Complex: One independent clause + one or more dependent clauses
- Example: “Although the sample size was small, the findings were significant.”
- Compound-Complex: At least two independent clauses + one or more dependent clauses
- Example: “While the first experiment failed, the researchers repeated it with improved methods, and they achieved success.”
Key Insight: Academic writing uses a mix of these structures, typically favoring complex and compound-complex sentences to show relationships between ideas. However, clarity trumps complexity—never use a complicated structure if a simple one works better.
2. Vocabulary-Level Patterns
Academic English has its own lexical repertoire—words and combinations that appear far more frequently in scholarly writing than in everyday conversation.
The Academic Word List (AWL)
The Academic Word List (Coxhead, 2000) contains 570 word families that account for approximately 10% of all words in academic texts (Nation, 2001). These include words like:
- analyze, approach, constitute, derive, establish, interpret, methodology, phenomenon, subsequent, theory
Mastering these word families gives you a solid foundation for academic reading and writing.
Collocations: Words That Go Together
Collocations are word pairs that naturally co-occur. Non-native speakers often make errors by choosing synonyms that don’t collocate:
- ✅ conduct research (not “make research”)
- ✅ present evidence (not “show evidence” in formal contexts)
- ✅ significant findings (not “important findings” for statistical results)
- ✅ in contrast (not “on the other hand” when comparing data)
Collocations are field-specific. In economics, you “model behavior”; in biology, you “observe behavior.” Learning collocations requires exposure to your discipline’s literature.
Lexical Bundles (Formulaic Sequences)
Lexical bundles are recurrent multi-word sequences that function as ready-made units. Studies show they comprise 30-50% of academic writing (Biber et al., 2004). Common examples include:
- in the case of
- as a result of
- it should be noted that
- the extent to which
- on the other hand
- in light of the fact that
Native writers use these automatically. Non-native writers often create longer, less idiomatic phrases instead. Learning the most frequent bundles in your field dramatically improves writing fluency.
3. Discourse-Level Patterns
These are conventions that govern how entire sections or genres of academic writing are organized:
- Tense usage by section:
- Introduction: Present tense for established knowledge (“Research shows…”), present perfect for recent developments (“Recent studies have examined…”)
- Methods & Results: Past tense (“We collected…”, “The data revealed…”)
- Discussion: Present tense for interpretation (“This suggests…”), present perfect for summarizing contributions (“This study has demonstrated…”)
- Voice: Passive voice dominates Methods (“Samples were analyzed”) and Results (“A correlation was found”), while active voice appears more in Discussion (“We argue that…”).
- Hedging: Using modal verbs (may, might, could), adverbs (perhaps, possibly), and tentative verbs (suggest, seem) to avoid overstating claims.
Why Non-Native Writers Struggle with Patterns
Research comparing native and non-native academic writing reveals consistent patterns (Csomay, 2018; Peters, 2020):
1. Overuse of Clausal Bundles
Non-native writers tend to rely on clausal bundles (phrases starting with pronouns or疑问 words: “as we can see,” “it is important to note”) whereas native writers prefer phrasal bundles (“as seen in,” “in terms of”). Clausal bundles sound more conversational and less concise.
Example:
- ❌ Non-native tendency: “As we can see from the data, there is an increase.”
- ✅ Native preference: “As seen in Figure 1, there is an increase.”
2. Prompt-Dependent Vocabulary
Students often recycle phrases from assignment instructions rather than generating their own academic language. If the prompt says “Discuss the implications…,” they might write “This paper will discuss the implications…” instead of “The findings highlight…” or “These results suggest…”
3. Limited Lexical Variation
Lower-proficiency learners use a smaller repertoire of high-frequency words, repeating the same terms instead of drawing from the full AWL. Advanced learners close this gap through extensive reading.
4. Direct Translation from L1
Word-for-word translation from your first language produces unnatural collocations and word order. For example, Spanish speakers might say “take a decision” (correct in Spanish) instead of “make a decision.”
