Dataset · Typing and writing speed
Typing Speed Statistics: Average WPM by Group
How fast do people type on a computer keyboard, and how does it differ between groups and tasks?
Adults typically type at a moderate pace on a computer keyboard: the median of the published figures for general adults is 51.6 words per minute, and for office workers 54.6 words per minute. The fastest typists in the data start near 78 words per minute, while children and students learning to type sit far below.
14 data points from 6 sourcesUpdated October 19, 2026Free to reuse under CC BY 4.0
51.6words per minute
In the typing speed on computer keyboards dataset, the 5 published figures for “General adults” have a median of 51.6 words per minute, ranging from 26 to 58.9.
How it is calculated
54.6words per minute
In the typing speed on computer keyboards dataset, the 5 published figures for “Office and professional workers” have a median of 54.6 words per minute, ranging from 38 to 61.
How it is calculated
99words per minute
In the typing speed on computer keyboards dataset, the 2 published figures for “Fastest typists” have a median of 99 words per minute, ranging from 78 to 120.
How it is calculated
78words per minute
In a study of 136 million keystrokes from an online typing test, typists faster than 90 percent of participants were those above about 78 words per minute.
Vivek Dhakal et al., CHI 2018, ACM Conference on Human Factors in Computing Systems, 2018
Most adults type at a moderate pace when they are tested on a computer keyboard. Across the published figures for general adults, the median is 51.6 words per minute 1. For office and professional workers it is 54.6 words per minute 2. Skilled typists reach roughly double that, and beginners and children type at less than half of it.
The dataset holds 14 data points from 6 sources. It covers measured speeds on physical desktop and laptop keyboards. Phones and tablets are excluded. The full table is below, and our guide to typing speed explains how speed is measured and what counts as fast.
The typical adult types at a moderate pace, but the test takers skew fast
The largest source is an online typing test studied by Dhakal and colleagues. Its participants averaged 51.56 words per minute 3. The same study gives the spread: the slowest typists were below about 26 words per minute 4, and the fastest were above about 78 words per minute 5. So the middle of this crowd spans a wide band, not a narrow one.
A second large dataset points lower. Ratatype's analysis of a very large set of online tests found a median it rounds to about 30 to 40 words per minute 6. Ratatype publishes a median and Dhakal and colleagues publish a mean, so the two are not the same statistic. Speed data are usually skewed by a tail of very fast typists, which pulls a mean above a median. That alone explains part of the gap.
| Task | Figure | People | Year | Typing speed (WPM) | Source |
|---|---|---|---|---|---|
| Copying text | Mean | 2016 | 58.9 | Feit et al., 2016 7 | |
| Copying text | Mean | 2016 | 57.8 | Feit et al., 2016 8 | |
| Online typing test | Mean | 2018 | 51.6 | Dhakal et al., 2018 3 | |
| Online typing test | Median | 506024 | 2026 | 30 to 40 | Ratatype, 2026 6 |
| Online typing test | Percentile | 2018 | 26 | Dhakal et al., 2018 4 |
Workers split by method more than by job
The Typing.com survey of full-time workers gives the clearest look at office and professional workers. Workers who typed with all fingers averaged 54.6 words per minute 9. Those who used some fingers, but not all, averaged 54.7 words per minute 10. The two figures are effectively the same, and the source's own caveat says the gap is too small to read as real.
What does separate workers is whether they watch the keys. People who mainly typed without looking down averaged 61 words per minute 11. The small group who mainly looked at the keyboard averaged 39.5 words per minute 12. That is a very large gap, and it is the largest difference among adults in the table. It is an association: the survey does not show that looking down causes slower typing.
Age also shows up. Male baby boomers were the slowest generation and gender group in that survey, at 38 words per minute 13. That is a single figure from a small slice of the sample, so treat it as a hint.
| Task | Figure | People | Year | Typing speed (WPM) | Source |
|---|---|---|---|---|---|
| Online typing test | Mean | 61 | Typing.com 11 | ||
| Online typing test | Mean | 54.7 | Typing.com 10 | ||
| Online typing test | Mean | 54.6 | Typing.com 9 | ||
| Online typing test | Mean | 39.5 | Typing.com 12 | ||
| Online typing test | Mean | 38 | Typing.com 13 |
Touch typing alone does not guarantee speed
A controlled study by Feit and colleagues compared people who had learned touch typing with those who had not, on a text copying task. Touch typists averaged 57.8 words per minute 8. Typists without formal training averaged 58.93 words per minute 7. The paper reports that the difference was not statistically significant, and the non-touch group was nominally ahead.
