An Overview of Citation Styles: APA, MLA, Chicago, and When to Use Each

Updated May 2026.

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Most academic writing fails at the same point. The argument is sound, the evidence is gathered, the draft is finished, and then the reference list goes in and something breaks. A title is in the wrong case. A page number sits where a year belongs. A footnote uses a comma where the style guide wants a period. The grade comes back lower than the writing deserved, or the journal sends the manuscript back for formatting before the editorial board ever reads it.


The problem isn't sloppiness. The problem is that citation styles are not interchangeable systems with cosmetic differences. They are full editorial frameworks built around different assumptions about what a reader needs to know about a source, and applying the wrong one, or applying the right one inconsistently, is the single most common reason academic papers come back marked up in red.


This guide explains what citation styles are, why three of them dominate academic writing, how to choose the right one for your discipline, and what each style actually requires. It links to deeper guides for each style, and it draws a clear line between the formatting rules a writer can master in an afternoon and the discipline-specific conventions that take years of editorial experience to apply consistently across a long manuscript.


Quick Answer: Which Citation Style Should You Use?

APA is used in psychology, education, nursing, business, and the social sciences. It emphasizes the publication year because research currency matters. Current edition: APA 7th, published 2019.


MLA is used in English literature, languages, philosophy, and the humanities. It emphasizes the page number because close reading of the source matters. Current edition: MLA 9th, published 2021.


Chicago is used in history, art history, theology, music, and trade book publishing. It offers two systems (notes-bibliography and author-date) and emphasizes documentary detail. Current edition: Chicago 18th, published 2024.


If your instructor or journal hasn't told you which style to use, follow the convention of your discipline. If your instructor has told you, use what they said, even if it conflicts with what your discipline normally uses.


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What Is a Citation Style?

A citation style is a complete set of rules governing how a writer credits sources. It tells you what information to include about a source, what order to put that information in, how to punctuate it, how to capitalize it, where to place it in the text, and how to format the list of sources at the end of the document. Two writers citing the same book in two different styles will produce two visibly different reference entries, and a reader who knows the styles can tell at a glance which discipline the writer comes from.


Citation styles also tell you what kind of intellectual work counts as worth citing. APA's emphasis on the year encodes a social-science assumption that recent research replaces older research. MLA's emphasis on page numbers encodes a humanities assumption that the reader will go back to the original text and read closely around the cited passage. Chicago's elaborate footnotes encode a historian's assumption that the documentary trail itself is part of the argument.


Understanding this lets you make sense of why the rules are what they are. APA puts the year up front because in a paper about depression treatment, a 2024 randomized trial outweighs a 1998 case study, and the reader needs to see that distinction immediately. MLA puts the page number up front because in a paper about Mrs. Dalloway, the exact location of a passage is what makes the argument verifiable. Chicago provides space for an explanatory footnote because in a paper about the French Revolution, the writer often needs to discuss the source itself, not just point to it.


The Three Major Citation Styles

Three styles dominate academic writing in English. A small handful of others (Turabian, AMA, AP, CSE, IEEE) operate within specific fields and are addressed at the end of this guide.


APA Style (American Psychological Association)

APA is the standard in psychology, education, nursing, business, communication, and most of the social sciences. It is published by the American Psychological Association and is currently in its 7th edition (2019). The official APA Style website at apastyle.apa.org is the most authoritative free resource for APA questions and is updated regularly.


APA uses an author-date in-text citation system. Sources are cited in the body of the paper with the author's last name and the year of publication, and the full reference appears alphabetically on a page titled References at the end of the paper. APA requires a title page, double-spacing throughout, and specific formatting for headings, statistics, tables, and figures.


Editor World's APA citation guide covers in-text formatting, reference page structure, and source-type examples in detail. The basic guide to APA style citation works as an introduction for first-time users, and the guide to citing a website in APA addresses the source type that most often gets formatted incorrectly.


MLA Style (Modern Language Association)

MLA is the standard in English literature, languages, comparative literature, philosophy, cultural studies, and most of the humanities. It is published by the Modern Language Association and is currently in its 9th edition (2021). The official MLA Style Center at style.mla.org publishes free guidance, sample papers, and answers to subscriber questions.


