This article possibly contains original research.(March 2017) |
Typing is the process of writing or inputting text by pressing keys on a typewriter, computer keyboard, mobile phone, or calculator. It can be distinguished from other means of text input, such as handwriting and speech recognition. Text can be in the form of letters, numbers and other symbols. The world's first typist was Lillian Sholes from Wisconsin in the United States, the daughter of Christopher Latham Sholes, who invented the first practical typewriter.
User interface features such as spell checker and autocomplete serve to facilitate and speed up typing and to prevent or correct errors the typist may make.
Techniques
Hunt and peck
Hunt and peck (two-fingered typing) is a common form of typing in which the typist presses each key individually. Instead of relying on the memorized position of keys, the typist must find each key by sight. Although good accuracy may be achieved, the use of this method may also prevent the typist from being able to see what has been typed without glancing away from the keys, and any typing errors that are made may not be noticed immediately. Due to the fact that only a few fingers are used in this technique, this also means that the fingers are forced to move a much greater distance.
Touch typing
In this technique, the typist keeps their eyes on the source copy at all times. Touch typing also involves the use of the home row method, where typists rest their wrist down, rather than lifting up and typing (which can cause carpal tunnel syndrome [citation needed]). To avoid this, typists should sit up tall, leaning slightly forward from the waist, place their feet flat on the floor in front of them with one foot slightly in front of the other, and keep their elbows close to their sides with forearms slanted slightly upward to the keyboard; fingers should be curved slightly and rest on the home row.
Many touch typists also use keyboard shortcuts when typing on a computer. This allows them to edit their document without having to take their hands off the keyboard to use a mouse. An example of a keyboard shortcut is pressing the Ctrl key plus the S key to save a document as they type, or the Ctrl key plus the Z key to undo a mistake. Other shortcuts are the Ctrl key plus the C to copy and the Ctrl key and the V key to paste, and the Ctrl key and the X key to cut. Many experienced typists can feel or sense when they have made an error and can hit the ← Backspace key and make the correction with no increase in time between keystrokes.
Hybrid
There are many idiosyncratic typing styles in between novice-style "hunt and peck" and touch typing. For example, many "hunt and peck" typists have the keyboard layout memorized and are able to type while focusing their gaze on the screen. Some use just two fingers, while others use 3–6 fingers. Some use their fingers very consistently, with the same finger being used to type the same character every time, while others vary the way they use their fingers.
One study examining 30 subjects, of varying different styles and expertise, has found minimal difference in typing speed between touch typists and self-taught hybrid typists. According to the study, "The number of fingers does not determine typing speed... People using self-taught typing strategies were found to be as fast as trained typists... instead of the number of fingers, there are other factors that predict typing speed... fast typists... keep their hands fixed on one position, instead of moving them over the keyboard, and more consistently use the same finger to type a certain letter." To quote Prof. Dr. Anna Feit: "We were surprised to observe that people who took a typing course, performed at similar average speed and accuracy, as those that taught typing to themselves and only used 6 fingers on average."
Thumbing
A late 20th century trend in typing, primarily used with devices with small keyboards (such as PDAs and Smartphones), is thumbing or thumb typing. This can be accomplished using either only one thumb or both the thumbs, with more proficient typists reaching speeds of 100 words per minute. Similar to desktop keyboards and input devices, if a user overuses keys which need hard presses and/or have small and unergonomic layouts, it could cause thumb tendonitis or other repetitive strain injury.
Words per minute
Words per minute (WPM) is a measure of typing speed, commonly used in recruitment. For the purposes of WPM measurement a word is standardized to five characters or keystrokes. Therefore, "brown" counts as one word, but "mozzarella" counts as two.
The benefits of a standardized measurement of input speed are that it enables comparison across language and hardware boundaries. The speed of an Afrikaans-speaking operator in Cape Town can be compared with a French-speaking operator in Paris.
Today, even Written Chinese can be typed very quickly using the combination of a software prediction system and by typing their sounds in Pinyin. Such prediction software even allows typing short-hand forms while producing complete characters. For example, the phrase "nǐ chī le ma" (你吃了吗) meaning "Have you eaten yet?" can be typed with just 4 strokes: "nclm".
