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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How Do You Find Studies From a Parallel Literature That Uses Different Concepts?

Parallel literatures may investigate overlapping phenomena while using concepts and theories that barely resemble yours. Finding them requires conceptual translation, not merely adding synonyms to a search string.

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Finding Studies From a Parallel Literature Guide 164 of 899
01 · The Question

What If Another Literature Studies Your Problem Without Using Your Concepts?

Some research is difficult to find not because researchers use a different word for the same construct, but because they conceptualize the phenomenon differently in the first place.

You might search for “technology acceptance” while another literature examines “appropriation,” “resistance,” or “non-use.” You might study “student engagement” while researchers in another tradition organize similar observations around participation, involvement, belonging, or academic integration. These concepts should not be treated as interchangeable merely because they overlap.

This creates a harder search problem than finding synonyms. If another literature does not share your conceptual vocabulary, adding more variants of your preferred term may never retrieve it. You have to search for the phenomenon beneath the terminology and then determine whether the newly discovered concepts genuinely intersect with your question.

02 · The Short Answer

Search the Phenomenon First, Then Learn the Other Literature's Conceptual Language

In Brief

To find a parallel literature that uses different concepts, temporarily step outside your preferred theoretical vocabulary and search for the underlying phenomenon, behavior, population, context, outcomes, methods, or observable processes that the literatures may share.

Once you find a relevant paper from another conceptual tradition, learn its terminology rather than forcing it into yours. Search those concepts directly, follow its citations and authors, and then compare definitions and operationalizations to determine whether the two literatures are equivalent, partially overlapping, complementary, or genuinely different.

03 · What You Need to Know

Parallel Literatures Are a Conceptual Search Problem, Not Just a Keyword Problem

Different terminology and different concepts are not the same problem

Suppose one literature uses “online learning persistence” and another uses “continued participation in online courses.” Those expressions may refer to substantially similar phenomena, making the problem largely terminological.

Now suppose another literature examines withdrawal through theories of academic integration, while another studies technology discontinuance through post-adoption behavior. Their constructs, explanatory mechanisms, and measures may differ even when portions of the observed behavior overlap.

That is a conceptual difference. Simply treating every term as a synonym would obscure distinctions that may matter theoretically and empirically.

Different terminology Researchers use different labels for concepts that may be substantially similar.
Different conceptualization Researchers organize an overlapping phenomenon through constructs, assumptions, boundaries, or explanatory frameworks that are meaningfully different.

The first problem can often be addressed by expanding the terminology used in your search. The second requires conceptual investigation.

Begin with what can be observed rather than what your theory calls it

When your theoretical vocabulary becomes a search constraint, describe the phenomenon more concretely.

What are people doing? What changes? What decision is being made? What outcome occurs? In what context? Who experiences it? What intervention or process produces it?

Suppose your construct is “algorithm aversion.” Searching only that term retrieves research explicitly adopting that construct. Searching behaviors such as rejection of algorithmic recommendations, preference for human judgment after algorithmic error, or discontinuation of automated decision support may expose work framed through trust, automation reliance, technology acceptance, decision making, or human-computer interaction.

Those literatures are not automatically equivalent to algorithm-aversion research. The behavioral description simply creates a route by which they can be discovered and evaluated.

Decompose the research question into searchable dimensions

A research question usually contains more than its headline construct. It may specify a population, setting, behavior, intervention, exposure, outcome, process, method, or relationship.

These dimensions can remain searchable even when conceptual terminology changes.

Dimension Question to ask Why it helps
Behavior What are participants actually doing? Behavioral descriptions may cross theoretical boundaries.
Outcome What observable result is being explained? Different theories may examine the same outcome.
Population Who experiences the phenomenon? A distinctive population can connect otherwise different literatures.
Context Where or under what conditions does it occur? Context terms can retrieve research using unfamiliar conceptual language.
Method or measure How is the phenomenon observed or operationalized? Shared measures or procedures can connect conceptually distinct studies.

You do not necessarily put every dimension into one enormous search string. The decomposition helps you construct several searches capable of reaching the problem from different directions.

Use review articles as conceptual maps

Reviews can be particularly useful when terminology is unstable or a phenomenon spans disciplines. A review may identify competing definitions, adjacent constructs, historical labels, theories, and disciplinary traditions that would be difficult to infer from a single empirical paper.

Look especially for reviews that compare frameworks rather than merely summarize studies within one framework. Their value for discovery lies partly in the vocabulary they expose.

Once you identify another plausible concept, search it independently. Do not assume that the review's bibliography exhausts the literature surrounding it. Reviews can help reveal studies missed by your original database search, but they remain bounded by their own scope and methods.

Look across disciplinary boundaries deliberately

Disciplines can develop different conceptual systems around overlapping problems. Educational researchers, psychologists, sociologists, computer scientists, communication scholars, and health researchers may describe related behaviors through substantially different theories.

Ask which disciplines have a plausible reason to study your underlying phenomenon. Then investigate their vocabulary rather than translating your terminology word-for-word into their databases.

