysis may become secondary research using existing data. Identifiability, original permissions, privacy, consent arrangements, authorized access, and applicable exemption criteria may all become relevant.

The fact that the information was legitimately collected for evaluation does not automatically authorize every later research use.

The Original Participants May Not Have Agreed to Research Use

Participants may have provided information because their hospital, school, employer, government agency, or community organization was evaluating a service. They may not have been told that their information would later be used for research.

Whether new consent is necessary depends on the applicable framework, the nature of the data, identifiability, original notices or permissions, available exemptions or waivers, and the proposed research use.

Do not solve this question informally by assuming that “the data belong to the institution.” Institutional custody of records and ethical authorization for secondary research are not necessarily the same thing.

Do Not Quietly Add Research Procedures to an Evaluation

A problematic transition occurs when researchers recognize that the project has developed a research purpose but continue operating under the original evaluation classification because ethics review would delay the work.

Prospective ethics oversight exists so that participant protections can be considered before research procedures occur. Once a new research component is identifiable, the appropriate time for reassessment is before implementing it.

Watch Out

Do not wait until manuscript submission to disclose that an evaluation gradually became a research study. If the project's purpose, procedures, participants, or use of data changes in a way that may create human-participant research, seek reassessment before the new research activity begins.

A Change in Status Does Not Necessarily Mean Full Committee Review

Recognizing a research component does not automatically mean the entire project must undergo full-board review.

The new research may fall outside the applicable human-participant research definition, qualify for exemption, or be eligible for another review pathway depending on its design and governing framework.

OHRP likewise notes that QI activities constituting human-subject research may sometimes qualify for exemption or expedited review rather than convened IRB review.

The first task is accurate classification. The appropriate review pathway comes afterward.

Keep the Operational and Research Components Conceptually Separate

When feasible, describe which activities are being conducted for service delivery or evaluation and which are being performed specifically for research. This can make ethics assessment considerably clearer.

OHRP has applied this logic to activities containing simultaneous quality-improvement and research purposes, treating particular components according to what they are designed to accomplish.

Clear separation also helps explain to participants, data custodians, collaborators, and reviewers why particular information is being collected and under which authority.

Reassessment Is Also Needed When the Research Component Expands

Suppose the REC or IRB approves a limited research use of evaluation data. The team later adds new sites, collects new identifiers, contacts individuals represented in the records, or introduces an intervention.

The original research determination should not be treated as unlimited permission for whatever the project later becomes. Follow institutional procedures for amendments and reassessment when material changes occur.

04 · A Practical Example

When a Local Program Evaluation Develops a Research Question

Hypothetical Example

Evaluating a University Mentoring Program

A university launches a mentoring program for first-year students. The student-affairs office collects attendance, satisfaction ratings, and retention statistics solely to decide whether the program should continue.

Stage 1: Local evaluation The office examines whether students use the program and whether institutional targets are being met. The activity is classified according to the university's evaluation-governance process.
Stage 2: A research question emerges Faculty members notice an interesting pattern and ask whether structured peer mentoring improves retention differently according to students' prior academic preparation.
Stage 3: New research is proposed The team develops hypotheses, proposes linking identifiable student records to mentoring participation, and plans additional follow-up questionnaires specifically for the study.
Stage 4: Reassessment Before linking the records or administering the new questionnaires, the team submits the proposed research component for the appropriate institutional determination.
Stage 5: The history remains accurate The original evaluation is still described as an evaluation. The later research is described and reviewed according to the point at which the research purpose and activities were introduced.

Nothing requires the institution to pretend that the evaluation had always been research. What matters is recognizing the transition before the new research activities occur.

05 · What Researchers Often Get Wrong

Common Mistakes When Evaluation Develops Into Research

Misconception

“Once a Project Starts as Evaluation, It Stays Evaluation”

No. Purpose and design can change. An operational activity can later acquire a research component, and the new component should be assessed according to what it is designed to accomplish.

Misconception

“If It Becomes Research, the Original Evaluation Was Automatically Unethical”

Not necessarily. A genuine evaluation can be appropriately conducted as evaluation and later generate a separate research question. The ethics issue concerns how and when the new research activity begins.

Misconception

“Deciding to Publish Is the Moment It Becomes Research”

Publication intention is not a sufficient regulatory test. OHRP explicitly recognizes that nonresearch QI can be published and that research can exist without publication plans.

