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was an
engineer Engineers, as practitioners of engineering, are professionals who Invention, invent, design, build, maintain and test machines, complex systems, structures, gadgets and materials. They aim to fulfill functional objectives and requirements while ...
and
statistician A statistician is a person who works with Theory, theoretical or applied statistics. The profession exists in both the private sector, private and public sectors. It is common to combine statistical knowledge with expertise in other subjects, a ...
. From the 1950s on, Taguchi developed a methodology for applying
statistics Statistics (from German language, German: ', "description of a State (polity), state, a country") is the discipline that concerns the collection, organization, analysis, interpretation, and presentation of data. In applying statistics to a s ...
to improve the quality of manufactured goods. Taguchi methods have been controversial among some conventional Western statisticians, but others have accepted many of the concepts introduced by him as valid extensions to the body of knowledge.


Biography

Taguchi was born and raised in the textile town of Tokamachi, in
Niigata prefecture is a Prefectures of Japan, prefecture in the Chūbu region of Honshu of Japan. Niigata Prefecture has a population of 2,131,009 (1 July 2023) and is the List of Japanese prefectures by area, fifth-largest prefecture of Japan by geographic area ...
. He initially studied textile
engineering Engineering is the practice of using natural science, mathematics, and the engineering design process to Problem solving#Engineering, solve problems within technology, increase efficiency and productivity, and improve Systems engineering, s ...
at Kiryu Technical College with the intention of entering the family
kimono The is a traditional Japanese garment and the national dress of Japan. The kimono is a wrapped-front garment with square sleeves and a rectangular body, and is worn Garment collars in hanfu#Youren (right lapel), left side wrapped over ri ...
business. However, with the escalation of
World War II World War II or the Second World War (1 September 1939 – 2 September 1945) was a World war, global conflict between two coalitions: the Allies of World War II, Allies and the Axis powers. World War II by country, Nearly all of the wo ...
in 1942, he was drafted into the Astronomical Department of the Navigation Institute of the
Imperial Japanese Navy The Imperial Japanese Navy (IJN; Kyūjitai: Shinjitai: ' 'Navy of the Greater Japanese Empire', or ''Nippon Kaigun'', 'Japanese Navy') was the navy of the Empire of Japan from 1868 to 1945, Potsdam Declaration, when it was dissolved followin ...
. After the war, in 1948 he joined the Ministry of Public Health and Welfare, where he came under the influence of eminent
statistician A statistician is a person who works with Theory, theoretical or applied statistics. The profession exists in both the private sector, private and public sectors. It is common to combine statistical knowledge with expertise in other subjects, a ...
Matosaburo Masuyama, who kindled his interest in the
design of experiments The design of experiments (DOE), also known as experiment design or experimental design, is the design of any task that aims to describe and explain the variation of information under conditions that are hypothesized to reflect the variation. ...
. He also worked at the Institute of Statistical Mathematics during this time, and supported experimental work on the production of
penicillin Penicillins (P, PCN or PEN) are a group of beta-lactam antibiotic, β-lactam antibiotics originally obtained from ''Penicillium'' Mold (fungus), moulds, principally ''Penicillium chrysogenum, P. chrysogenum'' and ''Penicillium rubens, P. ru ...
at Morinaga Pharmaceuticals, a Morinaga Seika company. In 1950, he joined the Electrical Communications Laboratory (ECL) of the
Nippon Telegraph and Telephone (NTT) is a Japanese telecommunications holding company headquartered in Tokyo, Japan. Ranked 55th in ''Fortune'' Global 500, NTT is the fourth largest telecommunications company in the world in terms of revenue, as well as the third largest pu ...
Corporation just as statistical quality control was beginning to become popular in
Japan Japan is an island country in East Asia. Located in the Pacific Ocean off the northeast coast of the Asia, Asian mainland, it is bordered on the west by the Sea of Japan and extends from the Sea of Okhotsk in the north to the East China Sea ...
, under the influence of
W. Edwards Deming William Edwards Deming (October 14, 1900 – December 20, 1993) was an American business theorist, composer, economist, industrial engineer, management consultant, statistician, and writer. Educated initially as an electrical engineer and later ...
and the
Union of Japanese Scientists and Engineers Union commonly refers to: * Trade union, an organization of workers * Union (set theory), in mathematics, a fundamental operation on sets Union may also refer to: Arts and entertainment Music * Union (band), an American rock group ** ''Unio ...
. ECL was engaged in a rivalry with
Bell Labs Nokia Bell Labs, commonly referred to as ''Bell Labs'', is an American industrial research and development company owned by Finnish technology company Nokia. With headquarters located in Murray Hill, New Jersey, Murray Hill, New Jersey, the compa ...
to develop cross bar and telephone switching systems, and Taguchi spent his twelve years there developing methods for enhancing quality and reliability. Even at this point, he was beginning to consult widely in Japanese industry, with