MLA uses an author-page in-text citation system. Sources are cited in the body of the paper with the author's last name and the page number where the cited material appears, and the full reference appears alphabetically on a page titled Works Cited at the end of the paper. MLA does not require a title page for student papers and uses a simpler header system than APA.


MLA's most distinctive feature is the container system introduced in the 8th edition and refined in the 9th. Instead of providing a separate template for every source type (book, journal, website, podcast, film), MLA treats every source as one or more nested containers and applies the same set of nine core elements to all of them. The system is more flexible than the older APA-style "find the right template" approach and easier to extend to new source types as they appear.


For the line-by-line comparison of MLA and APA, see Editor World's article on APA vs MLA format and the longer companion piece on the difference between MLA format and APA format. The MLA header guide covers the first-page and running-header conventions students most often get wrong.


Chicago Style (The Chicago Manual of Style)

Chicago is the standard in history, art history, theology, philosophy of religion, music, and trade book publishing. It is published by the University of Chicago Press and is currently in its 18th edition (2024). The Chicago Manual of Style Online is the standard subscription reference; the free Chicago Citation Quick Guide covers the most common source types.


Chicago is unusual among major citation styles because it offers two complete systems, and the writer chooses one based on the discipline.


The notes-bibliography system uses superscript numbers in the body of the paper, full bibliographic information in numbered footnotes (or endnotes) at the bottom of the page, and a complete bibliography at the end of the document. This is the system used in history, literature, the arts, and most trade nonfiction. It looks like the citation system in a serious nonfiction book because that's what it was designed for.


The author-date system uses parenthetical author-date citations in the text, like APA, with a corresponding reference list. This is the system used in the natural sciences, social sciences, and economics when those fields use Chicago rather than APA.


For Chicago specifically, see Editor World's guide on how to write a Chicago style bibliography, which covers the bibliography format used in the notes-bibliography system in depth.


Citation Style Comparison at a Glance

The table below summarizes how the three major styles differ on the conventions writers most often need to compare side by side. Edition direction runs from oldest to newest, and discipline categories run from social sciences to humanities to history.


Feature APA MLA Chicago
Disciplines Psychology, education, nursing, social sciences, business English, literature, languages, philosophy, humanities History, art history, theology, music, trade publishing
Current edition 7th (2019) 9th (2021) 18th (2024)
In-text citation Author and year in parentheses Author and page number, no comma Footnote with full citation, or author-date in parentheses
Reference list title References Works Cited Bibliography (notes system) or References (author-date)
Title page Required Not required for student papers Optional, depending on the publication
Title capitalization Sentence case for article and book titles Title case Title case (headline style)
Author name format Last name and initials only Last name and full first name Last name and full first name in bibliography
Footnotes for sources No No Yes (notes-bibliography system)
Headings system Five levels with strict formatting No formal system Flexible, up to five levels
Most common in US universities, social science journals US high schools and undergraduate humanities courses History journals, university presses, serious trade nonfiction

How the Same Source Looks in Each Style

The clearest way to see what citation-style choice actually changes is to take a single source and format it in all three styles. The example below uses a hypothetical history monograph and shows the in-text citation and full reference entry in APA, MLA, and Chicago.


The source

A book titled Maps of Power: Cartography and Empire, written by Margaret Hollis, published by Yale University Press in 2021, with the cited material on page 112.


In-text citation

APA: (Hollis, 2021, p. 112)


MLA: (Hollis 112)


Chicago notes-bibliography: A superscript number in the text leading to the following footnote: 1. Margaret Hollis, Maps of Power: Cartography and Empire (New Haven: Yale University Press, 2021), 112.


Chicago author-date: (Hollis 2021, 112)


Full reference entry

APA References entry: Hollis, M. (2021). Maps of power: Cartography and empire. Yale University Press.


MLA Works Cited entry: Hollis, Margaret. Maps of Power: Cartography and Empire. Yale University Press, 2021.


Chicago Bibliography entry: Hollis, Margaret. Maps of Power: Cartography and Empire. New Haven: Yale University Press, 2021.


Notice how much information is shared across the three entries (author, title, publisher, year) and how visibly different the formatting still is. Title capitalization changes (sentence case in APA, title case in MLA and Chicago). Author name format changes (initials in APA, full first name in MLA and Chicago). Punctuation changes (periods in APA, commas in MLA between author and title). Place of publication appears in Chicago and not in the other two. Each of these differences is mandatory in its style and wrong in the other styles.