A useful starting question is: if researchers in that discipline studied this behavior, what would they think the problem was?

The answer may reveal concepts that would never appear on a conventional synonym list.

Use one relevant outsider paper as a bridge

Finding a single paper from an unfamiliar conceptual tradition can dramatically improve the search because it gives you authentic vocabulary from that literature.

Read its title, abstract, keywords, construct definitions, theoretical framework, and measures. Which authors and papers does it treat as foundational? What terms recur? Which journals publish this work?

Then use the paper as a new seed for backward and forward citation searching. Citation searching is especially valuable for difficult-to-search topics involving inconsistent terminology or poor conceptual clarity. The TARCiS statement identifies such circumstances as ones in which supplementary backward and forward citation searching should be seriously considered in systematic searches.

Do not force the new literature into your original vocabulary

Once researchers discover an adjacent literature, there is a temptation to translate everything immediately: “Their construct X is basically our construct Y.” Sometimes that conclusion is defensible. Often it is premature.

Compare the actual definitions. Examine dimensions and boundaries. Look at how constructs are operationalized. Determine what causes and consequences each theory proposes. Two constructs may share observable indicators while making very different theoretical claims.

Preserving those differences can be intellectually productive. A parallel literature may matter precisely because it offers another explanation for something your original literature treats differently.

Conceptual bridges are especially valuable

Some papers explicitly connect two previously separate traditions. They compare theories, import a construct from another discipline, review overlapping concepts, or test competing explanations.

These bridge papers can be unusually productive search seeds because their reference lists contain literature from more than one conceptual community. Their forward citations may also reveal subsequent attempts to integrate, distinguish, or compare those traditions.

A bridge paper does not prove that the literatures are equivalent. It simply provides a documented connection worth investigating.

Search authors and research groups once the alternative vocabulary appears

Parallel literatures often become easier to see once you identify several recurring researchers. Search those authors independently and inspect their broader publication histories. Researchers may use changing terminology across a program of work, particularly as theories develop or move between disciplines.

If several authors collaborate repeatedly, examining the broader research group's publications can reveal related work whose titles do not resemble your original query.

Do not depend on citation chaining alone

Citation chaining can help once you have entered the parallel literature, but it cannot guarantee that you will discover the literature in the first place. TARCiS recommends against standalone citation searching for systematic searches aiming at completeness of recall because citation-only approaches have missed literature included in systematic reviews.

This is why conceptual searching and citation searching work well together. Conceptual searching can jump between weakly connected citation networks. Citation searching can then explore the newly discovered network in depth.

Watch Out

Conceptual breadth can become conceptual slippage. Do not keep expanding the search merely because two constructs share one feature. At each expansion, return to the research question and ask whether the newly discovered literature addresses enough of the same phenomenon to inform the problem you are actually studying.

Parallel does not necessarily mean competing

Two literatures may offer rival explanations, but they may also operate at different levels of analysis, examine different stages of a process, or answer complementary questions.

One tradition might explain whether a behavior occurs, another how people experience it, and another how institutional conditions shape it. Calling these literatures competing would misrepresent their relationship.

Discover first. Compare second. Decide the conceptual relationship only after examining what the literatures actually claim.

04 · A Practical Example

Finding a Parallel Literature Without Pretending the Concepts Are Synonyms

Hypothetical Example

Searching beyond “student engagement”

Suppose you are investigating why university students become less involved in online courses. Your initial search is organized around student engagement and disengagement. It produces a substantial educational literature, but you suspect that researchers elsewhere may have studied overlapping behavior using different conceptual frameworks.

Describe the phenomenon Instead of beginning with “engagement,” you describe observable features: reduced participation, withdrawal from activities, declining interaction, course persistence, and discontinuation.
Search outside the original construct Broader searches reveal literature on persistence, academic integration, online participation, withdrawal, and technology discontinuance.
Inspect conceptual boundaries You discover that these concepts overlap with engagement in some respects but differ in definitions, explanatory mechanisms, and outcomes. You therefore do not merge them into one construct.
Identify a bridge paper One study explicitly relates engagement to persistence. Its references introduce researchers and theories from both traditions.
Enter the parallel literature You search the newly discovered terminology independently and citation-chain from relevant papers within that literature.
Interpret the relationship Some studies become directly relevant to your question, some provide alternative explanations, and others turn out to address sufficiently different phenomena that they remain outside your scope.

The success of the search does not depend on proving that engagement, persistence, participation, and discontinuation mean the same thing. It depends on discovering plausible conceptual neighbors and then examining their relationship carefully.

05 · What Researchers Often Get Wrong

Common Mistakes When Searching Across Conceptual Traditions

Misconception

I Just Need a Longer Synonym List

Synonyms help when terminology differs while the underlying construct remains substantially similar. They are less effective when another literature organizes the phenomenon through genuinely different constructs or theories. In that case, you need conceptual translation rather than lexical expansion alone.

