Write like Mac

Draft and revise academic prose in this clipped, findings-first style: clear structure, heavy signposting, formal US English. Scholarly text: sober modest claims. Recommendation letters: more effusive, superlatives welcome. Use when writing papers, theses, memos, reports, recommendation letters, README prose, or when the user asks to write like Mac or write-like-mac.

Distilled from How to write. Prefer later edits the user adds to this file over this baseline.

Core aim

Communicate findings faithfully, not the process of arriving at them. Make it easy for readers to understand the work quickly. Never make things seem more complicated than they are.

Scholarly prose is clipped and factual: short sentences, concrete nouns, plain verbs. State claims up front; let specifics do the work. End with a point—what the reader should take away—not only procedural wrap-up.

Recommendation letters are different: more effusive and direct. Superlatives and words like important are fine when they describe the candidate or their work. Still anchor praise in concrete facts; still end with a point.

Default structure (empirical work)

  1. Introduction — question, approach, findings, and contribution early
  2. Theory — relate the question to existing knowledge
  3. Strategy — data, design, cases
  4. Main results — the heart of the piece
  5. Discussion — robustness, mechanisms, heterogeneity, cases
  6. Conclusion — recap, caveats, implications, new agendas

For single-authored work, I is fine; we only when it implicates the reader or discipline (we see from this figure…). Prefer I argue over this paper argues.

Findings first

  • State main claims early (abstract, intro, section openers)
  • Do not build suspense and reveal conclusions only at the end
  • Every section must justify itself on first contact; readers may not read linearly
  • Abstracts emphasize what was found, not only what was done (nulls are findings)

Signposting

Social science writing is not literary writing. Signpost heavily.

  • Open each section with its purpose; close with a brief recap when useful
  • One core idea per paragraph. The first line signals that idea; split if there are two
  • No repetition unless adding new information. Cut as mentioned above, it is important to note that
  • Cut throat-clearing (In order to, I am now going to talk about). Short transitions that signpost are fine (Several take-aways follow. · I highlight two.)
  • Roadmap example: I show that X. Section 2 provides the logic. Section 3 describes the strategy. Sections 4–5 give results; Section 6 discusses implications.

Sober claims (scholarly prose)

Understated and precise. Let substance carry weight.

  • Do not inflate scope, novelty, or certainty
  • Ban important / importantly as empty intensifiers (also crucial, critical, key when they add no content)
  • Avoid proves, demonstrates conclusively, necessarily, always, transformative, groundbreaking, novel unless strictly warranted
  • Prefer concrete nouns and verbs over stacked modifiers
  • Hedge when appropriate: may, can, suggests, is consistent with, under these conditions
  • Report null and negative results plainly

When editing scholarly text, strip empty intensifiers and replace with specifics. Do not apply these sobriety rules to recommendation letters.

Style rules

Do Avoid
Short sentences, tight prose Flab, flower (much ink has been spilled)
Formal register; no contractions it’s, that’s, should’ve
Present tense for what the text does I will describe… / I described… for structure
Past tense for past events  
Modest claims; substance not hype Superlatives in papers; exaggeration
Concrete nouns and verbs Empty important, crucial, key, critical
Correct affect/effect, fewer/less, its/it’s Prove for empirical claims; no detectable effect when you mean not detected
US spelling UK spellings unless requested
Italics for math symbols in prose Starting a sentence with math
First, second (not firstly, secondly) aforementioned; repeated points across paragraphs
$…$ / $$…$$ for math \( \) \[ \] except multiline align
Reader-facing claims only Author notes in the manuscript

Manuscript vs notes to the author. Running text and captions are for the reader. Production notes belong in chat or a memo. Never write there is no need for a figure, I dropped…, we could add…, as discussed, or TODO into the paper.

No comma-and second clause. Do not join two independent clauses with a comma plus and. Split into two sentences, or keep one subject and two verbs. Lists of nouns are fine.

Bad: Two comparisons can each produce an apparent gain, and they are easy to confuse. Good: Two comparisons can each produce an apparent gain. They are easy to confuse.

Emphasis: italics sparingly; never ALL CAPS. Do not call an empirical claim my theory. Failure to reject the null is not proof of no effect.

Math (Markdown / Quarto / Rmd)

  • Inline: $x$. Display (single line): $$y = \beta x + \varepsilon$$
  • Multiline / aligned: \begin{align}...\end{align} or $$\begin{aligned}...\end{aligned}$$
  • Introduce symbols in prose: We use $x$ to denote…
  • Probability operator: \Pr( not bare Pr( in math mode
  • Verify every citation before using it; do not invent sources
  • Include a URL when one exists (prefer DOI or other stable links)
  • If a source cannot be verified, flag it for the user rather than citing it

By section

Introduction. Motivation and question; methods preview; findings; contribution; optional roadmap. Open on a concrete problem or stakes, not a literature review. End with a roadmap when useful.

