55 Options For Another Word For According to In Essays

The best choice for Another Word For According to depends on whether you are reporting information, following a rule, or describing how something varies. For source attribution, as reported by and in the view of may fit. For rules, consider in accordance with or under. For distribution, depending on or in proportion to may express your meaning more precisely.

These alternatives are not interchangeable. “According to the report” identifies a source. “According to the instructions” describes conformity. “Allocated according to need” identifies a basis for distribution. Replacing all three with “as reported by” would make two of the sentences misleading or unnatural.

This guide covers 55 useful expressions, including close equivalents and clearly marked contextual rewrites. It explains the grammar each expression needs and the attitude it can convey toward a source. In essays and reports, that distinction matters: reporting a claim, endorsing evidence, and expressing skepticism are different actions.

Best Alternatives At A Glance

What Does According To Mean?

According to functions as a multiword preposition. It normally introduces a noun phrase or an equivalent complement: “according to the survey,” “according to her,” or “according to what we were told.” It does not function like a reporting verb that directly takes a that-clause.

Its three central uses are attribution, conformity, and variation by a criterion. Compare “According to Nina, the room is empty,” “Arrange the files according to the guidelines,” and “The charge changes according to distance.”

Attribution does not automatically endorse or reject a claim. It identifies whose information or account is being presented. A more specific alternative can add an attitude that the original phrase leaves open.

Grammar And Punctuation

At the beginning of a sentence, an introductory attribution is commonly followed by a comma: “According to the schedule, the session starts at nine.” At the end, it may be integrated without a comma: “The session starts at nine according to the schedule.” Placement depends on emphasis and readability.

Use “According to the report, attendance increased,” or “The report states that attendance increased.” Avoid “According to the report states that attendance increased,” which combines two incompatible structures. The phrase has no useful inflected word family for this search; ordinary alternatives are phrases and clause rewrites rather than new forms of the same word.

Choose An Alternative By Meaning

Reporting A Source

As reported by suits reported information. In the opinion of marks a judgment. As claimed by can distance the writer from a statement. Choose the expression that fairly represents what the source actually did.

Following A Rule Or Standard

Use in accordance with, in compliance with, or as specified in for relevant standards and instructions. Compliance is more specific than simple consistency. Do not turn a source reference into a claim of obedience.

Variation, Distribution, And Decisions

Depending on names a variable; in proportion to describes a particular quantitative relationship. In light of introduces a consideration behind a decision. These alternatives often require a full sentence rewrite.

55 Synonyms And Contextual Alternatives For According To

1. As reported by

Part of Speech: Prepositional expression. Meaning: Attributing information to someone who reports it.

Best Used For: News, summaries, and documented findings. Example: “As reported by the local paper, the bridge will reopen Monday.”

Nuance: Does not guarantee that the report is accurate. Synonym Strength: Close.

2. As stated by

Part of Speech: Prepositional expression. Meaning: Attributing an explicit statement.

Best Used For: Formal writing about a person’s stated position. Example: “As stated by the chair, the vote is postponed.”

Nuance: Use it for something the source actually stated, not your inference. Synonym Strength: Close.

3. As noted by

Part of Speech: Prepositional expression. Meaning: Attributing an observation or point already made.

Best Used For: Commentary and analytical writing. Example: “As noted by the reviewer, the ending changes the story’s tone.”

Nuance: Often presents the source’s point as relevant or worth noticing. Synonym Strength: Contextual.

4. As observed by

Part of Speech: Prepositional expression. Meaning: Attributing something observed or remarked upon.

Best Used For: Observation and interpretation. Example: “As observed by the instructor, attendance improved after the change.”

Nuance: Observation does not always establish a causal explanation. Synonym Strength: Contextual.

5. As described by

Part of Speech: Prepositional expression. Meaning: Attributing a description.

Best Used For: Accounts of events, places, or methods. Example: “As described by the witness, the room had two exits.”

Nuance: Emphasizes the source’s description rather than every kind of claim. Synonym Strength: Contextual.

6. As explained by

Part of Speech: Prepositional expression. Meaning: Attributing an explanation.

Best Used For: Methods, mechanisms, and reasons. Example: “As explained by the technician, the delay came from a damaged cable.”

Nuance: Suggests explanatory content, not merely an assertion. Synonym Strength: Contextual.

7. As argued by

Part of Speech: Prepositional expression. Meaning: Attributing a reasoned position.

Best Used For: Essays and critical discussion. Example: “As argued by the author, access is central to participation.”