Alphanumeric entry
In one study of average computer users, the average rate for transcription was 33 words per minute, and 19 words per minute for composition. In the same study, when the group was divided into "fast", "moderate" and "slow" groups, the average speeds were 40 wpm, 35 wpm, and 23 wpm respectively. An average professional typist reaches 50 to 80 wpm, while some positions can require 80 to 95 wpm (usually the minimum required for dispatch positions and other typing jobs), and some advanced typists work at speeds above 120 wpm. Two-finger typists, sometimes also referred to as "hunt and peck" typists, commonly reach sustained speeds of about 37 wpm for memorized text and 27 wpm when copying text, but in bursts may be able to reach speeds of 60 to 70 wpm. From the 1920s through the 1970s, typing speed (along with shorthand speed) was an important secretarial qualification and typing contests were popular and often publicized by typewriter companies as promotional tools.
A less common measure of the speed of a typist, CPM is used to identify the number of characters typed per minute. This is a common measurement for typing programs, or typing tutors, as it can give a more accurate measure of a person's typing speed without having to type for a prolonged period of time. The common conversion factor between WPM and CPM is 5. It is also used occasionally for associating the speed of a reader with the amount they have read. CPM has also been applied to 20th century printers, but modern faster printers more commonly use PPM (pages per minute).[citation needed]
216 words per minute, was achieved by Stella Pajunas-Garnand from Chicago in 1946 in one minute on an IBM electric using the QWERTY keyboard layout.
The Associated Press reported Barbara Blackburn achieving a speed of 194 wpm in October 1984 using the MasterType typing game[1]. In a January 1985 story in the Los Angeles Times, Blackburn said she had recently reached 196 wpm. During her Late Night appearance on January 24, 1985, she claimed to have achieved 170 wpm on minute tests, and 200 wpm using a computer.: 1m07s In May 1985, The Seattle Times reported that Blackburn said she had "attained speeds of 212 words a minute for a brief time" using an Apple computer keyboard and the Dvorak layout.
The recent emergence of several competitive typing websites has allowed fast typists on computer keyboards to emerge along with new records, though many of these are unverifiable. Some notable[citation needed], records include 255 wpm on a one-minute, random-word test by a user under the username slekap and occasionally bailey, 213 wpm on a 1-hour, random-word test by Joshua Hu, 221 wpm average on 10 random quotes by Joshua Hu, and first place in the 2020 Ultimate Typing Championship by Anthony Ermollin based on an average of 180.88 wpm on texts of various lengths. All of their records were set on the QWERTY keyboard layout.
The current fastest typist is 17 year old who goes by the username MythicalRocket, with a speed of 305 WPM for 15 seconds using QWERTY.
Using a personalized interface, physicist Stephen Hawking, who suffered from amyotrophic lateral sclerosis, managed to type 15 wpm with a switch and adapted software created by Walt Woltosz. Due to a slowdown of his motor skills, his interface was upgraded with an infrared camera that detected "twitches in the cheek muscle under the eye." His typing speed decreased to approximately one word per minute in the later part of his life.
Numeric entry
The numeric entry, or 10-key, speed is a measure of one's ability to manipulate a numeric keypad. Generally, it is measured in keystrokes per hour (KPH).
Text-entry research
This section needs additional citations for verification.(June 2024) |
Error analysis
With the introduction of computers and word-processors, there has been a change in how text-entry is performed. In the past, using a typewriter, speed was measured with a stopwatch and errors were tallied by hand. With the current technology, document preparation is more about using word-processors as a composition aid, changing the meaning of error rate and how it is measured. Research performed by R. William Soukoreff and I. Scott MacKenzie, has led to a discovery of the application of a well-known algorithm. Through the use of this algorithm and accompanying analysis technique, two statistics were used, minimum string distance error rate (MSD error rate) and keystrokes per character (KSPC). The two advantages of this technique include:
- Participants are allowed to enter text naturally, since they may commit errors and correct them.
- The identification of errors and generation of error rate statistics is easy to automate.
Deconstructing the text input process
Through analysis of keystrokes, the keystrokes of the input stream were divided into four classes: Correct (C), Incorrect Fixed (IF), Fixes (F), and Incorrect Not Fixed (INF). These key stroke classification are broken down into the following
- The two classes Correct and Incorrect Not Fixed comprise all of the characters in transcribed text.
- Fixes (F) keystrokes are easy to identify, and include keystrokes such as backspace, delete, cursor movements, and modifier keys.
- Incorrect Fixed (IF) keystrokes are found in the input stream, but not the transcribed text, and are not editing keys.
Using these classes, the Minimum String Distance Error Rate and the Key Strokes per Character statistics can both be calculated.
Minimum string distance error rate
The minimum string distance (MSD) is the number of "primitives" which is the number of insertions, deletions, or substitutions to transform one string into another. The following equation was found for the MSD Error Rate.