Misconception

“We Already Have the Data, So We Can Analyze Them for Research”

Existing evaluation data may require a new ethics assessment before research use. Identifiability, original permissions, privacy, access, and exemption criteria can affect whether and how the secondary analysis may proceed.

Misconception

“Adding One Research Questionnaire Is Too Small a Change to Matter”

A research-specific interaction with participants can alter the nature of the project even if it appears minor operationally. Assess the purpose and risks of the added activity rather than its length.

06 · What This Means for You

Build a Reassessment Point Into Evaluation Projects

Teams conducting evaluation, audit, or QI should know in advance what they will do if the project develops a research question. A simple reassessment trigger can prevent an operational project from drifting into unreviewed research.

A simple decision framework

If the project's purpose remains purely operational
Continue under the applicable evaluation, audit, QI, privacy, and institutional governance requirements.
If a new research question or hypothesis emerges
Pause before conducting research-specific analysis or adding new research procedures and reassess the project's status.
If existing evaluation data will be repurposed for research
Assess the proposed secondary use, including identifiability, permissions, consent, access, and applicable exemptions.
If new research-specific information will be collected
Obtain the required ethics determination before collecting it.
If the project now has both evaluation and research purposes
Describe the two components transparently and determine which human-participant research requirements apply to the research component.

The useful distinction is therefore temporal as well as conceptual: QI, audit, and evaluation may begin outside ordinary research review, but that initial determination should not be treated as permanent immunity from reassessment.

07 · A Quick Checklist

When an Evaluation Starts Looking Like Research

Before adding the new activity, check:
Document the original purpose and scope of the evaluation, audit, or QI project.
Identify what has changed: purpose, research question, hypothesis, intervention, participants, data collection, linkage, analysis, or intended use.
Determine whether the new component meets the applicable definition of research.
If existing information will become research data, assess identifiability, original permissions, consent conditions, and authorized access.
Do not collect additional research-specific data until the required determination or approval has been obtained.
Check whether the new research qualifies for exemption or another appropriate review pathway rather than assuming full review is inevitable.
Keep the history of the original evaluation and later research component clearly documented.
Reassess again if the approved research component later changes materially.
08 · Frequently Asked Questions

Frequently Asked Questions About Evaluation Becoming Research

Can a project be both program evaluation and research?

Yes. Operational and research purposes can coexist. OHRP expressly recognizes that some quality-improvement activities can simultaneously be research activities.

Does deciding to publish an evaluation make it research?

No. Publication intention alone is insufficient to establish research status. Examine what the project was and is designed to accomplish.

Do we need ethics approval before analyzing existing evaluation data for a new research question?

You should obtain whatever institutional determination is required before beginning the new research use. The answer may depend on identifiability, original permissions, applicable exemptions, and the ethics framework governing secondary research.

Does adding randomization automatically make an evaluation research?

Not universally. U.S. advisory guidance has noted circumstances in which cluster randomization can be used for a QI activity without that feature alone making it research. Purpose and the complete design remain important.

What if we already started the new research component before realizing the status had changed?

Stop assuming that the original evaluation determination covers the new activity and contact the appropriate institutional ethics authority promptly. The next steps depend on what occurred, the applicable rules, and whether prior review was required.

Does the whole evaluation need ethics review once a research component is added?

Not necessarily. Some systems can distinguish operational and research components. The institution should determine what activities fall within the applicable human-participant research requirements and what review pathway applies.

Can the new research component be exempt?

Potentially. Becoming research does not automatically mean full review. The new activity may fall outside covered human-participant research, qualify for exemption, or require another review pathway depending on the governing framework.

09 · The Bottom Line

Reassess at the Point the Purpose Changes

The Bottom Line

When an evaluation, audit, or quality-improvement project develops a research purpose, reassess its ethics status before adding research-specific procedures or repurposing existing information for the new research activity.

The project does not need to rewrite its history. Preserve the distinction between what was legitimately conducted for evaluation and what is now proposed as research, then obtain the appropriate prospective determination for the new component.

10 · Sources and Further Reading

Authoritative Sources on Evaluation, Quality Improvement, and Research

11 · Cite this Guide

How to Cite This Guide

This guide is intended to be read, shared, and used in research, teaching, and academic work. If you draw on its ideas, explanations, or other content, please acknowledge the source by citing the guide. Doing so gives appropriate credit and helps your readers locate the original resource.

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