Design Standard Readability

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Design Standard Readability

December 22, 2025
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Fry readability formula

How Consistent Are the Best-Known Readability Equations in Estimating the Readability of Design Standards?

Shixiang Zhou & Heejin Jeong
Industrial and Operations Engineering Department, University of Michigan, Ann Arbor, MI, USA
Transportation Research Institute Driver Interface Group
Department of Industrial and Operations Engineering, University of Michigan, Ann Arbor, MI, USA

 

Abstract.  Research problem: Readability equations are widely used to compute how well readers will be able to understand written materials. Those equations were usually developed for nontechnical materials, namely, textbooks for elementary, middle, and high schools. This study examines to what extent computerized readability predictions are consistent for highly technical material – selected Society of Automotive Engineers (SAE) and International Standards Organization (ISO) Recommended Practices and Standards relating to driver interfaces. Literature review: A review of original sources of readability equations revealed a lack of specific criteria in counting various punctuation and text elements, leading to inconsistent readability scores. Few studies on the reliability of readability equations have identified this problem, and even fewer have systematically investigated the extent of the problem and the reasons why it occurs.  Research questions:

(1) Do the most commonly used equations give identical readability scores?
(2) How do the scores for each readability equation vary with readability tools?
(3) If there are differences between readability tools, why do they occur?
(4) How does the score vary with the length of passage examined?

Method: Passages of varying lengths from 12 selected SAE and ISO Recommended Practices and Standards were examined using five readability equations (Flesch-Kincaid Grade Level, Gunning Fog Index, SMOG Index, Coleman-Liau Index, and Automated Readability Index) implemented five ways (four online readability tools and Microsoft Word 2013 for Windows). In addition, short test passages of text were used to understand how different readability tools counted text elements, such as words and sentences. Results and conclusions: The mean readability scores of the passages from those 12 SAE and ISO Recommended Practices and Standards ranged from the 10th grade reading level to about 15th. The mean grade reading levels computed across the websites were: Flesch-Kincaid 12.8, Gunning Fog 15.1 SMOG 12.6, Coleman-Liau 13.7, and Automated Readability Index 12.3. Readability score estimates became more consistent as the length of the passage examined increased, with no noteworthy improvements beyond 900 words. Among the five readability tools, scores typically differed by two grade levels, but the scores should have been the same. These differences were due to how compound and hyphenated words, slashes, numbers, abbreviations and acronyms, and URLs were counted, as well other punctuation and text elements. These differences occurred because the sources for these equations often did not specify how to score various punctuation and text elements. Of the tools examined, the authors recommend Microsoft Word 2013 for Windows if the Flesch-Kincaid Grade Level is required.

 

Christ Chapel

December 21, 2025
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Michigan West

“De re aedificatoria”Leon Battista Alberti

Compute the stress curves for the half-circular arch beam

Duncan Stroik Architect

Sacred Spaces

Gallery: Graduation Commencement Speeches

December 21, 2025
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“It is at leaving the college and entering the world that the education of youth begins…

It is less uniform than that of childhood but more dependent on chance, and doubtless more important.

The youth is then attacked by a greater number of sensations: all that surrounds him strikes him,

and strikes him forcibly.”

—  Claude-Adrien Helvétius (A Treatise on Man)

 

Constructor University (formerly, Jacobs University Bremen Germany) Graduation Band: “Freebird”

Intercollegiate Studies Institute | What Makes the West Strong (Sir Roger Scruton)

Catcher in the Rye

December 21, 2025
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Internet Archive:  “Catcher in the Rye” 1951 , J.D. Salinger

 

Harold Bloom’s Catcher in the Rye Critical Readings

Audiobook Chapters 1-26

Selected quotes:

“I’m quite illiterate, but I read a lot.”

“It’s funny. All you have to do is say something nobody understands and they’ll do practically anything you want them to.”

“The mark of the immature man is that he wants to die nobly for a cause, while the mark of the mature man is that he wants to live humbly for one.”

“I like it when somebody gets excited about something. It’s nice.”

“If a girl looks swell when she meets you, who gives a damn if she’s late? Nobody.”

Related:

“For Esme, with Love and Squalor” 1950, J.D. Salinger

Mince Pie & Tea

December 21, 2025
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BSI Group: Consumer, Retail & Food Standards

Higher Education (Freedom of Speech) Act 2023

This British festive pastry has origins dating back to the 13th century when European Crusaders returned from the Middle East with recipes containing meats, fruits, and spices. These early pies, known as “mincemeat pies,” combined minced meat (usually mutton), suet, fruits, and spices such as cinnamon, cloves, and nutmeg, symbolizing the gifts of the Magi. In the 16th century, the pies were rectangular, representing Jesus’ crib.

Over time, the meat content reduced, and by the Victorian era, the recipe had evolved to primarily include dried fruits, suet, and spices, aligning with the modern version of the mince pie. Traditionally enjoyed during the Christmas season, mince pies are now small, round pastries filled with a mixture called mincemeat, which typically contains no meat but a blend of dried fruits, sugar, spices, and sometimes brandy or other spirits.

Tea

International Building Code Assembly Group A

December 19, 2025
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Section 303

Cranbrook Academy | Oakland County Michigan

LIVE: I-Code Group B Public Comment Hearings

I-Code Group B Committee Action Hearings

Occupancy classifications inform every dimension and every discipline of the built environment.  Classifications are grouped primarily based on their relative fire hazard and life safety properties such as how many people will be in the area, are there hazardous materials or manufacturing, and are people sleeping, cooking, living etc.  Getting people and animals out of a built space with an unobstructed egress path to exit buildings, structures, and spaces inform occupancy classifications. A means of egress is comprised of exit access, exit, and exit discharge.

CLICK HERE for 2021 Edition

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