Nuance: Signals argument rather than an uncontested fact. Synonym Strength: Contextual.

8. As suggested by

Part of Speech: Prepositional expression. Meaning: Attributing a proposal or tentative indication.

Best Used For: Cautious interpretation and recommendations. Example: “As suggested by the editor, the introduction needs a clearer example.”

Nuance: Can mean a recommendation or an implication, depending on its object. Synonym Strength: Contextual.

9. As maintained by

Part of Speech: Prepositional expression. Meaning: Attributing a position someone continues to hold.

Best Used For: Debates and disputed interpretations. Example: “As maintained by the historian, the local evidence deserves more weight.”

Nuance: Can suggest an established or defended position. Synonym Strength: Contextual.

10. As claimed by

Part of Speech: Prepositional expression. Meaning: Attributing an assertion without necessarily endorsing it.

Best Used For: Claims requiring scrutiny. Example: “As claimed by the seller, the watch is unused.”

Nuance: Often introduces distance or skepticism. Synonym Strength: Contextual.

11. As asserted by

Part of Speech: Prepositional expression. Meaning: Attributing a confident declaration.

Best Used For: Critical discussion of a stated position. Example: “As asserted by the speaker, the change will reduce delays.”

Nuance: Emphasizes force of assertion rather than supporting evidence. Synonym Strength: Contextual.

12. As documented by

Part of Speech: Prepositional expression. Meaning: Attributing something supported by a documentary record.

Best Used For: Recorded events and findings. Example: “As documented by the archive, the building served several purposes.”

Nuance: Implies documentation exists; do not use it for an unsupported comment. Synonym Strength: Narrower.

13. As recorded by

Part of Speech: Prepositional expression. Meaning: Attributing a recorded observation or account.

Best Used For: Logs, records, and historical accounts. Example: “As recorded by the clerk, twenty members attended.”

Nuance: Focuses on what was entered into a record. Synonym Strength: Narrower.

14. As indicated by

Part of Speech: Prepositional expression. Meaning: Pointing to a source or sign that suggests something.

Best Used For: Data interpretation and cautious conclusions. Example: “As indicated by the survey responses, travel time remains a concern.”

Nuance: Usually interprets evidence rather than simply reporting speech. Synonym Strength: Contextual.

15. As shown by

Part of Speech: Prepositional expression. Meaning: Pointing to evidence presented as demonstrating something.

Best Used For: Clear findings and supported explanations. Example: “As shown by the attendance chart, participation rose in June.”

Nuance: Stronger evidential wording than neutral attribution. Synonym Strength: Contextual.

16. On the authority of

Part of Speech: Prepositional phrase. Meaning: Relying on a source regarded as authoritative.

Best Used For: Formal attribution and historical accounts. Example: “The editor accepted the date on the authority of the archivist.”

Nuance: Highlights reliance on authority, sometimes more than direct evidence. Synonym Strength: Contextual.

17. In the words of

Part of Speech: Prepositional phrase. Meaning: Introducing someone’s actual wording.

Best Used For: Direct quotations. Example: “In the words of the curator, the exhibit is “a conversation across generations.””

Nuance: Use with faithful wording rather than a loose paraphrase. Synonym Strength: Narrower.

18. To quote

Part of Speech: Infinitive reporting phrase. Meaning: Introducing exact words from a source.

Best Used For: Quotations in essays and speeches. Example: “To quote the organizer, “Everyone has a part to play.””

Nuance: Requires an accurate quotation, not invented speech. Synonym Strength: Narrower.

19. In the view of

Part of Speech: Prepositional phrase. Meaning: Attributing a viewpoint.

Best Used For: Interpretations, judgments, and arguments. Example: “In the view of the panel, the proposal needs revision.”

Nuance: Marks opinion rather than every type of factual report. Synonym Strength: Close.

20. In the opinion of

Part of Speech: Prepositional phrase. Meaning: Explicitly attributing an opinion.

Best Used For: Evaluations and judgments. Example: “In the opinion of the reviewer, the second chapter is strongest.”

Nuance: Makes the opinion status more explicit. Synonym Strength: Close.

21. From the perspective of

Part of Speech: Prepositional phrase. Meaning: Presenting a particular standpoint.

Best Used For: Comparing experiences or interests. Example: “From the perspective of commuters, reliability matters most.”

Nuance: A standpoint can be analytical rather than a direct statement by a source. Synonym Strength: Contextual.

22. By someone’s account

Part of Speech: Prepositional phrase pattern. Meaning: Following a person’s version of events.