Misconception

If Two Literatures Study the Same Behavior, Their Constructs Must Be Equivalent

No. The same observable behavior can be interpreted through different theoretical mechanisms and measured in different ways. Compare definitions, operationalizations, assumptions, and predicted relationships before claiming equivalence.

Misconception

A Parallel Literature Will Eventually Appear Through Citation Chaining

Only if useful citation connections exist. Weakly connected scholarly communities may remain invisible when you repeatedly chain from seeds in one network. Independent conceptual searching is therefore important when you are trying to find research outside a dominant citation literature.

Misconception

The Alternative Literature Must Be Opposed to the Dominant One

Parallel literatures may compete, complement one another, operate at different analytical levels, or simply have developed separately. Their relationship is an empirical and conceptual question, not something you can infer from separate terminology.

Misconception

Once I Discover Another Concept, I Should Add Every Related Term to My Main Search

Not necessarily. Some concepts may be too broad or only partially relevant. Test candidate terms, inspect what they retrieve, and retain those that improve relevant discovery without making the search conceptually incoherent.

06 · What This Means for You

Treat Concept Discovery as Part of Literature Searching

When terminology is conceptually unstable, constructing the search strategy is partly an act of learning the field. You may not know all relevant concepts before searching because discovering those concepts is one purpose of the search itself.

A simple decision framework

If another term appears to be a straightforward label for the same construct
Test it as alternative search terminology and verify that its usage actually overlaps with yours.
If another concept describes overlapping behavior but rests on a different theory
Search it as a distinct conceptual literature and compare the constructs rather than treating them as synonyms.
If the phenomenon crosses disciplinary boundaries
Investigate how each relevant discipline frames the problem and search using its own terminology.
If one relevant outsider paper reveals unfamiliar terminology
Use its terminology, authors, references, and citing papers as entry points into that literature.
If expanding concepts begins retrieving substantially different phenomena
Return to your research question and tighten the conceptual boundary rather than continuing expansion indefinitely.

The goal is not to produce the world's longest search string. It is to build a defensible bridge between the research question you began with and the different intellectual languages in which relevant evidence may have been produced.

07 · A Quick Checklist

Before Concluding That No Parallel Literature Exists

When searching for conceptually different literature, check:
Can you describe the phenomenon without using your preferred theoretical construct?
Have you separated genuine synonyms from concepts that merely overlap?
Have you searched observable behaviors, outcomes, populations, contexts, methods, or measures where appropriate?
Have you examined how neighboring disciplines conceptualize the underlying problem?
Have you used relevant reviews or bridge papers to identify unfamiliar theories and constructs?
When you found an outsider paper, did you inspect its references, citations, authors, keywords, and journal context?
Have you compared definitions and operationalizations before declaring two constructs equivalent?
Are you maintaining the conceptual boundaries required by your research question while expanding discovery?
08 · Frequently Asked Questions

Questions About Finding Parallel Research Literatures

What is a parallel research literature?

It is a useful descriptive term for a body of research that overlaps with another literature in phenomenon, problem, or evidence while developing through different concepts, theories, terminology, disciplines, or citation networks. It is not a formal category with universally agreed criteria.

Are different concepts just synonyms?

No. Synonyms are alternative expressions with substantially similar meanings in context. Different constructs can overlap while retaining different definitions, dimensions, theoretical assumptions, or operationalizations.

How do I know whether an unfamiliar concept belongs in my review?

Apply your research question and eligibility criteria to what the study actually investigates. The fact that a concept overlaps with yours makes it worth examining, but does not automatically make every study using that concept eligible.

Can citation chaining help me find parallel literatures?

Yes, particularly when bridge papers cite more than one conceptual tradition. Citation searching can also explore a parallel literature once you have found an appropriate seed. It is less reliable when the literatures have few citation connections between them.

Should I search every neighboring discipline?

No. Prioritize disciplines with a plausible substantive connection to the phenomenon. Searching disciplines indiscriminately can generate enormous volumes of irrelevant material without meaningfully improving coverage.

What if the parallel literature is much older than mine?

Investigate the historical vocabulary used before your current concepts became established. Older papers and their reference lists can help you trace research written before modern terminology existed.

Should I merge two overlapping constructs in my analysis?

Not simply because they helped you discover one another. Search strategy and conceptual synthesis are separate decisions. Whether constructs can be combined depends on their definitions, measures, theoretical roles, and the purpose of your study.

09 · The Bottom Line

Search Beneath the Vocabulary Without Erasing Conceptual Differences

The Bottom Line

To find a parallel literature using different concepts, search the underlying phenomenon through behaviors, outcomes, contexts, populations, methods, and neighboring disciplinary perspectives, then learn and search the alternative literature in its own conceptual language.

The difficult part comes after discovery. Do not assume unfamiliar constructs are synonyms for yours. Compare their definitions, operationalizations, and theoretical claims, and use citation searching and author searching to explore genuinely relevant conceptual neighborhoods without collapsing distinctions that the research itself treats as meaningful.

10 · Sources and Further Reading

Sources and Further Reading

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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