Kerman, the son of an American journalist, William Zukerman, was born in London and educated at University College School there. He then attended New York University where he received his BA in 1943 and Princeton University where he received his PhD in 1950. While at Princeton he studied under Oliver Strunk, Randall Thompson and Carl Weinrich and wrote his doctoral thesis on the Elizabethan madrigal. When young, he used Kerman as a pen-name, and then adopted it officially. From 1949 to 1951 he taught at Westminster Choir College in Princeton. He then joined the faculty of University of California, Berkeley where he became a full professor in 1960 and was chairman of the music department from 1960 to 1963. In 1971, he was appointed Heather Professor of Music at Oxford University, a post he held until 1974, when he returned to Berkeley and again became chairman of the music department from 1991 until his retirement in 1994. He based his first book, Opera as Drama, on a series of essays written for The Hudson Review beginning in 1948. Published in several languages and multiple editions, Opera as Drama expresses Kerman's view that an opera's story is key and provides the basis for the structuring of both the librettist's text and the composer's music. For Kerman, the value of an opera as drama is undermined when there is a perceived disconnection between text and music. Among the operas Kerman discussed in the book was Puccini's Tosca which he controversially described as a "shabby little shocker." His doctoral thesis on Elizabethan madrigals was published in 1962 and was notable for contextualizing them in the preceding Italian madrigal tradition. He maintained an interest in the English madrigal composer William Byrd throughout his career, and wrote several influential monographs on his work. He wrote a widely popular book on the Beethoven string quartets in the style of Donald Francis Tovey. With his wife, Vivian Kerman, he wrote the widely used textbook, Listen, first published in 1972 and now in its 7th edition co-authored by Gary Tomlinson. In 1985 he published his history and critique of traditional musicology, Contemplating Music: Challenges to Musicology, which argued that the intellectual isolation of musical theorists and musicologists and their excessively positivistic approach had hampered the development of serious musical criticism. Described in The Grove Dictionary of Music and Musicians as "a defining moment in the field", the book has been credited as helping to shape a "new musicology" that is willing to engage with feminist theory, hermeneutics, queer studies, and post-structuralism. From 1997 to 1998 Kerman held the Charles Eliot Norton Memorial Chair at Harvard University, where he gave a series of public lectures on the importance of approaching musical texts and performances via a "close reading" similar to that used in literary studies, a theme that was central to many of his writings. The Norton lectures were published in 1998 as Concerto Conversations. Kerman has written regularly for The New York Review of Books since 1977 and was a founding editor of the journal, 19th-Century Music. Critical essays written by Kerman from the late 1950s to the early 1990s are collected in his 1994 book, Write All These Down, which takes its title from a phrase in one of William Byrd's songs.
Kerman died at his home in Berkeley on March 17, 2014. He was 89. In addition to obituaries which appeared in the days following his death, two of his former associates in the field of musicology, Professors Roger Parker and Carolyn Abbate, published some additional comments about working with Kerman in the obituary which they wrote for the British magazine, Opera. There, they conclude that "the usual obituary language would not work" and continue: They continue by reflecting on their own professional relationships with Kerman over the years: