How to Handle Contradictory Findings in a Literature Review
Every literature review meets contradiction eventually — same question, opposite results — and the drafts that fail are the ones that pick a side silently or bury the losing study in a footnote. This page covers the four-move method for refereeing contradiction honestly: verification, explanation, presentation, and resolution. Each move has a worked example, and the closing section covers the sentence patterns that make your referee calls legible to the grader.
James Parker, MLS
Citation & Formatting Reviewer · Master of Library Science; 9 years as a reference librarian coaching APA, MLA and Chicago styles
Quick answer
Contradictory findings are not a problem to hide; they are the review's best material. The method runs four moves: verify the contradiction is real (not different outcomes or populations), locate the variable that explains it (method, population, period, or measure), present both findings at full strength with their evidence weighed, and state your resolution in one sentence the reader can test. Refereed disagreement scores higher than ignored disagreement.
On this page · 7 sections
Move one: verify the contradiction is real
A large share of apparent contradictions dissolve under inspection. The studies measured different outcomes (self-reported mood versus diagnosed episodes), different populations (college students versus adolescents), different exposure windows (current use versus lifetime use), or different points on the same dose curve. Before refereeing anything, put the two studies side by side on one line each: population, outcome measure, exposure definition, period, design. If any row differs materially, the contradiction may be an artifact, and the honest sentence is that the findings are not directly comparable — which is itself a finding the review can use.
The verification pass also protects you from the subtler version: studies that agree on the direction but differ on magnitude. A 12% effect and a 3% effect are not a contradiction; they are a range, and the review's job is to explain the spread. Reserve the contradiction machinery — the full four-move treatment — for findings that genuinely point opposite ways on the same measurable question. Graders can tell the difference, and a review that treats every variance as a contradiction reads as one that cannot read effect sizes.
The numbers at a glance
The four moves for handling contradictory findings — the range, and where each row actually shows up in coursework. Skim it first; the sections below explain why the range exists and which row applies to you.
| Move | What you do | What it prevents | Time cost |
|---|---|---|---|
| Verify | Confirm both findings measure the same outcome in comparable populations | Refereeing a fake contradiction | 15-30 minutes |
| Explain | Name the variable that separates the studies | A contradiction with no resolution | 30-60 minutes |
| Present | Both findings at full strength, evidence quality weighed | Cherry-picking charges | 1 hour of drafting |
| Resolve | One sentence stating your call and its basis | A review that ends in a shrug | 20 minutes |
Move two: find the variable that explains it
Real contradictions usually have a hidden moderator — the variable whose levels separate the studies. The standard suspects, in the order to check them: population (age, baseline health, setting), period (before and after a policy or technology change), measure (self-report versus objective marker, screener versus clinical interview), method (cross-sectional versus longitudinal, sample size, follow-up length), and dose or exposure definition. The explanation sentence is the review's most valuable product: the two findings reconcile once delivery format is separated — in-person cohorts show the effect, remote cohorts do not.
Finding the moderator takes table work, not inspiration. Add the candidate variables as columns to the verification sheet from move one and look for the column where the studies differ while the others match. When two variables differ at once — population and period — the honest sentence names both and flags the confound, and the review's resolution shifts to the evidence needed to separate them. A contradiction you cannot explain is still reportable; the resolution then becomes what the field needs to test the moderator, which is a legitimate and respectable gap statement.
Move three: present both findings at full strength
The presentation rule is symmetry: each side of the contradiction gets its finding stated as a result, its design named, its sample sized, and its limitations acknowledged in the same breath. Three trials with 2,000 participants found the effect; the single study that did not ran 90 participants self-selected from one clinic. The reader can weigh that — but only if you show the weights. The failure mode is asymmetry dressed as balance: the favored finding gets its numbers, the disfavored one gets a dismissal. Graders mark the pattern instantly, and it reads as advocacy rather than synthesis.
Symmetry extends to language. Both findings are reported, not admitted; the disfavored study is well-designed but limited to, not flawed. The review's authority comes from the reader's trust that the refereeing is fair, and fairness is visible in the evenness of the prose. A practical check: read your two presentation sentences aloud without the study names — could a stranger tell which side you will resolve toward? If yes, the sentences are loaded, and the fix is to move the evidence-quality judgments into explicit statements where they can be examined rather than smuggled into adjectives.
Move four: make the referee call explicit
A review must land somewhere, and the resolution sentence is where. The pattern: weigh, call, warrant. Given the design asymmetry, the current evidence favors the effect at in-person delivery, though the remote result keeps the boundary unsettled. Three parts — the basis (design asymmetry), the call (evidence favors), and the honest boundary (unsettled). What the resolution never does is erase the loser: the call coexists with the contradiction, and the boundary sentence tells the reader exactly how much the call is worth. Reviews that end in both sides have merit are not resolving; they are declining the job.
