Most of the time, a good data synonym is one of five words: information, facts, figures, statistics or findings. Data is a dry, technical word, and repeating it five times in one report makes the page feel like a spreadsheet.
The trick is knowing what kind of data you mean. Raw numbers, the outcome of a survey and records saved on a server each call for a different replacement. This guide sorts them, flags the grammar trap with data is versus data are, and ends with antonyms such as guesswork.
Swatch at a glance
Best swaps
information, figures, statistics, findingsPart of speech
Noun (mass noun, or plural of datum)Most casual
stats, the numbersMost formal
empirical evidence, particularsAntonyms
guesswork, speculation, hearsayWatch out
Knowledge is not a swap for data. Data is the raw material; knowledge is what you understand after studying it.
Data synonym table by meaning
Decide whether you mean numbers, results, stored files or proof. After that, the right row of the table gives you options.
| You mean | Try | Sample line |
|---|---|---|
| Numbers collected | figures, statistics, metrics, stats | Sales figures rose in spring. |
| What a study found | findings, results, readings | The findings surprised the lab. |
| General facts | information, facts, details | Send me the details by noon. |
| Saved records | records, files, entries, logs | The logs show two failed logins. |
| Proof for a claim | evidence, documentation | We lack evidence for that claim. |
Is data singular or plural?
Strictly, data is the plural of datum, so scientists often write the data are clear. In everyday English and most business writing, data works like information, a mass noun: the data is clear. Both are accepted. Choose a form and keep it the whole way through.
Swapping in a synonym can dodge the question. The figures are clear is plural and the information is clear is singular, and nobody will argue with either.
From stats to empirical evidence
Moving along the five chips, each word gets stiffer. Stats fits sports banter and texts. Numbers is plain and friendly. Figures suits finance and meetings. Statistics suggests counting done with method. Empirical evidence is the lab coat version, used in research papers to stress that a thing was observed, not assumed.
Before and after: swapping data in sentences
- The data shows fewer visitors becomes the figures show fewer visitors.
- We collected data from 200 students becomes we gathered responses from 200 students.
- The data from the trial was promising becomes the trial results were promising.
- Please enter your data below becomes please enter your details below.
- Customer data must be protected becomes customer records must be protected.
- Our data suggests a link becomes our findings point to a link.
A team update reads: "The data in the data file confirms the data from last month." Rewritten: "The figures in the spreadsheet confirm last month's results." Three swaps, and the line finally says something.
Near misses to avoid when swapping
Knowledge and insight come after the data, once a person has made sense of it. Write the data gave us insight, not the insight was stored in a table. Research is the activity, while data is what it produces; see the research synonyms page for that word. Analysis is the study of the numbers, not the numbers themselves.
Content works only for digital material such as posts or text, and intelligence fits security and business reports, where it means gathered information about rivals or threats.
Picking a word for essays, reports and slides
In an essay, evidence and findings sound measured and tie the numbers to your argument. In a company report, figures and metrics fit dashboards and targets. On a slide, short words win: the numbers or results. In a privacy policy, use personal information or records, because readers understand those faster than personal data. Related report nouns turn up on essay and academic words, grouped by use.
Opposites of data
Nothing is a perfect antonym of data, though a few words describe claims made without it. Guesswork and speculation mean reasoning with no facts behind it. Hearsay is something passed along by word of mouth. Assumption and conjecture are the formal choices.
- Without the survey, the plan is pure guesswork.
- The article mixes real figures with speculation.
Frequently asked questions
Which swap for data works in the most sentences?
Information is the closest general swap. For numbers, use figures or statistics; for research results, use findings.
Should I say the data is or the data are?
Both are correct. Academic and scientific writing often prefers data are, while business and everyday English usually treats data as singular.
Which data synonym sounds most formal?
Empirical evidence, statistics and particulars sound formal. Findings is a safe academic choice that never feels stiff.
Can I use information instead of data?
Usually, yes. Information is broader and friendlier. Keep data when you mean raw numbers that still need to be processed.
Is there an opposite of data?
Guesswork, speculation and assumption describe ideas with no facts behind them. Hearsay fits secondhand stories.
What does datum mean?
A datum is a single piece of data, such as one reading or one number. It is rare outside science and math.