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How to Choose the Right Citation Style

Citation style is rarely the writer's free choice. The decision is made for you by your discipline, your instructor, your journal, or your publisher, and the writer's job is to identify which authority governs the document and follow its instructions exactly. Use this sequence in order.


Step 1: Check the assignment or submission instructions

If you're a student, the syllabus or the assignment sheet specifies the required style. If you're submitting to a journal, the author guidelines page on the journal's website specifies the required style. If you're submitting to a publisher, the editor's submission instructions specify the required style. This authority overrides everything else, including discipline conventions. If your instructor in an English class requires APA, you use APA, even though MLA is the discipline standard.


Step 2: Identify your discipline default

In the absence of explicit instructions, your discipline determines the style. Psychology, education, nursing, communication studies, business, and most social sciences default to APA. English, literature, languages, philosophy, and the humanities default to MLA. History, art history, theology, music, religious studies, and trade book publishing default to Chicago. Look at recent papers in journals you read, or recent dissertations from your department, and use the same style they use.


Step 3: Identify the edition

Each style has a current edition: APA 7th (2019), MLA 9th (2021), Chicago 18th (2024). Style guides change between editions in ways that matter. APA 7th changed how three-or-more-author citations work, dropped the publisher location for books, and introduced the student paper format. MLA 9th expanded the container system and added new guidance for digital sources. Chicago 18th dropped the publication location from book citations, added guidance for AI-generated sources, expanded coverage of inclusive language, and broadened the manual's coverage of fiction and self-publishing.


If your style guide is older than the current edition, your formatting may look correct but be technically out of date. Confirm the edition your instructor or journal expects, then check that you're applying that edition specifically.


Step 4: Identify any house overrides

Many institutions, journals, and publishers maintain a house style that overrides the published guide on specific points. A journal might use APA but require its own format for tables, or use Chicago but suppress the bibliography in favor of footnotes only. Read the author guidelines in full before assuming the published style guide is the final authority.


What Citation Style Choice Actually Costs You When You Get It Wrong

Citation style is unfortunately a domain where the consequences of getting it wrong are out of proportion to the difficulty of getting it right. Three patterns are common.


Grade penalties on student papers. Many instructors deduct points for citation style errors, often a fixed percentage of the grade rather than a per-error penalty. A paper with strong content and inconsistent APA formatting can lose a full letter grade.


Desk rejections from journals. Academic journals receive far more submissions than they can publish, and editors use formatting compliance as an early filter. A manuscript that violates the journal's required style is often returned without peer review on the assumption that a writer who cannot follow citation conventions is unlikely to have followed methodology conventions either. The research on manuscript rejection shows formatting issues among the most frequent reasons for early-stage rejection.


Dissertation committee delays. Doctoral programs and graduate schools maintain strict formatting requirements, and a dissertation that fails the style review is sent back for revision before the defense can proceed. This delays graduation, often by a full term, and adds tuition costs the candidate didn't anticipate.


None of these consequences reflect on the quality of the writer's argument. They reflect only on whether the writer applied the correct style consistently from the first citation to the last.


Common Citation Style Mistakes

Five patterns appear in nearly every paper that comes back marked up for citation issues. Each one is correctable in a single editing pass once you know to look for it.


Mistake 1: Mixing two styles in one paper

Before: Patel and Nguyen (2022) reported similar findings, and a related study described the same effect in older populations (Okafor 218).


After (APA throughout): Patel and Nguyen (2022) reported similar findings, and a related study described the same effect in older populations (Okafor, 2019).


The original mixed an APA-style citation (author plus year) with an MLA-style citation (author plus page). This typically happens when a writer copies citations from sources written in different styles. The fix is to choose one style and apply it to every citation in the document, including ones imported from other documents.


Mistake 2: Title capitalization that doesn't match the style

Before (APA References entry): Okafor, A. B. (2019). Aging in Place: Community Design and Health Outcomes. Princeton University Press.


After (APA References entry): Okafor, A. B. (2019). Aging in place: Community design and health outcomes. Princeton University Press.


APA uses sentence case for article and book titles in the reference list, capitalizing only the first word, the first word after a colon, and proper nouns. MLA and Chicago use title case. The single most common APA error is leaving titles in title case, which is what most word processors capitalize by default.