The resolution sentence is also where the review connects to your own paper. If your thesis builds on the favored side, the resolution is its foundation; if your thesis is precisely the unsettled boundary — the moderator nobody has tested — the contradiction is your gap statement's evidence. Either way the call is load-bearing, which is why it earns its own sentence rather than hiding in a paragraph's final clause. Write it, read it to a classmate, and ask what the paper is claiming; a correct answer means the referee call did its work.
The sentence patterns referees actually use
Six patterns carry nearly all referee work. Verification: the two findings are not directly comparable — the first measured diagnosed episodes, the second self-reports. Reconciliation: the discrepancy reconciles once X is separated. Weighing: the larger trial carries more weight here because its blinding survived the follow-up. Boundary: the effect holds at in-person delivery; remote settings remain untested. Confession of confound: population and period differ together, so neither explains the split alone. Agenda: testing the moderator directly is the field's clearest next step, and the present study takes it up.
Notice what the patterns share: each one states a relationship between studies, which is the sentence type the mechanical test from the literature-review page counts. A review's synthesis score is largely its referee-sentence density — one per contradiction at minimum, two or three where the split is the paper's business. Students underuse these patterns mostly because drafts get written source-by-source, and no single source hands you a relationship sentence. Write them in a separate editing pass, with the two studies' one-liners side by side on screen; the sentences come easily when the materials are arranged.
A five-minute audit of your own source list
Before submitting, run the one-sentence test on every reference: can you state, without opening the PDF, what this source argues and where it supports your paper? Sources that fail the test are collected, not used — cut them or promote them by actually integrating their evidence. Count what remains; that number, not the folder in your reference manager, is what satisfies the requirement.
Two composition checks finish the audit. First, no more than a third of your list should be non-scholarly — news pages, organizational posts, encyclopedias. Second, your three or four load-bearing sources should appear in the text two or more times each; if every source appears exactly once, your paper is a relay of summaries, and the fastest fix is deepening the analysis around your best two sources. The citation generator below formats whatever survives the audit in APA, MLA and Chicago.
What's your next step?
Two taps to the exact page that unblocks this paper.
Citation Generator
BIBLIOGRAPHYSmith, Jane (2024). The effect of spaced practice on essay quality. Journal of Writing Research, 16(2), 245–268. https://doi.org/10.17239/jowr-2024.16.02.03
Verify before submitting (APA 7):
- Author names inverted (Surname, Initials.) with an ampersand before the last author
- Article titles in sentence case; journal names in Title Case italics
- DOI shown as a live https://doi.org/ link (no 'DOI:' prefix)
- Edition and publisher location rules: editions in parentheses, no city since APA 7
Fast recall: how to handle contradictory findings in a literature review
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Frequently asked questions
4 answered1What if two studies directly contradict and I cannot find any variable that explains it?
Report it as a genuine open contradiction and make the unexplained split your resolution: the finding holds in three cohorts and fails in one, and no design difference in the table explains the boundary. Then the agenda sentence earns its place — what study would discriminate between them, and why nobody has run it. An honest unexplained contradiction, verified and displayed, is stronger synthesis than a forced explanation.
2Should I exclude the study that disagrees with my thesis?
No — exclusion for disagreement is cherry-picking, and it is the fastest way to fail the review. The disfavored finding belongs in the evidence run at full strength, weighed by design and sample, and your thesis resolves around it openly. If the study has a genuine methodological defect, state the defect and its consequence in one sentence; the reader weighs it. Selection is for relevance, never for verdict.
3How much space should the contradiction get?
Proportional to how central it is. A minor split between two of fifteen sources gets a reconciliation sentence inside its theme; a contradiction that defines the field's open question can anchor its own section and your thesis. The error is always the same in both directions — burying a central contradiction in one clause, or inflating a footnote disagreement into a crisis. Let the paper's question decide the weight.
4Can I average the findings instead of refereeing them?
Only in the loose sense of ranges: three studies at 10-14% and one at 3% can be reported as a 3-14% band with the low outlier flagged. A true numerical average (meta-analysis) requires methods the review does not license — weighting by precision, testing heterogeneity — and doing arithmetic on four studies does not make it one. Describe the spread, explain it, and referee the boundary; that is what the genre supports.
James Parker, MLS
Citation & Formatting Reviewer · Master of Library Science; 9 years as a reference librarian coaching APA, MLA and Chicago styles
More questions students actually ask
Same treatment — real ranges, the reasons behind them, and a live tool on every page.
Terms this page assumes you know
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