MSD Error Rate =
Key strokes per character (KSPC)
With the minimum string distance error, errors that are corrected do not appear in the transcribed text. The following example shows why this can be an important class of errors to consider:
Presented Text: the quick brown
Input Stream: the quix<-ck brown
Transcribed Text: the quick brown
In the above example, the incorrect character ('x') was deleted with a backspace ('<-'). Since these errors do not appear in the transcribed text, the MSD error rate is 0%. That is the purpose of the key strokes per character (KSPC) statistic.
KSPC =
There are some shortcomings of the KSPC statistic, such as:
- High KSPC values can be related to either many errors which were corrected, or few errors which were not corrected; however, there is no way to distinguish the two.
- KSPC depends on the text input method, and cannot be used to meaningfully compare two different input methods, such as a QWERTY keyboard and a multi-tap device.
- There is no obvious way to combine KSPC and MSD into an overall error rate, even though they have an inverse relationship.
Further metrics
Using the classes described above, further metrics were defined by R. William Soukoreff and I.Scott MacKenzie:
Error correction efficiency refers to the ease with which the participant performed error correction.
- Correction Efficiency = IF/F
Participant conscientiousness is the ratio of corrected errors to the total number of error, which helps distinguish perfectionists from apathetic participants.
- Participant Conscientiousness = IF / (IF + INF)
If C represents the amount of useful information transferred, INF, IF, and F represent the proportion of bandwidth wasted.
- Utilized Bandwidth = C / (C + INF + IF + F)
- Wasted Bandwidth = (INF + IF + F)/ (C + INF + IF + F)
Total error rate
The classes described also provide an intuitive definition of total error rate:
- Total Error Rate = ((INF + IF)/ (C + INF + IF)) * 100%
- Not Corrected Error Rate = (INF/ (C + INF + IF)) * 100%
- Corrected Error Rate = (IF/ (C + INF + IF)) * 100%
Since these three error rates are ratios, they are comparable between different devices, something that cannot be done with the KSPC statistic, which is device dependent.
Tools for text entry research
Currently, two tools are publicly available for text entry researchers to record text entry performance metrics. The first is TEMA that runs only on the Android (operating system). The second is WebTEM that runs on any device with a modern Web browser, and works with almost all text entry technique.
Keystroke dynamics
Keystroke dynamics, or typing dynamics, is the obtaining of detailed timing information that describes exactly when each key was pressed and when it was released as a person is typing at a computer keyboard for biometric identification, similar to speaker recognition. Data needed to analyze keystroke dynamics is obtained by keystroke logging.
The behavioral biometric of Keystroke Dynamics uses the manner and rhythm in which an individual types characters on a keyboard or keypad.
See also
- Muscle memory
- Stenotype
- Copy typist
- Audio typist
- Data entry clerk
- Speed typing contest
- Typesetting
- Typing Day
References
- "World's First Typist". Wisconsin Historical Society. December 2003. Archived from the original on 2012-11-07. Retrieved 2010-09-11.
- "Wisconsin History Facts". e-ReferenceDesk. Archived from the original on 2010-11-19. Retrieved 2010-09-11.
- "Ten fingers not needed for fast typing, study shows". phys.org. Archived from the original on 2016-02-13. Retrieved 2016-02-13.
- Feit, Anna Maria; Weir, Daryl; Oulasvirta, Antti (2016-05-07). "How We Type: Movement Strategies and Performance in Everyday Typing". Proceedings of the 2016 CHI Conference on Human Factors in Computing Systems. CHI '16. New York, NY, USA: Association for Computing Machinery. pp. 4262–4273. doi:10.1145/2858036.2858233. ISBN 978-1-4503-3362-7. Archived from the original on 2023-12-13. Retrieved 2023-12-13.
- Blakely, Rhys (2 October 2019). "Thumbs up for speedy smartphone typists". The Times. Archived from the original on 7 February 2022. Retrieved 7 February 2022.
- ""Smartphone thumb" is plaguing more people, doctors say". CBS News. 29 March 2017. Archived from the original on 7 February 2022. Retrieved 7 February 2022.
- Eli MacKinnon (2016-08-01). "What's the Fastest Language to Type In?". livescience.com. Archived from the original on 2022-01-25. Retrieved 2022-01-25.