Best Used For: Narratives and recollections. Example: “By Elena’s account, the meeting ended peacefully.”

Nuance: Emphasizes a version of events that may differ from others. Synonym Strength: Close.

23. In someone’s estimation

Part of Speech: Prepositional phrase pattern. Meaning: Following a person’s judgment or estimate.

Best Used For: Assessments and evaluations. Example: “In the coach’s estimation, the team is ready.”

Nuance: Suggests personal judgment rather than a formal measurement. Synonym Strength: Contextual.

24. On someone’s telling

Part of Speech: Prepositional phrase pattern. Meaning: Following the version someone narrates.

Best Used For: Narrative analysis and contrasting accounts. Example: “On the narrator’s telling, the departure was accidental.”

Nuance: Less common and more interpretive than neutral source attribution. Synonym Strength: Contextual.

25. Based on

Part of Speech: Participial phrase. Meaning: Using something as a basis.

Best Used For: Evidence, decisions, and interpretations. Example: “Based on the inspection report, we postponed the opening.”

Nuance: Introduces the basis for a conclusion rather than merely its source. Synonym Strength: Contextual.

26. Drawing on

Part of Speech: Participial phrase. Meaning: Using material or ideas from a source.

Best Used For: Synthesis and analytical writing. Example: “Drawing on the interviews, the article compares several experiences.”

Nuance: Suggests selective use or synthesis rather than a single reported claim. Synonym Strength: Contextual.

27. As evidenced by

Part of Speech: Prepositional expression. Meaning: Identifying evidence supporting a statement.

Best Used For: Supported analytical claims. Example: “Interest increased, as evidenced by the larger waiting list.”

Nuance: Makes an evidential claim stronger than ordinary attribution. Synonym Strength: Contextual.

28. Judging by

Part of Speech: Participial phrase. Meaning: Making an inference from a sign.

Best Used For: Tentative everyday assessments. Example: “Judging by the queue, the exhibition is popular.”

Nuance: Marks the writer’s inference rather than a source’s explicit statement. Synonym Strength: Contextual.

29. Going by

Part of Speech: Participial phrase. Meaning: Using something as an informal guide.

Best Used For: Conversation and practical estimates. Example: “Going by the timetable, we should arrive before noon.”

Nuance: Conversational and potentially less exact than formal reporting language. Synonym Strength: Contextual.

30. Per

Part of Speech: Preposition. Meaning: As stated in or in accordance with.

Best Used For: Brief administrative references. Example: “Per your instructions, I attached the receipt.”

Nuance: Concise but can sound bureaucratic in ordinary prose. Synonym Strength: Contextual.

31. In accordance with

Part of Speech: Prepositional phrase. Meaning: Following a rule, instruction, or arrangement.

Best Used For: Policies and procedures. Example: “The files were stored in accordance with the guidelines.”

Nuance: Expresses conformity, not source attribution. Synonym Strength: Very Close.

32. In conformity with

Part of Speech: Prepositional phrase. Meaning: Matching a stated standard or requirement.

Best Used For: Formal standards and specifications. Example: “The labels were printed in conformity with the approved design.”

Nuance: More formal than most everyday alternatives. Synonym Strength: Close.

33. In compliance with

Part of Speech: Prepositional phrase. Meaning: Meeting an applicable requirement.

Best Used For: Rules and required procedures. Example: “The notice was displayed in compliance with the venue’s rules.”

Nuance: Implies an obligation or requirement. Synonym Strength: Narrower.

34. Consistent with

Part of Speech: Adjective phrase. Meaning: Not conflicting with or agreeing with something.

Best Used For: Evidence, policy, and interpretation. Example: “The revision is consistent with the committee’s recommendations.”

Nuance: Agreement does not necessarily mean deliberate obedience. Synonym Strength: Contextual.

35. In line with

Part of Speech: Prepositional phrase. Meaning: Agreeing with a policy, expectation, or trend.

Best Used For: Professional and everyday explanations. Example: “The schedule changed in line with staff feedback.”

Nuance: Broader and less obligatory than compliance. Synonym Strength: Close.

36. In keeping with

Part of Speech: Prepositional phrase. Meaning: Suiting an established character or practice.

Best Used For: Style, traditions, and expectations. Example: “The invitation uses simple colors in keeping with the event’s theme.”

Nuance: Often concerns appropriateness rather than strict rules. Synonym Strength: Contextual.

37. Pursuant to

Part of Speech: Prepositional phrase. Meaning: Carried out under a specified authority or provision.