Toyota is a Japanese Multinational corporation, multinational Automotive industry, automotive manufacturer headquartered in Toyota City, Aichi, Japan. It was founded by Kiichiro Toyoda and incorporated on August 28, 1937. Toyota is the List of manuf ...
being an early adopter of his ideas. During the 1950s, he collaborated widely and in 1954-1955 was visiting professor at the
Indian Statistical Institute The Indian Statistical Institute (ISI) is a public research university headquartered in Kolkata, India with centers in New Delhi, Bengaluru, Chennai and Tezpur. It was declared an Institute of National Importance by the Government of India und ...
, where he worked with C. R. Rao,
Ronald Fisher Sir Ronald Aylmer Fisher (17 February 1890 – 29 July 1962) was a British polymath who was active as a mathematician, statistician, biologist, geneticist, and academic. For his work in statistics, he has been described as "a genius who a ...
and
Walter A. Shewhart Walter Andrew Shewhart (pronounced like "shoe-heart"; March 18, 1891 – March 11, 1967) was an American physicist, engineer and statistician. He is sometimes also known as the ''grandfather of Statistical process control, statistical quality con ...
. While working at the SQC Unit of ISI, he was introduced to the orthogonal arrays invented by C. R. Rao - a topic which was to be instrumental in enabling him to develop the foundation blocks of what is now known as Taguchi methods. On completing his doctorate at
Kyushu University , abbreviated to , is a public research university located in Fukuoka, Japan, on the island of Kyushu. Founded in 1911 as the fourth Imperial University in Japan, it has been recognised as a leading institution of higher education and resear ...
in 1962, he left ECL, though he maintained a consulting relationship. In the same year he visited
Princeton University Princeton University is a private university, private Ivy League research university in Princeton, New Jersey, United States. Founded in 1746 in Elizabeth, New Jersey, Elizabeth as the College of New Jersey, Princeton is the List of Colonial ...
under the sponsorship of
John Tukey John Wilder Tukey (; June 16, 1915 – July 26, 2000) was an American mathematician and statistician, best known for the development of the fast Fourier Transform (FFT) algorithm and box plot. The Tukey range test, the Tukey lambda distributi ...
, who arranged a spell at
Bell Labs Nokia Bell Labs, commonly referred to as ''Bell Labs'', is an American industrial research and development company owned by Finnish technology company Nokia. With headquarters located in Murray Hill, New Jersey, Murray Hill, New Jersey, the compa ...
, his old ECL rivals. In 1964 he became professor of
engineering Engineering is the practice of using natural science, mathematics, and the engineering design process to Problem solving#Engineering, solve problems within technology, increase efficiency and productivity, and improve Systems engineering, s ...
at
Aoyama Gakuin University is a private Christian university in Shibuya, Tokyo, Japan. Originally established in 1874 by missionaries from the Methodist Episcopal Church, it was reconfigured in its current form in 1949 as tertiary component of the Aoyama Gakuin. The u ...
,
Tokyo Tokyo, officially the Tokyo Metropolis, is the capital of Japan, capital and List of cities in Japan, most populous city in Japan. With a population of over 14 million in the city proper in 2023, it is List of largest cities, one of the most ...
. In 1966 he began a collaboration with Yuin Wu, who later emigrated to the
U.S. The United States of America (USA), also known as the United States (U.S.) or America, is a country primarily located in North America. It is a federal republic of 50 states and a federal capital district, Washington, D.C. The 48 contiguous ...
and, in 1980, invited Taguchi to lecture. During his visit there, Taguchi himself financed a return to
Bell Labs Nokia Bell Labs, commonly referred to as ''Bell Labs'', is an American industrial research and development company owned by Finnish technology company Nokia. With headquarters located in Murray Hill, New Jersey, Murray Hill, New Jersey, the compa ...
, where his initial teaching had made little enduring impact. This second visit began a collaboration with Madhav Phadke and a growing enthusiasm for his methodology in
Bell Labs Nokia Bell Labs, commonly referred to as ''Bell Labs'', is an American industrial research and development company owned by Finnish technology company Nokia. With headquarters located in Murray Hill, New Jersey, Murray Hill, New Jersey, the compa ...
and elsewhere, including
Ford Motor Company Ford Motor Company (commonly known as Ford) is an American multinational corporation, multinational automobile manufacturer headquartered in Dearborn, Michigan, United States. It was founded by Henry Ford and incorporated on June 16, 1903. T ...
,
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,
Xerox Xerox Holdings Corporation (, ) is an American corporation that sells print and electronic document, digital document products and services in more than 160 countries. Xerox was the pioneer of the photocopier market, beginning with the introduc ...
and ITT. Since 1982, Genichi Taguchi has been an advisor to the Japanese Standards Institute and executive director of the American Supplier Institute, an international consulting organisation. His concepts pertaining to experimental design, the loss function, robust design, and the reduction of variation have influenced fields beyond product design and manufacturing, such as
sales process engineering Sales process engineering is the systematic design of sales processes done in order to make sales more effective and efficient.. It can be applied in functions including sales, marketing, and customer service Customer service is the assista ...
.