5. Article and Preposition Errors
Articles (a, an, the) and prepositions (of, in, on) are notoriously difficult for non-native writers. Errors with abstract nouns (the society vs. society) and discipline-specific collocations (in the literature vs. on the literature) are especially common.
Practical Strategies to Master Academic Patterns
Improving your pattern usage isn’t about memorizing rules—it’s about training your brain to recognize and reproduce the patterns you see in published work.
Strategy 1: Imitative Writing (The Most Effective)
How it works:
- Choose a well-written article in your field (preferably from a top journal).
- Read a paragraph carefully, noting the sentence structures and word choices.
- Cover the original and try to recreate the same paragraph with different content but the same pattern.
- Compare your version to the original. What patterns did you miss? What did you do well?
Why it works: Imitation builds “muscle memory” for academic patterns. You’re not copying content—you’re copying form, which is perfectly legitimate and effective.
Strategy 2: Pattern Noticing and Journaling
Create a “Pattern Journal” where you record interesting structures you encounter:
| Pattern Type |
Example from Source |
Your Attempt |
Date |
| Hedging phrase |
“These results tend to suggest that…” |
“The findings appear to indicate that…” |
2026-04-02 |
| Nominalization |
“…the implementation of the policy” |
“…the application of the method” |
2026-04-02 |
| Lexical bundle |
“in the context of” |
“within the framework of” |
2026-04-01 |
Review your journal weekly to reinforce pattern recognition.
Strategy 3: Use Corpus Tools
Corpora are large collections of texts you can search to see how words and phrases are actually used. Free tools include:
These tools show you what’s actually used in academic writing, not what you think should be used.
Strategy 4: Process Writing—Separate Drafting from Editing
Many non-native writers edit while writing, which disrupts flow and pattern development. Instead:
Pattern revision phase: In a separate pass, specifically look for opportunities to:
- Replace informal phrases with academic equivalents (big → significant, look at → examine)
- Convert verbs to nominalizations (analyze → analysis, decide → decision)
- Add hedging where appropriate (proves → suggests, always → typically)
- Combine short sentences using subordinating conjunctions
Strategy 5: Write Directly in English
Avoid translating from your native language word-for-word. Instead:
- Think directly in English while writing.
- If you need to translate a concept, look up how native authors express that idea in your field’s literature.
- Use bilingual dictionaries cautiously—they often provide single-word equivalents that don’t capture collocational patterns.
Tools and Resources for Pattern Mastery
Essential Free Resources
-
Academic Phrasebank (Manchester)
- Organized by rhetorical function: “describing methods,” “reporting results,” “discussing findings”
- Provides dozens of ready-to-use phrases for each section of a paper
-
The Academic Word List (AWL)
- 570 word families sorted by frequency
- High-frequency sublist (most common) to Sublist 10 (less common)
- Many free flashcards and quizzes available online
-
SkELL (Sketch Engine)
- Visualizes collocates, word sketches, and example sentences
- Shows patterns in context from real academic texts
-
COCA (Corpus of Contemporary American English)
- Search across 1 billion words of text (academic, news, fiction, etc.)
- Compare frequency of phrases across genres
-
Ref-n-Write (paid, but worth mentioning)
- Academic writing tool with pattern checker and phrase generator
- Helps non-native writers adopt standard academic phrasing
Building Your Personal Pattern Library
Create a simple document with headings matching your paper sections:
Introduction Patterns:
- "Despite extensive research on X, little attention has been paid to Y."
- "This paper aims to address the gap in..."
- "The following research questions will guide this study:"
Methods Patterns:
- "Data were collected from..."
- "Participants were randomly assigned to..."
- "The following inclusion criteria were applied:"
Results Patterns:
- "As shown in Table 1, ..."
- "A significant difference was found between..."
- "The correlation coefficient (r) indicated..."
Discussion Patterns:
- "These findings suggest that..."
- "One possible explanation for this result is..."
- "Contrary to expectations, ..."
As you read articles, add patterns to your library. Before writing a new section, review your relevant patterns to prime your brain.