Best Used For: Formal administrative documents. Example: “The review was conducted pursuant to the board’s resolution.”

Nuance: Strongly formal; unnecessary in ordinary conversation. Synonym Strength: Narrower.

38. Under

Part of Speech: Preposition. Meaning: Within the authority or terms of something.

Best Used For: Rules, agreements, and policies. Example: “Under the venue’s policy, bags must be checked.”

Nuance: Names a governing framework rather than an information source. Synonym Strength: Contextual.

39. Following

Part of Speech: Preposition. Meaning: In accordance with an instruction or practice.

Best Used For: Procedures and requested actions. Example: “Following the organizer’s instructions, we used the side entrance.”

Nuance: Can also mean after; avoid an ambiguous chronology. Synonym Strength: Close.

40. As prescribed by

Part of Speech: Prepositional expression. Meaning: In the way formally set out.

Best Used For: Specified procedures and standards. Example: “The samples were labeled as prescribed by the protocol.”

Nuance: Suggests a defined method rather than a broad suggestion. Synonym Strength: Narrower.

41. As required by

Part of Speech: Prepositional expression. Meaning: As made necessary by a rule or authority.

Best Used For: Explicit requirements. Example: “The form was signed as required by the instructions.”

Nuance: Adds an obligation that according to does not always imply. Synonym Strength: Narrower.

42. As directed by

Part of Speech: Prepositional expression. Meaning: Following instructions from someone or something.

Best Used For: Assigned actions and procedures. Example: “We moved the chairs as directed by the coordinator.”

Nuance: Highlights a direction to act. Synonym Strength: Narrower.

43. As specified in

Part of Speech: Prepositional expression. Meaning: Following details explicitly stated in a document.

Best Used For: Instructions and technical specifications. Example: “The panels were spaced as specified in the drawing.”

Nuance: Requires the relevant detail actually to be specified. Synonym Strength: Narrower.

44. As set out in

Part of Speech: Prepositional expression. Meaning: Following or referring to a written statement.

Best Used For: Plans, reports, and procedures. Example: “We used the review process as set out in the handbook.”

Nuance: Emphasizes written presentation of the process. Synonym Strength: Contextual.

45. As stipulated in

Part of Speech: Prepositional expression. Meaning: Following an expressly stated condition.

Best Used For: Agreements and defined arrangements. Example: “Payment is due as stipulated in the agreement.”

Nuance: Suggests a specific condition, not a casual recommendation. Synonym Strength: Narrower.

46. Depending on

Part of Speech: Participial expression. Meaning: Varying with a particular factor.

Best Used For: Prices, schedules, and arrangements. Example: “The fee varies depending on room size.”

Nuance: Describes variation, not attribution or rule-following. Synonym Strength: Close.

47. In proportion to

Part of Speech: Prepositional phrase. Meaning: In a corresponding quantitative relationship.

Best Used For: Allocation and measurable quantities. Example: “Supplies were distributed in proportion to group size.”

Nuance: Makes a proportional claim that may be stronger than the original. Synonym Strength: Narrower.

48. Proportionate to

Part of Speech: Adjective phrase. Meaning: Corresponding appropriately in amount or degree.

Best Used For: Shares, responses, and allocations. Example: “Each team’s allocation was proportionate to its workload.”

Nuance: Requires grammatical adjustment and a meaningful relationship. Synonym Strength: Contextual.

49. Commensurate with

Part of Speech: Adjective phrase. Meaning: Corresponding in degree, size, or importance.

Best Used For: Formal assessments and compensation descriptions. Example: “The responsibility should be commensurate with the role.”

Nuance: Does not necessarily mean an exact mathematical ratio. Synonym Strength: Contextual.

50. Relative to

Part of Speech: Prepositional phrase. Meaning: Considered in relation or comparison to something.

Best Used For: Rates, sizes, and comparisons. Example: “The charge is low relative to the amount of work involved.”

Nuance: Often introduces comparison rather than a governing criterion. Synonym Strength: Related, Not Exact.

51. In relation to

Part of Speech: Prepositional phrase. Meaning: With reference to a relationship.

Best Used For: Comparative descriptions and analysis. Example: “The study examines demand in relation to household size.”

Nuance: Names a relationship without necessarily specifying dependence. Synonym Strength: Related, Not Exact.

52. As determined by

Part of Speech: Prepositional expression. Meaning: Using an identified factor or decision as the determinant.

Best Used For: Classification, selection, and allocation. Example: “Priority is assigned as determined by the published criteria.”

