User:Savmanbanans/Readability
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Readability is the ease with which a reader can understand a written text. The concept exists in both in natural language and programming languages though in different forms. In natural language, the readability of text depends on its content (the complexity of its vocabulary and syntax) and its presentation (such as typographic aspects that affect legibility, like font size, line height, character spacing, and line length).[1] In programming, things such as programmer comments, choice of loop structure, and choice of names can determine the ease with which humans can read computer program code.
Higher readability in a text eases reading effort and speed for the general population of readers. For those who do not have high reading comprehension, readability is necessary for understanding and applying a given text. Techniques to simplify readability are essential to communicate a set of information to the intended audience.[2] Whether it is code, news information, or storytelling, every writer has a target audience that they have to adjust their readability levels to.
Researchers use various factors to measure readability,[3] such as:
- Speed of perception
- Perceptibility at a distance
- Perceptibility in peripheral vision
- Visibility
- Reflex blink technique
- Rate of work (reading speed)
- Eye movements
- Fatigue in reading[4]
- Cognitively-motivated features[5]
- Word difficulty
- N-gram analysis[6]
- Semantic Richness[7]
Article body
Definition
Different definitions of readability exist from various sources. The term "readability" is inherently broad and can become confusing when examining all of the possible definitions. Readability is a concept that involves audience, content, quality, legibility, and can even involve the formatting and design of any given information[8]. Therefore, the definition can fluctuate based on the type of audience to whom one is presenting a certain type of content to. For example, a technical writer might focus on clear and concise language and formatting that allows easy-reading. In contrast, a scholarly journal would use sophisticated writing that would appeal and make sense to the type of audience to whom they are directing information to.
Applications
Readability is essential to the clarity and accessibility of texts used in classrooms, work environments, and every day life. The government prioritizes readability as well through Plain Language Laws which enforces important documents to be written at an 8th grade level.[9]
Much research has focused on matching prose to reading skill, resulting in formulas for use in research, government, teaching, publishing, the military, medicine, and business.[10][11]
Readability and Newspaper Readership
Several studies in the 1940s showed that even small increases in readability greatly increases readership in large-circulation newspapers.
In 1947, Donald Murphy of Wallace's Farmer used a split-run[12] edition to study the effects of making text easier to read. He found that reducing from the 9th to the 6th-grade reading level increased readership by 43% for an article about 'nylon'. He also found a 60% increase in readership for an article on corn, with better responses from people under 35.[12]The result was a gain of 42,000 readers in a circulation of 275,000.
Wilber Schramm interviewed 1,050 newspaper readers. He found that an easier reading style helps to determine how much of an article is read. This was called reading persistence, depth, or perseverance. He also found that people will read less of long articles than of short ones, for example, a story nine paragraphs long will lose 3 out of 10 readers by the fifth paragraph. In contrast, a shorter story will lose only 2 out of 10 readers.[13]
A study in 1947 by Melvin Lostutter showed that newspapers were generally written at a level five years above the ability of average American adult readers. The reading ease of newspaper articles was not found to have much connection with the education, experience, or personal interest of the journalists writing the stories. It instead had more to do with the convention and culture of the industry. Lostutter argued for more readability testing in newspaper writing. Improved readability must be a "conscious process somewhat independent of the education and experience of the staffs writers."[14]
In 1948, Bernard Feld did a study of every item and ad in the Birmingham News of 20 November 1947. He divided the items into those above the 8th-grade level and those at the 8th grade or below. He chose the 8th-grade breakpoint, as that was determined to be the average reading level of adult readers. An 8th-grade text "...will reach about 50% of all American grown-ups," he wrote. Among the wire-service stories, the lower group got two-thirds more readers, and among local stories, 75% more readers. Feld also believed in drilling writers in Flesch's clear-writing principles.[15]
Both Rudolf Flesch and Robert Gunning worked extensively with newspapers and the wire services in improving readability. Mainly through their efforts in a few years, the readability of US newspapers went from the 16th to the 11th-grade level, where it remains today.
