Musicians
Musicians write, arrange, orchestrate, conduct and perform musical compositions.
- Employees (UK)
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- Median annual pay
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- Exposure score ?
- 4.0/10 Moderate 7.2/10 High strict reading, with tools is 7.2/10 with-tools reading, strict is 4.0/10
- Wage exposure
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Higher exposure than 94% of the 379 UK occupations we scored.
What this score means.
A real share of the task list is within reach, especially drafting, summarising, research and analysis. People in this role who learn to direct AI well will pull ahead of those who do not.
If you are in this role
Treat AI like a capable junior you manage. Where you would hand a task to a junior with a clear brief, AI can do it now. Spend the time you get back on judgement and relationships.
Most of the routine work in this role can already be done by a capable model. The role does not disappear, but its shape changes, and one person can credibly cover the work of several.
If you are in this role
Stop spending time on what a model can do well. Your value is judgement, relationships and the parts of the work that need you in the room. Redesign the workflow around that before someone else does it for you.

Where the work usually starts.
These are the most important tasks a language model can already handle directly. In a typical engagement the first wins come from building workflows around them, so they stop eating the team's time.
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Study scores to learn the music in detail, and to develop interpretations.
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Apply elements of music theory to create musical and tonal structures, including harmonies and melodies.
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Determine voices, instruments, harmonic structures, rhythms, tempos, and tone balances required to achieve the effects desired in a musical composition.
These are the most important tasks AI can already handle when paired with the right tools and context. The first wins usually come from building workflows around them. That is the difference between a model that could do the job and one that actually does it inside your business.
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Direct groups at rehearsals and live or recorded performances to achieve desired effects such as tonal and harmonic balance dynamics, rhythm, and tempo.
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Study scores to learn the music in detail, and to develop interpretations.
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Apply elements of music theory to create musical and tonal structures, including harmonies and melodies.
Every role has three or four places like these. Finding them takes an hour. Turning them into a workflow your team actually uses takes a few days.
Every task in the role.
Every O*NET task for this occupation, split by what AI can do unaided and what still needs a person. Importance is O*NET's 1 to 5 rating of how central each task is.
Tasks via O*NET "Music Directors and Composers" (27-2041.00).
What AI can already do
15 of 30 tasks, unaided
Study scores to learn the music in detail, and to develop interpretations.
Apply elements of music theory to create musical and tonal structures, including harmonies and melodies.
Determine voices, instruments, harmonic structures, rhythms, tempos, and tone balances required to achieve the effects desired in a musical composition.
Transcribe ideas for musical compositions into musical notation, using instruments, pen and paper, or computers.
Write musical scores for orchestras, bands, choral groups, or individual instrumentalists or vocalists, using knowledge of music theory and of instrumental and vocal capabilities.
Fill in details of orchestral sketches, such as adding vocal parts to scores.
Explore and develop musical ideas based on sources such as imagination or sounds in the environment.
Write music for commercial mediums, including advertising jingles or film soundtracks.
Transpose music from one voice or instrument to another to accommodate particular musicians.
Rewrite original musical scores in different musical styles by changing rhythms, harmonies, or tempos.
Arrange music composed by others, changing the music to achieve desired effects.
Transcribe musical compositions and melodic lines to adapt them to a particular group, or to create a particular musical style.
Create original musical forms, or write within circumscribed musical forms such as sonatas, symphonies, or operas.
Collaborate with other colleagues, such as copyists, to complete final scores.
Copy parts from scores for individual performers.
What still needs a person
15 of 30 tasks
Use gestures to shape the music being played, communicating desired tempo, phrasing, tone, color, pitch, volume, and other performance aspects.
Direct groups at rehearsals and live or recorded performances to achieve desired effects such as tonal and harmonic balance dynamics, rhythm, and tempo.
Consider such factors as ensemble size and abilities, availability of scores, and the need for musical variety, to select music to be performed.
Experiment with different sounds, and types and pieces of music, using synthesizers and computers as necessary to test and evaluate ideas.
Audition and select performers for musical presentations.
Plan and schedule rehearsals and performances, and arrange details such as locations, accompanists, and instrumentalists.
Position members within groups to obtain balance among instrumental or vocal sections.