Mistake 3: Wrong reference list title

Before (MLA paper): References (centered, top of page)


After (MLA paper): Works Cited (centered, top of page)


APA's reference list is titled References. MLA's is titled Works Cited. Chicago's notes-bibliography system uses Bibliography. These titles are not interchangeable. The wrong title is a fast tell that the writer has not actually consulted the style guide.


Mistake 4: Inconsistent author-name format

Before (APA References entry): Rodriguez, Carla M. (2023). The economics of remote work. Quarterly Journal of Labor Economics, 18(2), 47-71.


After (APA References entry): Rodriguez, C. M. (2023). The economics of remote work. Quarterly Journal of Labor Economics, 18(2), 47-71.


APA uses the author's initials in the reference list, not the full first name. MLA uses the full first name. Chicago bibliography uses the full first name. Mixing the conventions is one of the clearest signals to a reader (or an editor) that the writer hasn't applied the style consistently.


Mistake 5: Ignoring the punctuation rules

Before: Rodriguez C M. 2023. The economics of remote work Quarterly Journal of Labor Economics 18 2 47-71


After (APA): Rodriguez, C. M. (2023). The economics of remote work. Quarterly Journal of Labor Economics, 18(2), 47-71.


Citation styles are precise about punctuation in ways that look fussy to writers and consequential to editors and reviewers. APA puts a period after each initial, a comma between the surname and initials, the year in parentheses, a period after the title, italics on the journal name and volume number, and a comma between volume and issue. MLA differs on every one of those points. Chicago differs again. Each citation is a small punctuation puzzle, and the puzzle has a single correct solution per style.


Other Citation Styles You May Encounter

Outside the three major styles, several others operate within specific fields. You will not need most of these unless you publish in the relevant field, but knowing they exist helps you recognize when an unusual format isn't an error.


  • Turabian. A simplified version of Chicago designed for student papers, developed by Kate Turabian and published as A Manual for Writers of Research Papers, Theses, and Dissertations. It uses Chicago's two systems but trims publication-oriented details that don't apply to dissertations and theses. Common in graduate-school formatting requirements.
  • AMA. The American Medical Association style, used in medical journals and biomedical research. Uses superscript numbers in the text and a numbered reference list at the end, similar to a Vancouver-style numerical system.
  • AP. The Associated Press Stylebook, used by journalists, public relations writers, and most US news organizations. AP is a usage and writing-style guide rather than a citation style, but it sets conventions for numbers, abbreviations, capitalization, and punctuation that affect academic writing about journalism and media.
  • CSE. Council of Science Editors style, used in biology, agriculture, and the natural sciences. Offers three citation systems (citation-sequence, citation-name, name-year) depending on the journal.
  • IEEE. The Institute of Electrical and Electronics Engineers style, used in engineering, computer science, and technical fields. Uses bracketed numbers in the text and a numbered reference list, similar to AMA.
  • OSCOLA. The Oxford Standard for the Citation of Legal Authorities, used in legal academic writing in the UK. American legal writing uses The Bluebook instead.

If your discipline uses one of these styles and you're unsure which edition or which variant applies, consult a recent paper from a leading journal in your field. The journal's house style is usually the most reliable working reference.


Citation Management Tools

Citation management software automates the formatting work. The major tools are Zotero, Mendeley, EndNote, and RefWorks. Each one stores your sources, generates in-text citations and reference list entries automatically in the style of your choice, and switches styles instantly if your destination changes.


These tools are useful, and they reduce the time cost of citation management substantially. They are not a substitute for understanding the style. The output of a citation manager is only as accurate as the metadata it pulls from the source, and that metadata is frequently incomplete or wrong, especially for older sources, edited collections, and non-English publications. A writer who relies on Zotero or Mendeley without checking the output ends up with reference lists full of subtle errors: missing publishers, author names with the wrong order, sources marked as journal articles when they're book chapters, dates pulled from a database's accession field rather than the original publication.


The University of Wisconsin Writing Center maintains a clear guide on documentation systems for academic writing, and the Purdue Online Writing Lab publishes the most widely used free reference for APA, MLA, and Chicago formatting in the United States. Both are reliable starting points when a citation manager produces output you're not sure about.