Nuance: Suggests the criterion actually determines the outcome. Synonym Strength: Contextual.

53. In response to

Part of Speech: Prepositional phrase. Meaning: As a reaction or adjustment to something.

Best Used For: Changing demand and practical decisions. Example: “Staffing levels change in response to demand.”

Nuance: Adds a responsive or causal relationship. Synonym Strength: Contextual.

54. With reference to

Part of Speech: Prepositional phrase. Meaning: Using something as a reference point.

Best Used For: Formal explanations and assessments. Example: “The design was assessed with reference to the project brief.”

Nuance: Can also mean concerning, so clarify the intended relationship. Synonym Strength: Contextual.

55. In light of

Part of Speech: Prepositional phrase. Meaning: Taking relevant information into consideration.

Best Used For: Revised judgments and decisions. Example: “In light of the inspection findings, we delayed the opening.”

Nuance: Introduces reasoning, not a direct substitute for every source reference. Synonym Strength: Contextual.

How Source Language Changes Your Claim

According To Vs Similar Expressions

According To Vs Based On

“According to the survey, most respondents walk” reports what the survey says. “Based on the survey, we added a footpath” identifies evidence behind a decision. The second involves reasoning or action beyond attribution.

According To Vs In Accordance With

“According to the guide, the event starts at nine” reports information. “The event was organized in accordance with the guide” describes conformity. A guide can be either an information source or a standard, but the relationship changes.

According To Vs As Claimed By

The first is generally neutral attribution. The second can put distance between the writer and the assertion. If a source simply reports a routine figure, claimed may add an unnecessary suggestion of doubt.

According To Vs Depending On

Both fit variation in “The price changes according to/depending on size.” Only according to normally fits attribution in “According to the manager, the store closes early.”

Formal And Informal Alternatives

Neutral writing often benefits from the plain reporting pattern “The report states that…” rather than a longer introductory phrase. In the view of suits attributed opinions. Going by is conversational. Pursuant to is highly formal and belongs to the conformity sense, not to ordinary citation.

Do not vary attribution mechanically. Repeating a neutral phrase can be better than cycling through claimed, demonstrated, proved, and confirmed, which make different statements about evidence and certainty.

Related Expressions That Are Not Synonyms

Because of introduces a cause, not a source. Regarding introduces a topic. Therefore introduces a conclusion. For example introduces an illustration. These may occur near source references but cannot directly replace according to without changing the relationship.

Citation, attribution, paraphrase, quotation, and reference are related nouns. A paraphrase restates a source in your own words; a quotation reproduces its wording. Neither removes the need to identify a source where attribution is appropriate.

Common Combinations And Contrasts

Natural combinations include according to the report, according to the instructions, according to plan, according to need, and according to the available evidence. These objects signal the intended sense before you choose a replacement.

There is no universal antonym. For disagreement, use contrary to the report or in disagreement with the author. For nonconformity, use in violation of the rules or contrary to the instructions. For independence, use regardless of need or independent of size. These are contextual contrasts, not interchangeable opposites.

How To Choose The Right Alternative

First label the relationship: source, rule, variable, or basis for a conclusion. Next decide whether you are quoting, paraphrasing, or interpreting. “According to Lee, the design is impractical” can become “In Lee’s view, the design is impractical.” “According to the protocol, labels must be blue” can become “The protocol requires blue labels.”

Finally check the claim and grammar. “As shown by the results” should not replace “according to the researcher” if the results do not demonstrate the point. “In proportion to demand” should not replace “according to demand” unless a proportional relationship is actually intended.

Common Mistakes

• Writing “according to me” for an ordinary personal opinion. “In my view” is generally more natural, though “according to me” can work in a deliberate contrast between accounts.
• Combining “according to” with a second reporting verb in the same introductory construction.
• Using a quotation-introducing phrase for a paraphrase.
• Replacing neutral attribution with proved or confirmed without justification.
• Using in compliance with to introduce a person’s opinion. Compliance concerns following requirements.

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Frequently Asked Questions

Conclusion

Choosing Another Word For According to starts with identifying the relationship in your sentence. For attribution, as reported by and in the view of are useful when they accurately characterize the source. For conformity, in accordance with and following fit rules and instructions. For variation, depending on is often the clearest choice.

Check what each alternative adds. Quotation language promises exact wording, evidential language implies support, and compliance language suggests an obligation. If a substitute makes a stronger claim than the source permits, keep the original phrase or rewrite with a precise reporting verb. Clear attribution matters more than introducing variety for its own sake.