- Karat, C.M.; Halverson, C.; Horn, D.; Karat, J. (1999), "Patterns of entry and correction in large vocabulary continuous speech recognition systems", CHI 99 Conference Proceedings, pp. 568–575
- Ayres, Robert U; Martinás, Katalin (2005), "120 wpm for very skilled typist", On the Reappraisal of Microeconomics: Economic Growth and Change in a Material World, Cheltenham, UK & Northampton, Massachusetts: Edward Elgar Publishing, p. 41, ISBN 1-84542-272-4, retrieved 22 November 2010
- Ostrach, Teresia R. (1997), Typing Speed: How Fast is Average (PDF), archived from the original (PDF) on 2012-05-02
- Brown, C. M. (1988). Human-computer interface design guidelines. Norwood, NJ: Ablex Publishing.
- "History of Typewriters | Big Site of Amazing Facts ®". Bigsiteofamazingfacts.com. 12 September 2007. Archived from the original on 2013-05-15. Retrieved 2012-06-13.
- "World Records in Typing". Owled.com. 2006-09-02. Archived from the original on 2018-08-26. Retrieved 2012-06-13.
- "IBM Archives: Typing posture". 03.ibm.com. 23 January 2003. Archived from the original on 2016-07-20. Retrieved 2012-06-13.
- "Believe it or not ..." Deskstore.com. Archived from the original on 2020-08-07. Retrieved 2012-06-13.
- Lowell (2017-03-15). "QWERTY vs Dvorak: The two great keyboards the time were born". Archived from the original on 2019-01-19. Retrieved 2019-01-19.
- RetroFootage. "Miss Stella Pajunas, World's Fast Typist, Types On An Ibm Electric Typewriterƒ". Pond5.com. Archived from the original on 2019-01-19. Retrieved 2019-01-19.
- Written at Tarrytown, New York. "Grandmother, 64, from Oregon sets her third world speed typing record". The Columbia Record. Columbia, South Carolina. Associated Press. January 5, 1985. Archived from the original on June 28, 2023. Retrieved June 28, 2023.
This past October, using the software program, Master type, published by Scarborough Systems of Tarrytown, and a Dvorak keyboard, she broke her computer speed mark by typing at a rate of 194 words a minute.
- The Great Typing Controversy on Letterman, January 24 and 28, 1985, May 6, 2016, archived from the original on August 16, 2022, retrieved August 16, 2022
- 255 WPM Monkey Type 60s (World Record), 10 November 2021, archived from the original on 2022-05-05, retrieved 2022-05-05
- Typing 213 wpm for an hour straight, 19 November 2021, archived from the original on 2022-05-05, retrieved 2022-05-05
- "TypeRacer Race History". data.typeracer.com. Archived from the original on 2020-10-31. Retrieved 2022-05-05.
- "Ultimate Typing Championship". ultimatetypingchampionship.com. Archived from the original on 2022-04-15. Retrieved 2022-05-05.
- "Das Keyboard Announces Winners of the Ultimate Typing Championship 2020 and Crowns Best Typist on the Planet". www.businesswire.com. 2020-08-25. Archived from the original on 2022-05-05. Retrieved 2022-05-05.
- "The World's Fastest Typist Is 17 Years Old, and His Next Trick Is Topping 305 Words Per Minute". PCMAG. 29 May 2024. Retrieved 2024-12-06.
- "Test Your WPM Typing Speed for Free: Typists & World Records | AOLCC". Academy of Learning. 2022-07-28. Retrieved 2024-12-06.
- "How Does Stephen Hawking Talk? (video)". Singularity Hub. 2010-05-03. Archived from the original on 2012-06-24. Retrieved 2012-06-13.
- "The man who saves Stephen Hawking's voice". newscientist.com. Archived from the original on 2012-08-25. Retrieved 2017-09-17.
- "Soukoreff, R. W., & MacKenzie, I. S. (2003). Metrics for text entry research: An evaluation of MSD and KSPC, and a new unified error metric. Proceedings of the ACM Conference on Human Factors in Computing Systems - CHI 2003, pp. 113-120. New York: ACM". Archived from the original on 2011-08-24. Retrieved 2013-05-16.
- Castellucci, Steven J.; MacKenzie, I. Scott (2011-01-01). "Gathering text entry metrics on android devices". CHI '11 Extended Abstracts on Human Factors in Computing Systems. CHI EA '11. New York, NY, USA: ACM. pp. 1507–1512. doi:10.1145/1979742.1979799. ISBN 9781450302685. S2CID 2107842.
- Arif, Ahmed Sabbir; Mazalek, Ali (2016-01-01). "WebTEM". Proceedings of the 2016 ACM International Conference on Interactive Surfaces and Spaces. ISS '16. New York, NY, USA: ACM. pp. 415–420. doi:10.1145/2992154.2996791. ISBN 9781450342483. S2CID 16022337.