Applying Patterns to Your Writing: A Step-by-Step Workflow
Step 1: Analyze 2-3 Model Papers in Your Field
Select the best-written articles from your target journal. For each:
- Highlight sentence structures (color-code simple, compound, complex).
- Circle lexical bundles and formulaic sequences.
- Note tense usage in each section.
- Identify hedging expressions and nominalizations.
Create a summary sheet of recurring patterns.
Step 2: Draft Without Self-Consciousness
Write your first draft focusing on content. Don’t interrupt your flow to fix patterns. It’s better to have a complete draft with pattern issues than a perfect first paragraph and nothing else.
Step 3: Pattern Enhancement Pass
Using your model papers and pattern library, revise your draft specifically for patterns:
Checklist for this pass:
- Have I used a variety of sentence structures? (Avoid 10 simple sentences in a row)
- Did I employ appropriate nominalizations? (investigate → investigation, analyze → analysis)
- Have I hedged claims adequately? (Add may, might, likely, suggests where appropriate)
- Are my tenses correct for each section?
- Did I use passive voice in Methods/Results where appropriate?
- Have I incorporated 3-5 lexical bundles from my field?
- Are my collocations idiomatic? (Check verbs + nouns, adjectives + nouns)
Step 4: Use a Pattern Checker (Optional)
Tools like Grammarly (premium) or Ref-n-Write can flag non-standard phrasing. Use them as a second opinion, not an absolute authority. Always cross-check with your model papers.
Step 5: Get Human Feedback
Ask a native-speaking colleague or editor to read your revised draft and mark any sentences that “sound off.” Then analyze those sentences: what pattern did you miss? Add it to your pattern library.
When to Use (and Not Use) Academic Patterns
Use Patterns When:
- Writing for a specific journal: Each field has its own conventions. Follow the patterns in that journal’s recent articles.
- Aiming for clarity and precision: Patterns like “in contrast to X, Y demonstrates…” create clear relationships.
- Meeting word count requirements: Nominalization and formulaic sequences can help you write more concisely.
- Projecting professionalism: Standard patterns signal you’re part of the academic community.
Avoid Overusing Patterns When:
- Writing for a general audience: Too many nominalizations and passive constructions can make text dense and inaccessible.
- Being asked for originality: Some disciplines (humanities) value distinctive voice over formulaic phrasing.
- You don’t understand the pattern: Misusing a hedge or nominalization can create ambiguity. It’s better to write simply and correctly than to force an advanced pattern you haven’t mastered.
- The pattern feels forced: If inserting a bundle makes the sentence clunky, leave it out. Natural flow trumps pattern-checking.
Common Mistakes to Avoid
1. Over-Hedging
Hedging is essential, but excessive hedging makes you sound unsure:
- ❌ “The results might possibly seem to suggest a trend…” (too many hedges)
- ✅ “The results suggest a trend…” (balanced)
2. Mixing Formal and Informal Registers
Academic writing requires consistent formality. Avoid conversational phrases:
- ❌ “So, we can see that…” → ✅ “Thus, it is evident that…”
- ❌ “A lot of studies” → ✅ “Numerous studies”
- ❌ “Get better results” → ✅ “Achieve improved outcomes”
3. Using Nominalization Excessively
Nominalization is useful but can create heavy, bureaucratic prose when overused:
- ❌ “The implementation of the investigation led to the identification of…” (wordy)
- ✅ “We investigated and found…” (clearer)
Aim for one nominalization per 2-3 sentences at most.
4. Blindly Copying Patterns Without Understanding
Don’t use a pattern just because you saw it once. Make sure it fits your meaning. If you’re unsure, default to simple, clear sentences.
5. Ignoring Discipline-Specific Variations
What’s standard in biology might be unusual in philosophy. A historian’s use of passive voice differs from a computer scientist’s. Always analyze patterns in your own field’s literature rather than applying generic advice.
Case Study: Before and After Pattern Enhancement
Let’s look at a real example from an ESL writer’s draft and how pattern revision improved it.