Perform administrative tasks such as applying for grants, developing budgets, negotiating contracts, and designing and printing programs and other promotional materials.
Confer with producers and directors to define the nature and placement of film or television music.
Meet with soloists and concertmasters to discuss and prepare for performances.
Assign and review staff work in such areas as scoring, arranging, and copying music, and vocal coaching.
Coordinate and organize tours, or hire touring companies to arrange concert dates, venues, accommodations, and transportation for longer tours.
Study films or scripts to determine how musical scores can be used to create desired effects or moods.
Produce recordings of music.
Stay abreast of the latest trends in music and music technology.
Tasks via O*NET "Music Directors and Composers" (27-2041.00).
What AI can already do
27 of 30 tasks, with tools
Direct groups at rehearsals and live or recorded performances to achieve desired effects such as tonal and harmonic balance dynamics, rhythm, and tempo.
Study scores to learn the music in detail, and to develop interpretations.
Apply elements of music theory to create musical and tonal structures, including harmonies and melodies.
Consider such factors as ensemble size and abilities, availability of scores, and the need for musical variety, to select music to be performed.
Determine voices, instruments, harmonic structures, rhythms, tempos, and tone balances required to achieve the effects desired in a musical composition.
Experiment with different sounds, and types and pieces of music, using synthesizers and computers as necessary to test and evaluate ideas.
Transcribe ideas for musical compositions into musical notation, using instruments, pen and paper, or computers.
Plan and schedule rehearsals and performances, and arrange details such as locations, accompanists, and instrumentalists.
Write musical scores for orchestras, bands, choral groups, or individual instrumentalists or vocalists, using knowledge of music theory and of instrumental and vocal capabilities.
Position members within groups to obtain balance among instrumental or vocal sections.
Perform administrative tasks such as applying for grants, developing budgets, negotiating contracts, and designing and printing programs and other promotional materials.
Confer with producers and directors to define the nature and placement of film or television music.
Fill in details of orchestral sketches, such as adding vocal parts to scores.
Explore and develop musical ideas based on sources such as imagination or sounds in the environment.
Write music for commercial mediums, including advertising jingles or film soundtracks.
Transpose music from one voice or instrument to another to accommodate particular musicians.
Rewrite original musical scores in different musical styles by changing rhythms, harmonies, or tempos.
Arrange music composed by others, changing the music to achieve desired effects.
Assign and review staff work in such areas as scoring, arranging, and copying music, and vocal coaching.
Coordinate and organize tours, or hire touring companies to arrange concert dates, venues, accommodations, and transportation for longer tours.
Study films or scripts to determine how musical scores can be used to create desired effects or moods.
Transcribe musical compositions and melodic lines to adapt them to a particular group, or to create a particular musical style.
Create original musical forms, or write within circumscribed musical forms such as sonatas, symphonies, or operas.
Collaborate with other colleagues, such as copyists, to complete final scores.
Copy parts from scores for individual performers.
Produce recordings of music.
Stay abreast of the latest trends in music and music technology.
What still needs a person
3 of 30 tasks
Use gestures to shape the music being played, communicating desired tempo, phrasing, tone, color, pitch, volume, and other performance aspects.
Audition and select performers for musical presentations.
Meet with soloists and concertmasters to discuss and prepare for performances.
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Related occupations.
Other roles in Associate professional occupations, and roles close by exposure.
What it means for your sector.
This role's score comes from Eloundou et al's 2023 task labels, weighted by O*NET importance within each O*NET-SOC code, then bridged to UK SOC 2020 through ISCO-08 (the ONS coding index) and US SOC 2010 (the BLS crosswalk). Employment and median pay come from ONS ASHE Table 14.7a, 2025 provisional, which covers employees only.
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Pictures
- "Census pantograph and 1930s keypunches" by U.S. Census Bureau employees, public domain, via Wikimedia Commons
- "Shepard Barclay, St. Louis lawyer, in his office" by Missouri Historical Society via DPLA, no known copyright restrictions, via Wikimedia Commons
- "Accountant's Office LCCN2016824374" by National Photo Company Collection, public domain, via Wikimedia Commons
- "Employment service in Oulu in the spring 1931" by Finnish Heritage Agency (Museovirasto), CC BY 4.0, via Wikimedia Commons