- "User authentication through typing biometrics features" (PDF). pku.edu.cn. Archived from the original (PDF) on 2014-03-04. Retrieved 2013-11-14.
- Robert Moskovitch, Clint Feher, Arik Messerman, Niklas Kirschnick, Tarik Mustafic, Ahmet Camtepe, Bernhard Löhlein, Ulrich Heister, Sebastian Möller, Lior Rokach, Yuval Elovici (2009). Identity theft, computers and behavioral biometrics (PDF). Proceedings of the IEEE International Conference on Intelligence and Security Informatics. pp. 155–160. Archived (PDF) from the original on 2013-09-27. Retrieved 2013-11-14.
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: CS1 maint: multiple names: authors list (link) - "Continuous authentication by analysis of keyboard typing characteristics - IET Conference Publication". May 1995: 111–114. doi:10.1049/cp:19950480. Archived from the original on 2020-10-01. Retrieved 2019-12-07.
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External links
- Media related to Typing at Wikimedia Commons
This article possibly contains original research Please improve it by verifying the claims made and adding inline citations Statements consisting only of original research should be removed March 2017 Learn how and when to remove this message Typing is the process of writing or inputting text by pressing keys on a typewriter computer keyboard mobile phone or calculator It can be distinguished from other means of text input such as handwriting and speech recognition Text can be in the form of letters numbers and other symbols The world s first typist was Lillian Sholes from Wisconsin in the United States the daughter of Christopher Latham Sholes who invented the first practical typewriter Person typing on a laptop keyboard source source source Video of typing on a notebook computer keyboard User interface features such as spell checker and autocomplete serve to facilitate and speed up typing and to prevent or correct errors the typist may make TechniquesHunt and peck Hunt and peck two fingered typing is a common form of typing in which the typist presses each key individually Instead of relying on the memorized position of keys the typist must find each key by sight Although good accuracy may be achieved the use of this method may also prevent the typist from being able to see what has been typed without glancing away from the keys and any typing errors that are made may not be noticed immediately Due to the fact that only a few fingers are used in this technique this also means that the fingers are forced to move a much greater distance Civilian Conservation Corps typing class 1933Touch typing Typing zones on a QWERTY keyboard for each finger taken from KTouch home row keys are circled In this technique the typist keeps their eyes on the source copy at all times Touch typing also involves the use of the home row method where typists rest their wrist down rather than lifting up and typing which can cause carpal tunnel syndrome citation needed To avoid this typists should sit up tall leaning slightly forward from the waist place their feet flat on the floor in front of them with one foot slightly in front of the other and keep their elbows close to their sides with forearms slanted slightly upward to the keyboard fingers should be curved slightly and rest on the home row Many touch typists also use keyboard shortcuts when typing on a computer This allows them to edit their document without having to take their hands off the keyboard to use a mouse An example of a keyboard shortcut is pressing the Ctrl key plus the S key to save a document as they type or the Ctrl key plus the Z key to undo a mistake Other shortcuts are the Ctrl key plus the C to copy and the Ctrl key and the V key to paste and the Ctrl key and the X key to cut Many experienced typists can feel or sense when they have made an error and can hit the Backspace key and make the correction with no increase in time between keystrokes Hybrid There are many idiosyncratic typing styles in between novice style hunt and peck and touch typing For example many hunt and peck typists have the keyboard layout memorized and are able to type while focusing their gaze on the screen Some use just two fingers while others use 3 6 fingers Some use their fingers very consistently with the same finger being used to type the same character every time while others vary the way they use their fingers One study examining 30 subjects of varying different styles and expertise has found minimal difference in typing speed between touch typists and self taught hybrid typists According to the study The number of fingers does not determine typing speed People using self taught typing strategies were found to be as fast as trained typists instead of the number of fingers there are other factors that predict typing speed fast typists keep their hands fixed on one position instead of moving them over the keyboard and more consistently use the same finger to type a certain letter To quote Prof Dr Anna Feit We were surprised to observe that people who took a typing course performed at similar average speed and accuracy as those that taught typing to themselves and only used 6 fingers on average