This looks like it contradicts the worker survey, where watching the keys went with much lower speed. It does not have to. The people in the lab study were experienced everyday typists who had developed their own efficient habits. The survey compared looking at the keys against not looking. The method label does not decide speed. What matters is how fluent the person has become.
The fastest typists are far above the middle
The fastest typists in the data are a separate group. Across its two figures, the median is 99 words per minute 14. The top of the online test went to 120 words per minute 15 or more. That figure comes from a very large sample, so it reflects the best of a very large crowd and not a typical expert.
Both figures describe thresholds within one test, so they say little about what a professional typist sustains over a working day. The dataset has no figure for professional typists as a group.
Children and students learning to type are far slower
Children and students show the lowest speeds in the data. A school study in Cape Town measured a group using a gamified typing course. Its average rose during training to 25 words per minute 16 by the end of training. The groups were small, they were not randomized, and the control group also improved considerably, so the gain cannot be credited to the game alone.
Japanese university students copying Japanese text on desktop computers averaged 23 words per minute 17. That figure is for a different writing system and an older generation of devices, and Japanese input needs a conversion step. It should not be compared directly with English figures.
| Task | Figure | People | Year | Typing speed (WPM) | Source |
|---|---|---|---|---|---|
| Copying text | 24 | 23 | Houser et al. 17 |
Where the studies disagree
Three disagreements matter.
- Mean against median. The online test mean is 51.56 words per minute 3, and the Ratatype median is 30 to 40 words per minute 6. Different statistics, different test takers and different rules for errors make them hard to reconcile.
- Test against task. Copying a fixed text, as in the Feit study, removes the time spent thinking. Online tests use short sentences. Neither looks like writing an email or a report, where pauses to think cut the pace.
- Volunteers against the population. Everyone in the large datasets chose to take a typing test. The Dhakal source itself notes that frequent typists are over-represented, so the average there is higher than the population figure.
What the data cannot tell you
The rows do not show how fast people type while composing real documents. Almost all of them come from online tests or copying tasks. Only a few rows come from a controlled lab setting, and none measure long working sessions.
Several groups have no data at all. There are no figures here for older adults as a group, for people with disabilities, or for professional typists. The one older-adult hint is a single survey slice of male baby boomers. The Typing.com figures are undated, come from a vendor survey of computer-literate workers recruited online, and excluded extreme speeds. Several sources do not say whether errors are deducted from the speed. Country is rarely stated, and the sources differ in language, so cross-country comparison is not possible.
What this means if you choose how to write
Treat the median figures above as a realistic benchmark for a practiced adult, and expect casual typists to fall below them. Do not count on the high figures: reaching the speeds of the fastest typists takes sustained practice, and they were measured on short test sentences.
Two points are practical. First, looking at the keys is the clearest marker of slower typing in these data, so building the habit of looking at the screen is worth the effort for anyone who types often. Second, typing speed on a keyboard is only a starting point for choosing a writing method. Real writing includes thinking time and corrections, which these figures leave out. If your typing sits well below the figures above, or typing is painful, other input methods may suit you better. Our guide to typing speed compares the options and shows how speeds on other devices and by voice compare.
| Who | Task | Figure | People | Typing speed (WPM) | Source |
|---|---|---|---|---|---|
| General adults | Copying text | Mean | 58.9 | Feit et al., 2016 7 | |
| General adults | Copying text | Mean | 57.8 | Feit et al., 2016 8 | |
| General adults | Online typing test | Mean | 51.6 | Dhakal et al., 2018 3 | |
| General adults | Online typing test | Median | 506024 | 30 to 40 | Ratatype, 2026 6 |
| General adults | Online typing test | Percentile | 26 | Dhakal et al., 2018 4 | |
| Students | Copying text | 24 | 23 | Houser et al. 17 | |
| Office and professional workers | Online typing test | Mean | 61 | Typing.com 11 | |
| Office and professional workers | Online typing test | Mean | 54.7 | Typing.com 10 | |
| Office and professional workers | Online typing test | Mean | 54.6 | Typing.com 9 | |
| Office and professional workers | Online typing test | Mean | 39.5 | Typing.com 12 | |
| Office and professional workers | Online typing test | Mean | 38 | Typing.com 13 | |
| Children and teens | Mean | 25 | Chomunorwa, 2017 16 | ||
| Fastest typists | Online typing test | Maximum or record | 168960 | 120 | Dhakal et al., 2018 15 |
| Fastest typists | Online typing test | Percentile | 78 | Dhakal et al., 2018 5 |
Evidence
Every number on this page, with where it comes from. Open a fact to see the exact words in its source.