Original Draft (Non-native patterns)
“In this paper we look at how social media affects students. We did a survey with 200 students and we found many interesting things. The students who use social media a lot have more anxiety. But also they get better grades. So it’s complicated.”
Issues:
- Conversational tone (“we look at,” “we did,” “interesting things”)
- Simple sentence structures (mostly simple sentences)
- Informal hedging (“so it’s complicated”)
- Lack of nominalization and academic vocabulary
Revised Version (Academic patterns applied)
“This study examines the relationship between social media usage and academic outcomes among undergraduate students. A survey was administered to 200 participants, revealing a complex association between these variables. Frequent social media use correlated positively with self-reported anxiety levels, while simultaneously demonstrating a weak positive relationship with grade point average. These findings suggest a multifaceted dynamic in which social media engagement may concurrently contribute to both stress and academic performance.”
Pattern improvements:
- Nominalization: usage, outcomes, administration, association, relationship, engagement, performance
- Passive voice where appropriate: “A survey was administered”
- Lexical bundle: “suggest a… dynamic”
- Hedging: “may concurrently contribute” (weaker than “causes”)
- Complex sentence: While simultaneously demonstrating…
- Academic vocabulary: correlates with, self-reported, variables, multifaceted dynamic
The revised version is more professional, precise, and conventional—while actually saying the same thing in fewer words (48 words vs. 57).
Conclusion: Your Pattern-Improvement Action Plan
Academic English patterns are learnable. They’re not magical—they’re simply the most efficient ways scholars have developed to communicate complex ideas precisely. As a non-native speaker, your goal is to internalize these patterns through deliberate practice.
Start today with these 5 steps:
- Pick one recent journal article in your field and analyze its sentence patterns (highlight 10 sentences, identify their types).
- Add 3 new patterns to your Pattern Journal from that article.
- Rewrite one of your old essay paragraphs using those patterns.
- Sketch your field’s tense conventions: How does the article use present vs. past? Note this for your next paper.
- Bookmark the Academic Phrasebank and use it whenever you’re stuck on how to phrase something.
Remember: Pattern mastery is a long-term process. Each paper you write is an opportunity to incorporate more patterns until they become second nature.
Need extra help? Our academic editing service can review your drafts specifically for pattern appropriateness and provide detailed feedback on making your writing more conventionally academic. Get a pattern-focused edit →
Frequently Asked Questions
Q: Are patterns the same across all academic disciplines?
A: No. While core patterns (passive voice, nominalization, hedging) are widespread, frequency and style vary. A biology research article uses more passive voice than a philosophy essay. Always analyze top journals in your specific field to identify field-specific patterns.
Q: Can I use too many patterns and sound unnatural?
A: Yes. Overusing nominalizations, hedges, or formulaic phrases creates dense, bureaucratic prose. The goal is appropriate use, not maximum use. When in doubt, prioritize clarity over complexity.
Q: Should I memorize the Academic Word List?
A: Not rote-memorize, but study systematically. Learn 10 new AWL words per week, focusing on word families (analyze, analysis, analytical, analytically). Use them in sentences to reinforce collocations.
Q: What’s the single most important pattern to master first?
A: Nominalization (turning verbs into nouns). It’s the hallmark of academic style and appears in 20-30% of academic sentences. Practice converting: “We analyzed the data” → “The analysis of the data revealed…”
Q: How long does it take to internalize academic patterns?
A: With consistent reading and deliberate practice, you’ll notice improvement in 3-6 months. Mastery (automatic, unconscious use) takes 2-3 years of regular academic writing. Be patient and persistent.
Related Guides
Downloadable Resource: For a comprehensive self-editing checklist, see our Self-Editing Strategies guide which includes a printable checklist covering all major editing concerns.
This guide is based on research in second language writing, corpus linguistics, and academic English pedagogy. Key sources include Hinkel (2001), Biber et al. (2004), Coxhead (2000), and Csomay (2018).