Thumbing A late 20th century trend in typing primarily used with devices with small keyboards such as PDAs and Smartphones is thumbing or thumb typing This can be accomplished using either only one thumb or both the thumbs with more proficient typists reaching speeds of 100 words per minute Similar to desktop keyboards and input devices if a user overuses keys which need hard presses and or have small and unergonomic layouts it could cause thumb tendonitis or other repetitive strain injury Words per minuteWords per minute WPM is a measure of typing speed commonly used in recruitment For the purposes of WPM measurement a word is standardized to five characters or keystrokes Therefore brown counts as one word but mozzarella counts as two The benefits of a standardized measurement of input speed are that it enables comparison across language and hardware boundaries The speed of an Afrikaans speaking operator in Cape Town can be compared with a French speaking operator in Paris Today even Written Chinese can be typed very quickly using the combination of a software prediction system and by typing their sounds in Pinyin Such prediction software even allows typing short hand forms while producing complete characters For example the phrase nǐ chi le ma 你吃了吗 meaning Have you eaten yet can be typed with just 4 strokes nclm Alphanumeric entry In one study of average computer users the average rate for transcription was 33 words per minute and 19 words per minute for composition In the same study when the group was divided into fast moderate and slow groups the average speeds were 40 wpm 35 wpm and 23 wpm respectively An average professional typist reaches 50 to 80 wpm while some positions can require 80 to 95 wpm usually the minimum required for dispatch positions and other typing jobs and some advanced typists work at speeds above 120 wpm Two finger typists sometimes also referred to as hunt and peck typists commonly reach sustained speeds of about 37 wpm for memorized text and 27 wpm when copying text but in bursts may be able to reach speeds of 60 to 70 wpm From the 1920s through the 1970s typing speed along with shorthand speed was an important secretarial qualification and typing contests were popular and often publicized by typewriter companies as promotional tools A less common measure of the speed of a typist CPM is used to identify the number of characters typed per minute This is a common measurement for typing programs or typing tutors as it can give a more accurate measure of a person s typing speed without having to type for a prolonged period of time The common conversion factor between WPM and CPM is 5 It is also used occasionally for associating the speed of a reader with the amount they have read CPM has also been applied to 20th century printers but modern faster printers more commonly use PPM pages per minute citation needed 216 words per minute was achieved by Stella Pajunas Garnand from Chicago in 1946 in one minute on an IBM electric using the QWERTY keyboard layout The Associated Press reported Barbara Blackburn achieving a speed of 194 wpm in October 1984 using the MasterType typing game 1 In a January 1985 story in the Los Angeles Times Blackburn said she had recently reached 196 wpm During her Late Night appearance on January 24 1985 she claimed to have achieved 170 wpm on minute tests and 200 wpm using a computer 1m07s In May 1985 The Seattle Times reported that Blackburn said she had attained speeds of 212 words a minute for a brief time using an Apple computer keyboard and the Dvorak layout The recent emergence of several competitive typing websites has allowed fast typists on computer keyboards to emerge along with new records though many of these are unverifiable Some notable citation needed records include 255 wpm on a one minute random word test by a user under the username slekap and occasionally bailey 213 wpm on a 1 hour random word test by Joshua Hu 221 wpm average on 10 random quotes by Joshua Hu and first place in the 2020 Ultimate Typing Championship by Anthony Ermollin based on an average of 180 88 wpm on texts of various lengths All of their records were set on the QWERTY keyboard layout The current fastest typist is 17 year old who goes by the username MythicalRocket with a speed of 305 WPM for 15 seconds using QWERTY Using a personalized interface physicist Stephen Hawking who suffered from amyotrophic lateral sclerosis managed to type 15 wpm with a switch and adapted software created by Walt Woltosz Due to a slowdown of his motor skills his interface was upgraded with an infrared camera that detected twitches in the cheek muscle under the eye His typing speed decreased to approximately one word per minute in the later part of his life Numeric entry The numeric entry or 10 key speed is a measure of one s ability to manipulate a numeric keypad Generally it is measured in keystrokes per hour KPH Text entry researchThis section needs additional citations for verification Please help improve this article by adding citations to reliable sources in this section Unsourced material may be challenged and removed Find sources Typing news newspapers books scholar JSTOR June 2024 