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The data behind these numbers
Every data point
Each row is one published figure for one group, in words per minute. The row opens its fact page with the exact words of the source; the source opens the original.
| Source | |||||||
|---|---|---|---|---|---|---|---|
| Feit et al. 2016, non-touch | General adults | Copying text | Mean | 2016 | 58.9 | Feit et al., 2016 | |
| Feit et al. 2016, touch typists | General adults | Copying text | Mean | 2016 | 57.8 | Feit et al., 2016 | |
| Dhakal et al. 2018, average | General adults | Online typing test | Mean | 2018 | 51.6 | Dhakal et al., 2018 | |
| Ratatype 2026, median, 506k tests | General adults | Online typing test | Median | 506024 | 2026 | 30 to 40 | Ratatype, 2026 |
| Dhakal et al. 2018, slowest 10% | General adults | Online typing test | Percentile | 2018 | 26 | Dhakal et al., 2018 | |
| Houser, desktop PC | Students | Copying text | 24 | 23 | Houser et al. | ||
| Typing.com workers, eyes on screen | Office and professional workers | Online typing test | Mean | 61 | Typing.com | ||
| Typing.com workers, 5 to 9 fingers | Office and professional workers | Online typing test | Mean | 54.7 | Typing.com | ||
| Typing.com workers, 10 fingers | Office and professional workers | Online typing test | Mean | 54.6 | Typing.com | ||
| Typing.com workers, look at keys | Office and professional workers | Online typing test | Mean | 39.5 | Typing.com | ||
| Typing.com male baby boomers | Office and professional workers | Online typing test | Mean | 38 | Typing.com | ||
| UCT 2017, gamified group | Children and teens | Mean | 2017 | 25 | Chomunorwa, 2017 | ||
| Dhakal et al. 2018, fastest | Fastest typists | Online typing test | Maximum or record | 168960 | 2018 | 120 | Dhakal et al., 2018 |
| Dhakal et al. 2018, fast typists | Fastest typists | Online typing test | Percentile | 2018 | 78 | Dhakal et al., 2018 |
14 rows. Open a row for the exact words of its source.
Calculated from the rows
Every statistic is calculated by code from the rows above. Open one to see the exact values it summarises.
- 51.6 words per minuteIn the typing speed on computer keyboards dataset, the 5 published figures for “General adults” have a median of 51.6 words per minute, ranging from 26 to 58.9.Calculated from other facts
- 54.6 words per minuteIn the typing speed on computer keyboards dataset, the 5 published figures for “Office and professional workers” have a median of 54.6 words per minute, ranging from 38 to 61.Calculated from other facts
- 99 words per minuteIn the typing speed on computer keyboards dataset, the 2 published figures for “Fastest typists” have a median of 99 words per minute, ranging from 78 to 120.Calculated from other facts
- 14 data pointsThe typing speed on computer keyboards dataset holds 14 data points, each a published figure traced to its source.Calculated from other facts
- 6 sourcesThe typing speed on computer keyboards dataset draws on 6 distinct sources.Calculated from other facts
How this dataset is built
- What counts as a row
- Measured typing speeds on physical computer keyboards (desktop or laptop), reported as words per minute, for a defined group of people: from peer-reviewed studies, government or institutional reports, and large typing-test datasets that publish their method. A study that reports several groups contributes one row per group.
- What does not
- Typing on phones and tablets (in the text entry methods dataset instead), speeds without a stated measurement, marketing claims, and figures repeated from another source without their own data.
- How rows are found and checked
- Rows come from three streams: the facts already cited across the library, a structured search of the scholarly literature (OpenAlex and Semantic Scholar) with the queries below, and official and institutional pages. Each candidate is screened against the inclusion rule; each kept figure is stored as a fact with the exact words of its source, checked automatically against the live page. Speeds in characters per minute are converted at five characters per word, and the conversion is noted on the row.