The two publications with the largest circulations, TV Guide (13 million) and Reader's Digest (12 million), are written at the 9th-grade level.[16] The most popular novels are written at the 7th-grade level. This supports the fact that the average adult reads at the 9th-grade level. It also shows that, for recreation, people read texts that are two grades below their actual reading level.[17]
- ^ "Typographic Readability and Legibility". Web Design Envato Tuts+. 8 May 2013. Retrieved 2020-08-17.
- ^ Link to external site, this link will open in a new tab; Link to external site, this link will open in a new tab (2023). "Text Simplification to Specific Readability Levels": 2063. doi:10.3390/math11092063.
{{cite journal}}
: Cite journal requires|journal=
(help)CS1 maint: unflagged free DOI (link) - ^ Beier, Sofie; Berlow, Sam; Boucaud, Esat; Bylinskii, Zoya; Cai, Tianyuan; Cohn, Jenae; Crowley, Kathy; Day, Stephanie L.; Dingler, Tilman; Dobres, Jonathan; Healey, Jennifer; Jain, Rajiv; Jordan, Marjorie; Kerr, Bernard; Li, Qisheng (2022-12-11). "Readability Research: An Interdisciplinary Approach". Foundations and Trends in Human–Computer Interaction. 16 (4): 214–324. arXiv:2107.09615. doi:10.1561/1100000089. ISSN 1551-3955. S2CID 236134332.
- ^ Tinker, Miles A. (1963). Legibility of Print. Iowa: Iowa State University Press. pp. 5–7. ISBN 0-8138-2450-8.
- ^ Feng, Lijun; Elhadad, Noémie; Huenerfauth, Matt (March 2009). "Cognitively Motivated Features for Readability Assessment". Proceedings of the 12th Conference of the European Chapter of the ACL: 229–237.
- ^ Xia, Menglin; Kochmar, Ekaterina; Briscoe, Ted (June 2016). "Text Readability Assessment for Second Language Learners". Proceedings of the 11th Workshop on Innovative Use of NLP for Building Educational Applications: 12–22. arXiv:1906.07580. doi:10.18653/v1/W16-0502.
- ^ Lee, Bruce W.; Jang, Yoo Sung; Lee, Jason Hyung-Jong (Nov 2021). "Pushing on Text Readability Assessment: A Transformer Meets Handcrafted Linguistic Features". Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing: 10669–10686. arXiv:2109.12258. doi:10.18653/v1/2021.emnlp-main.834. S2CID 237940206.
- ^ Harris, Theodore L. and Richard E. Hodges, eds. 1995. The Literacy Dictionary, The Vocabulary of Reading and Writing. Newark, DE: International Reading Assn.
- ^ Fry, Edward B. 2006. "Readability." Reading Hall of Fame Book. Newark, DE: International Reading Assn.
- ^ Fry, E. B. 1986. Varied uses of readability measurement. Paper presented at the 31st Annual Meeting of the International Reading Association, Philadelphia, PA.
- ^ Rabin, A. T. 1988 "Determining difficulty levels of text written in languages other than English." In Readability: Its past, present, and future, eds. B. L. Zakaluk and S. J. Samuels. Newark, DE: International Reading Association.
- ^ a b Murphy, D. 1947. "How plain talk increases readership 45% to 60%." Printer's ink. 220:35–37.
- ^ Schramm, W. 1947. "Measuring another dimension of newspaper readership." Journalism quarterly 24:293–306.
- ^ Lostutter, M. 1947. "Some critical factors in newspaper readability." Journalism quarterly 24:307–314.
- ^ Feld, B. 1948. "Empirical test proves clarity adds readers." Editor and publisher 81:38.
- ^ DuBay, W. H. 2006. Smart language: Readers, Readability, and the Grading of Text. Costa Mesa:Impact Information.
- ^ Klare, G. R. and B. Buck. 1954. Know Your Reader: The scientific approach to readability. New York: Heritage House.