Learn how and when to remove this message Error analysis With the introduction of computers and word processors there has been a change in how text entry is performed In the past using a typewriter speed was measured with a stopwatch and errors were tallied by hand With the current technology document preparation is more about using word processors as a composition aid changing the meaning of error rate and how it is measured Research performed by R William Soukoreff and I Scott MacKenzie has led to a discovery of the application of a well known algorithm Through the use of this algorithm and accompanying analysis technique two statistics were used minimum string distance error rate MSD error rate and keystrokes per character KSPC The two advantages of this technique include Participants are allowed to enter text naturally since they may commit errors and correct them The identification of errors and generation of error rate statistics is easy to automate Deconstructing the text input process Through analysis of keystrokes the keystrokes of the input stream were divided into four classes Correct C Incorrect Fixed IF Fixes F and Incorrect Not Fixed INF These key stroke classification are broken down into the following The two classes Correct and Incorrect Not Fixed comprise all of the characters in transcribed text Fixes F keystrokes are easy to identify and include keystrokes such as backspace delete cursor movements and modifier keys Incorrect Fixed IF keystrokes are found in the input stream but not the transcribed text and are not editing keys Using these classes the Minimum String Distance Error Rate and the Key Strokes per Character statistics can both be calculated Minimum string distance error rate The minimum string distance MSD is the number of primitives which is the number of insertions deletions or substitutions to transform one string into another The following equation was found for the MSD Error Rate MSD Error Rate INF C INF 100 displaystyle INF C INF 100 Key strokes per character KSPC With the minimum string distance error errors that are corrected do not appear in the transcribed text The following example shows why this can be an important class of errors to consider Presented Text the quick brown Input Stream the quix lt ck brown Transcribed Text the quick brown In the above example the incorrect character x was deleted with a backspace lt Since these errors do not appear in the transcribed text the MSD error rate is 0 That is the purpose of the key strokes per character KSPC statistic KSPC C INF IF F C INF displaystyle C INF IF F C INF There are some shortcomings of the KSPC statistic such as High KSPC values can be related to either many errors which were corrected or few errors which were not corrected however there is no way to distinguish the two KSPC depends on the text input method and cannot be used to meaningfully compare two different input methods such as a QWERTY keyboard and a multi tap device There is no obvious way to combine KSPC and MSD into an overall error rate even though they have an inverse relationship Further metrics Using the classes described above further metrics were defined by R William Soukoreff and I Scott MacKenzie Error correction efficiency refers to the ease with which the participant performed error correction Correction Efficiency IF F Participant conscientiousness is the ratio of corrected errors to the total number of error which helps distinguish perfectionists from apathetic participants Participant Conscientiousness IF IF INF If C represents the amount of useful information transferred INF IF and F represent the proportion of bandwidth wasted Utilized Bandwidth C C INF IF F Wasted Bandwidth INF IF F C INF IF F Total error rate The classes described also provide an intuitive definition of total error rate Total Error Rate INF IF C INF IF 100 Not Corrected Error Rate INF C INF IF 100 Corrected Error Rate IF C INF IF 100 Since these three error rates are ratios they are comparable between different devices something that cannot be done with the KSPC statistic which is device dependent Tools for text entry research Currently two tools are publicly available for text entry researchers to record text entry performance metrics The first is TEMA that runs only on the Android operating system The second is WebTEM that runs on any device with a modern Web browser and works with almost all text entry technique Keystroke dynamicsKeystroke dynamics or typing dynamics is the obtaining of detailed timing information that describes exactly when each key was pressed and when it was released as a person is typing at a computer keyboard for biometric identification similar to speaker recognition Data needed to analyze keystroke dynamics is obtained by keystroke logging The behavioral biometric of Keystroke Dynamics uses the manner and rhythm in which an individual types characters on a keyboard or keypad See alsoWar correspondent typing his dispatch in a wood outside Arnhem 1944Muscle memory Stenotype Copy typist Audio typist Data entry clerk Speed typing contest Typesetting Typing DayReferences World s First Typist Wisconsin Historical Society December 2003 