Why Citation Style Compliance Matters Beyond the Grade

Reviewers, journal editors, and dissertation committees treat citation style compliance as a proxy for editorial care. The reasoning is not that style compliance proves the writer is competent. It's that style noncompliance proves the writer didn't take the time to check, and a writer who didn't check the citation format probably didn't check the methodology either, the math either, or the literature review either. Citation style is the cheapest, most visible piece of the manuscript to verify, and reviewers verify it first.


For doctoral students and faculty submitting to peer-reviewed journals, this is the practical reality of academic publishing. A clean reference list does not get the paper accepted. A dirty reference list does get the paper rejected, often before any reviewer reads the abstract.


The Editors Who Handle Citation-Style Editing at Editor World

Editor World's academic editors include credentialed professionals from major US universities, with experience editing across the citation styles common to academic publishing. Clients browse editor profiles, review credentials and verified client ratings, and choose the editor whose background matches the document. Below are several editors with academic credentials relevant to citation-style work.


  • nyanidoc. PhD and MA in Behavioral Psychology (UCLA), BA in Comparative Psychology (UC Riverside), Adjunct Assistant Professor in Psychology. Over 90,000 pages edited, with a 4.95/5 client rating across 3,800+ ratings. Strong background in APA-style work in psychology and the social sciences. View profile.
  • WriteAid. BA in English Literature (Binghamton University), MS in Psychology, PhD candidate at Walden University. Over 20 years of editing, teaching, and writing experience. 4.92/5 client rating. Background spans APA in the social sciences and MLA in literature. View profile.
  • TypeRighter. BA and MA in Philosophy, Certified Teacher with the Cambridge Institute of Education. 4.98/5 client rating across 1,300+ ratings. Background in humanities citation work, including MLA and Chicago notes-bibliography. View profile.
  • BookDoc. MFA in Writing (New York University), Senior Copy Editor at NYU, certified editor with the International Association of Professional Writers and Editors. 4.92/5 client rating. Background in Chicago-style book editing and MLA-style humanities work. View profile.
  • DrEditor. Education and Human Development professor, BA in Community Development and Urban Studies (University of Massachusetts), Graduate Certificate in Conflict Resolution (Florida International University). 4.83/5 client rating. Strong background in APA work in education and the social sciences. View profile.

A full list of currently available editors is at editorworld.com/editors. Clients select their editor before submitting a document and can request a free sample edit to verify fit before committing.


Why Choose Editor World for Citation-Style Editing

  • Recommended by the Boston University Economics Department. Editor World is among the editing services recommended to Boston University Economics students for academic editing support.
  • Choose your editor. Browse profiles, credentials, and verified client ratings before submitting. You aren't assigned an editor at random.
  • 100% human editing, no AI at any stage. Citation-style editing depends on judgment about edition, edition-specific exceptions, and discipline-specific overrides that AI tools handle poorly. Editor World's editors do not use AI tools to edit documents.
  • Native English speakers from the USA, UK, and Canada only. Editors apply the conventions of the variety required by your document.
  • Style guide expertise. Editors work in APA 7th, MLA 9th, Chicago 18th (notes-bibliography and author-date), Turabian, and journal-specific house styles on request.
  • Certificate of editing. Available as an optional add-on. Many academic journals require or strongly recommend a certificate of editing when the submitting author is not a native English speaker.
  • Fast turnaround. Same-day editing is available with 2-hour, 4-hour, and 8-hour options. Longer documents are scheduled for one-day, two-day, or three-day turnaround.

Woman-Founded. Purpose-Driven. People First.

Editor World was founded in 2010 by Patti Fisher, a professor of consumer economics and graduate of The Ohio State University, after seeing firsthand the need for high-quality, personalized editing support for writers at every level. Every client who submits a document at Editor World connects directly with a real editor, receives a personal response, and is treated as an individual rather than a transaction. That is the mission Editor World has maintained for 15 years, and it is reflected in every review we receive.


Get Your Citations Right Before Submitting

Citation-style errors are the cheapest mistakes to fix and the most expensive to ignore. Before you submit a paper, manuscript, or dissertation, every citation should be checked against the current edition of your style guide, and every reference list entry should match its in-text citation exactly. Editor World's academic editing services include this review at the sentence level. The dissertation editing, journal article editing, and essay editing services apply the same standard to documents at each level.


Use the instant price calculator to see your cost before committing, or browse available editors to find someone whose background matches your discipline.