Taguchi Approach to Robust Design

One of Genichi Taguchi’s most important contributions was the development of the concept of ''robust design'', which aims to minimize product variability even under adverse conditions. This approach is based on the use of orthogonal arrays and the signal-to-noise (S/N) ratio analysis, with the goal of optimizing products and processes at early stages of design. The Taguchi method has been widely adopted in the automotive and electronics industries due to its effectiveness in reducing costs and improving quality.


Contributions

Taguchi has made a very influential contribution to industrial statistics. Key elements of his quality philosophy include the following: #
Taguchi loss function The Taguchi loss function is graphical depiction of loss developed by the Japanese business statistician Genichi Taguchi to describe a phenomenon affecting the value of products produced by a company. Praised by Dr. W. Edwards Deming (the busin ...
, used to measure financial loss to society resulting from poor quality; #The philosophy of ''off-line quality control'', designing products and processes so that they are insensitive ("robust") to parameters outside the design engineer's control. #Innovations in the statistical
design of experiments The design of experiments (DOE), also known as experiment design or experimental design, is the design of any task that aims to describe and explain the variation of information under conditions that are hypothesized to reflect the variation. ...
, notably the use of an outer array for factors that are uncontrollable in real life, but are systematically varied in the experiment.


Honours

*1960 - Deming Prize for Individuals *1986 - Willard F. Rockwell Medal of the International Technology Institute *1989 - Indigo Ribbon from the
Emperor of Japan The emperor of Japan is the hereditary monarch and head of state of Japan. The emperor is defined by the Constitution of Japan as the symbol of the Japanese state and the unity of the Japanese people, his position deriving from "the will of ...
*1990 - Honoured as a Quality Guru by the British Department of Trade and Industry *1995 - Honorary member of the Japanese Society of Quality Control *1996 - Honorary Fellow of the Institute of Directors (India) *1997 - Automotive Hall of Fame Inductee *1998 - Honorary member of the
American Society for Quality The American Society for Quality (ASQ), formerly the American Society for Quality Control (ASQC), is a society of quality professionals, with more than 30,000 members, in more than 140 countries. History ASQC was established on 16 February ...
*1998 - Honorary member of the
American Society of Mechanical Engineers The American Society of Mechanical Engineers (ASME) is an American professional association that, in its own words, "promotes the art, science, and practice of multidisciplinary engineering and allied sciences around the globe" via "continuing edu ...
*1999 - Honorary president of the Robust Quality Engineering Society (Japan)


Book

* * * * * * *


References


External links


Photograph of Dr. Genichi TaguchiASQ Taguchi Biography
{{DEFAULTSORT:Taguchi, Genichi Academic staff of Aoyama Gakuin University Japanese business theorists Japanese industrial engineers Quality Quality experts Japanese statisticians 1924 births 2012 deaths Imperial Japanese Navy personnel of World War II Scientists from Niigata Prefecture