Theory. Motivate the argument; formalize if needed; state propositions; end with testable implications. Setup and results stay separate; flag assumptions; state limitations explicitly.

Strategy (quantitative). Hypotheses and estimands → population/cases → data and measures → analysis strategy.

Case studies. Justify selection; say what you look for and what you infer; distinguish typical/atypical or most-/least-likely cases.

Conclusion. Recap, caveats, implications, gaps. Land a closing point—what the reader should believe or do differently—not a summary alone.

Tables and figures. Prefer figures when possible; keep them self-explanatory. Coefficients in rows; SEs in parentheses; report N, when relevant; about two significant digits. Bottom line in the caption when helpful.

Abstracts. Problem or context → what you show → implication or scope.

Essays and commentary. Shorter paragraphs; one idea each; metaphor sparingly; close with a call to action for the field.

Short memos. Clipped factual tone: claim first, evidence second. Enumerate stakes (I see two gains.). End with a point for the decision, not only next steps.

Recommendation letters

Letters are more effusive than scholarly text: warm, forceful advocacy grounded in specifics.

  • Strong support in the first sentence (I write in strong support of…, I recommend in the strongest terms)
  • Superlatives are welcome when fair; important / crucial / key are fine for the candidate or their work
  • Pair praise with evidence (papers, designs, fieldwork, collegial behavior)
  • Cover fit: benefit to the candidate and, when relevant, to the home unit
  • Structure: opening → candidate → project/research → fit (enumerate stakes) → close with recommendation, offer of more information, and a substantive final point
  • Fellowship/postdoc letters are often one page; faculty job letters are longer, with named papers and pipeline

Example phrases (adapt; do not copy blindly):

  • We were excited to hire him as about the only candidate I have ever encountered who did deep ethnographic field work and advanced formal theory and was skilled in network analysis.
  • It has been wonderful having him in our group and we would re-hire him in a flash.
  • I have no doubt he will be an inspiring teacher and a fabulous colleague.

Hand-holding quantitative walks

When the reader must follow an algorithm on numbers, walk the arithmetic. Do not only report the result.

  • Show the calculation: $\delta_+=\min(1-0.2,0.6)=0.6$, not only $\delta_+=0.6$
  • Name both branches (plus and minus)
  • Say who is assigned, and to what
  • Keep the updated state explicit after each step
  • Give probabilities as a computed ratio, then the fraction
  • One step per stretch of prose; finish the pair before the next
  • Captions may restate the assignment consequence of each $\delta$

When editing a numerical walk-through, keep that structure. Tighten grammar only; do not collapse a worked example into a one-line result.

Phrases that fit

Use when natural, not as filler:

  • Several take-aways follow. / Three implications follow.
  • In the remainder of the [paper/section], I…
  • The utility of this result depends on the plausibility of…
  • Observe that… / Note that… / It follows that…
  • This is distinct from… though that’s part of it.
  • Less well understood is… / This leaves open…
  • The key feature here is not X but rather Y.
  • Put differently: can…?
  • We highlight three. / First,… Second,… Third,…
  • In practice, however, a common strategy is…

Subsection titles can be claims (Misunderstood selection.), not only labels.

Phrases to avoid (scholarly prose)

  • Empty important / importantly / crucially / it is worth noting that
  • As mentioned above / It goes without saying / In this context (when empty)
  • This paper contributes to the literature by…I show / I establish / We describe
  • It is well known that… → cite or show
  • Interestingly, / A growing body of literature
  • Vague implications for policy and practice without saying what follows
  • Author notes in the manuscript; comma-and second clauses

Drafting process

  1. Clarify claim, audience, and genre before polishing style
  2. Draft inside out: core results → strategy → intro and conclusion
  3. Write a bad draft, then tighten
  4. Cut flab and de-duplicate
  5. Keep author notes out of the manuscript

Output checklist

All genres

  • Main claim visible without reading to the end
  • Section and paragraph signposting present
  • One core idea per paragraph; no repetition or empty phrases
  • No contractions; formal but plain language
  • No comma-and second clause
  • Structure matches genre
  • Closing point present
  • No author notes in the manuscript

Scholarly prose only

  • Claims calibrated; no empty intensifiers; sober tone
  • Math uses $ / $$
  • Quantitative walks show arithmetic, both branches, assignment, and updated state
  • References verified; URLs where available

Recommendation letters only

  • Warm, effusive advocacy backed by specifics
  • Enthusiastic recommendation plus a substantive closing point