- What the data cannot tell you
- Studies measure different tasks (copying is faster than composing), count words differently, and recruit different people; online typing tests attract people who practise. Treat a median across studies as a typical reported figure, not a population average.
The search record
285
works found by the searches below
61
report a figure in the dataset's terms
4
read and judged by a researcher
2
kept, with their figures checked
The 12 searches, last run October 19, 2026
- OpenAlex: “typing speed words per minute keyboard study”, 50 results
- arXiv: “typing speed words per minute keyboard study”, 2 results
- OpenAlex: “typing performance adults words per minute”, 50 results
- arXiv: “typing performance adults words per minute”, 1 results
- OpenAlex: “keystroke dataset typing speed participants”, 50 results
- arXiv: “keystroke dataset typing speed participants”, 0 results
- OpenAlex: “touch typing speed students words per minute”, 50 results
- arXiv: “touch typing speed students words per minute”, 0 results
- OpenAlex: “older adults typing speed keyboard”, 50 results
- arXiv: “older adults typing speed keyboard”, 1 results
- OpenAlex: “transcription typing speed professional typists”, 50 results
- arXiv: “transcription typing speed professional typists”, 0 results
Every work and page screened (4: 2 kept)
Kept, 5 figuresAalto University 136 million keystrokes typing study (Dhakal et al. 2018) and its dataset page
Peer-reviewed CHI 2018 study of 168,960 online volunteers; the Aalto record states the code and dataset are released for scientific use. Four measured WPM rows reused from existing facts (mean 51.56, top-10% threshold 78, slowest-10% threshold 26, fastest 120+), each quoted from the paper.
Not keptMonkeytype public statistics
No published speed figures found: the monkeytype.com about and leaderboards pages returned a stylesheet error page with no statistics, and the project's GitHub source states only the WPM formula (five characters per word), not any measured speed.
Not kept10FastFingers and TypeRacer published averages
10FastFingers' own English test page says 'the average typist manages around 40 words per minute' with no sample, method or date, so it is an unmeasured claim; the 36 WPM statistics page is on fastfingers.net, a separate site that lists '10FastFingers Alternative' among its pages, so it is not used. TypeRacer's stats and about pages returned HTTP 522 on repeated tries, and its homepage and blog pu
Kept, 6 figuresTyping.com or Ratatype published average typing speed statistics with method
Included Typing.com's 980-worker typing test survey (method stated) and Ratatype's April 2026 analysis of 506,024 tests (median range); excluded Typing.com blog averages (40, 27, 50 WPM) and Ratatype's 41.4 WPM infographic, which give no sample, date or method, plus grade-level benchmarks, approximate bounds and a boys/girls figure with no age group.
The whole method, from search to calculation, is on the research data page.
Cite and reuse
You may copy, share and adapt this dataset for any purpose, including commercially, if you credit it with a link. Quoted passages remain their authors' words: cite the original source for those.
Yap (2026). Typing speed on computer keyboards [Data set]. https://yapapp.cc/data/typing-speed
License: CC BY 4.0.
Pages built on this data
- Speech to Text for AI: Why Spoken Prompts Work Better
- The Future of Typing: Voice, AI and the Keyboard
- How fast can a brain-computer interface type?
- What typing speed do you need for law school?
- What typing speed do you need to be a medical scribe?
- Will voice replace keyboards?
- Speech vs Typing Speed: Text Entry Rates Compared
- Typing Speed: Average WPM and How to Type Faster
- What Is a Good Typing Speed? WPM Levels Explained
- How to Type Faster: What Actually Raises Your WPM
- Typing Speed Requirements for Jobs: WPM by Role
- Typing Research: What Keystroke Data Reveals
- Does typing speed still matter?
- Is 100 WPM a fast typing speed?
- Is 50 words per minute a good typing speed?
- Is 60 words per minute a good typing speed?
- Is 80 words per minute a good typing speed?
- What is a good Hindi typing speed?
- What percentile is my typing speed?
- What typing speed do you need for transcription?
- Average Typing Speed: WPM by Age, Gender and Device
- Is 30 words per minute a good typing speed?
- Is 40 words per minute a good typing speed?
- Words per minute (WPM)
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- Disability Statistics: Conditions That Make Typing Hard22 data points
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Read the overview: Typing Speed: Average WPM and How to Type Faster