Frequently Asked Questions About Citation Styles

What is a citation style?

A citation style is a complete set of rules governing how a writer credits sources. It tells you what information to include about a source, what order to put it in, how to punctuate it, how to capitalize it, where to place it in the text, and how to format the list of sources at the end of the document. The three major citation styles in academic writing are APA, MLA, and Chicago, and each one is the standard in different disciplines.


What's the difference between APA, MLA, and Chicago?

APA is used in psychology, education, nursing, and the social sciences and emphasizes the publication year. MLA is used in English, literature, languages, and the humanities and emphasizes the page number where the cited material appears. Chicago is used in history, art history, theology, and trade book publishing and offers two systems: notes-bibliography (footnotes plus a bibliography) and author-date (parenthetical citations plus a reference list). The three styles also differ in title page requirements, reference list titles, title capitalization, and author-name format.


Which citation style should I use?

Use whatever your instructor, journal, or publisher specifies. If no style is specified, use your discipline's default. APA is the default in psychology, education, nursing, and most social sciences. MLA is the default in English, literature, languages, and most humanities. Chicago is the default in history, art history, theology, and trade book publishing. When in doubt, ask your instructor or check the author guidelines for your target journal.


What is the current edition of each major style?

The current edition of APA is the 7th, published in 2019. The current edition of MLA is the 9th, published in 2021. The current edition of the Chicago Manual of Style is the 18th, published in 2024. Always confirm the edition your instructor or journal expects, since style guides change between editions in ways that affect formatting, especially for digital sources.


Can I mix citation styles in one paper?

No. A single paper uses one citation style consistently from the first citation to the last. Mixing two styles in one document creates inconsistencies that reviewers and instructors will notice immediately. Choose the required style before you start writing and apply it to every citation, including ones imported from sources written in other styles.


Is Chicago the same as Turabian?

Almost, but not exactly. Turabian is a simplified version of Chicago designed for student papers, developed by Kate Turabian and published as A Manual for Writers of Research Papers, Theses, and Dissertations. It uses Chicago's two systems (notes-bibliography and author-date) but trims publication-oriented details that don't apply to student work. Many graduate schools require Turabian for dissertations and theses, and journals require Chicago for submitted manuscripts. Check which one your context expects.


Are citation managers like Zotero or Mendeley reliable?

Citation managers automate most of the formatting work and reduce the time cost of reference list management substantially. They are not perfectly reliable. The output is only as accurate as the metadata pulled from the source, and that metadata is often incomplete or wrong, especially for older publications, edited collections, and non-English sources. Treat the output as a draft to be checked, not a finished reference list. Spot-check at least one entry of each source type before submitting.


What happens if I get the citation style wrong?

Consequences depend on the document. Student papers typically lose grade points, sometimes a fixed percentage of the assignment grade. Journal manuscripts are often returned without peer review when formatting violates the journal's required style. Dissertations are sent back for revision before the defense can proceed when they fail the graduate school's style review. The cost is consistently out of proportion to the difficulty of getting it right, which is why citation-style editing is a standard step before submission.


Where can I find the official rules for each style?

Each major style maintains an official website. The APA Style website is at apastyle.apa.org. The MLA Style Center is at style.mla.org. The Chicago Manual of Style is at chicagomanualofstyle.org, with a free Citation Quick Guide. University writing centers also publish reliable free guidance, particularly the Purdue Online Writing Lab and the University of Wisconsin Writing Center. The official guides are the final authority when free resources disagree.


Does Editor World handle citation-style editing?

Yes. Editor World's academic editors edit in APA 7th, MLA 9th, Chicago 18th (both notes-bibliography and author-date), Turabian, and journal-specific house styles on request. Citation-style review is included as part of the standard academic, dissertation, journal article, and essay editing services. Clients choose their editor before submitting and can request a free sample edit to verify fit. A certificate of editing is available as an optional add-on for journal submissions that require it.



Published by Editor World. Editor World, founded in 2010 by Patti Fisher, PhD, graduate of The Ohio State University, provides professional editing and proofreading services for academic researchers, graduate students, businesses, and authors worldwide. BBB A+ accredited since 2010 with 5.0/5 Google Reviews and 5.0/5 Facebook Reviews. More than 100 million words edited for over 8,000 clients in 65+ countries. No AI tools are used at any stage.