Archived from the original on 2012 11 07 Retrieved 2010 09 11 Wisconsin History Facts e ReferenceDesk Archived from the original on 2010 11 19 Retrieved 2010 09 11 Ten fingers not needed for fast typing study shows phys org Archived from the original on 2016 02 13 Retrieved 2016 02 13 Feit Anna Maria Weir Daryl Oulasvirta Antti 2016 05 07 How We Type Movement Strategies and Performance in Everyday Typing Proceedings of the 2016 CHI Conference on Human Factors in Computing Systems CHI 16 New York NY USA Association for Computing Machinery pp 4262 4273 doi 10 1145 2858036 2858233 ISBN 978 1 4503 3362 7 Archived from the original on 2023 12 13 Retrieved 2023 12 13 Blakely Rhys 2 October 2019 Thumbs up for speedy smartphone typists The Times Archived from the original on 7 February 2022 Retrieved 7 February 2022 Smartphone thumb is plaguing more people doctors say CBS News 29 March 2017 Archived from the original on 7 February 2022 Retrieved 7 February 2022 Eli MacKinnon 2016 08 01 What s the Fastest Language to Type In livescience com Archived from the original on 2022 01 25 Retrieved 2022 01 25 Karat C M Halverson C Horn D Karat J 1999 Patterns of entry and correction in large vocabulary continuous speech recognition systems CHI 99 Conference Proceedings pp 568 575 Ayres Robert U Martinas Katalin 2005 120 wpm for very skilled typist On the Reappraisal of Microeconomics Economic Growth and Change in a Material World Cheltenham UK amp Northampton Massachusetts Edward Elgar Publishing p 41 ISBN 1 84542 272 4 retrieved 22 November 2010 Ostrach Teresia R 1997 Typing Speed How Fast is Average PDF archived from the original PDF on 2012 05 02 Brown C M 1988 Human computer interface design guidelines Norwood NJ Ablex Publishing History of Typewriters Big Site of Amazing Facts Bigsiteofamazingfacts com 12 September 2007 Archived from the original on 2013 05 15 Retrieved 2012 06 13 World Records in Typing Owled com 2006 09 02 Archived from the original on 2018 08 26 Retrieved 2012 06 13 IBM Archives Typing posture 03 ibm com 23 January 2003 Archived from the original on 2016 07 20 Retrieved 2012 06 13 Believe it or not Deskstore com Archived from the original on 2020 08 07 Retrieved 2012 06 13 Lowell 2017 03 15 QWERTY vs Dvorak The two great keyboards the time were born Archived from the original on 2019 01 19 Retrieved 2019 01 19 RetroFootage Miss Stella Pajunas World s Fast Typist Types On An Ibm Electric Typewriterƒ Pond5 com Archived from the original on 2019 01 19 Retrieved 2019 01 19 Written at Tarrytown New York Grandmother 64 from Oregon sets her third world speed typing record The Columbia Record Columbia South Carolina Associated Press January 5 1985 Archived from the original on June 28 2023 Retrieved June 28 2023 This past October using the software program Master type published by Scarborough Systems of Tarrytown and a Dvorak keyboard she broke her computer speed mark by typing at a rate of 194 words a minute The Great Typing Controversy on Letterman January 24 and 28 1985 May 6 2016 archived from the original on August 16 2022 retrieved August 16 2022 255 WPM Monkey Type 60s World Record 10 November 2021 archived from the original on 2022 05 05 retrieved 2022 05 05 Typing 213 wpm for an hour straight 19 November 2021 archived from the original on 2022 05 05 retrieved 2022 05 05 TypeRacer Race History data 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and a new unified error metric Proceedings of the ACM Conference on Human Factors in Computing Systems CHI 2003 pp 113 120 New York ACM Archived from the original on 2011 08 24 Retrieved 2013 05 16 Castellucci Steven J MacKenzie I Scott 2011 01 01 Gathering text entry metrics on android devices CHI 11 Extended Abstracts on Human Factors in Computing Systems CHI EA 11 New York NY USA ACM pp 1507 1512 doi 10 1145 1979742 1979799 ISBN 9781450302685 S2CID 2107842 Arif Ahmed Sabbir Mazalek Ali 2016 01 01 WebTEM Proceedings of the 2016 ACM International Conference on Interactive Surfaces and Spaces ISS 16 New York NY USA ACM pp 415 420 doi 10 1145 2992154 2996791 ISBN 9781450342483 S2CID 16022337 User authentication through typing biometrics features PDF pku edu cn Archived from the original PDF on 2014 03 04 Retrieved 2013 11 14 Robert Moskovitch Clint Feher Arik Messerman Niklas Kirschnick Tarik Mustafic Ahmet Camtepe Bernhard Lohlein Ulrich Heister Sebastian Moller Lior Rokach Yuval Elovici 2009 Identity theft computers and behavioral biometrics PDF Proceedings of the IEEE International Conference on Intelligence and Security Informatics pp 155 160 Archived PDF from the original on 2013 09 27 Retrieved 2013 11 14 a href wiki Template Cite conference title Template Cite conference cite conference a CS1 maint multiple names authors list link Continuous authentication by analysis of keyboard typing characteristics IET Conference Publication May 1995 111 114 doi 10 1049 cp 19950480 Archived from the original on 2020 10 01 Retrieved 2019 12 07 a href wiki Template Cite journal title Template Cite journal cite journal a Cite journal requires journal help External linksWikiversity has learning resources about Typing Media related to Typing at Wikimedia Commons