Survey Questions
Responses to the following questions were used to assess team profiles in the 2025 State of AI-assisted Software Development report.
Burnout
In the last 3 months, to what extent have you experienced the following?
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Felt burned out from your work
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Felt indifferent or cynical towards your work
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Felt ineffective in your work
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Your feelings about work negatively affected your life outside of work
Friction
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In the last 3 months, to what extent did friction hinder your work? Friction includes things like lack of smoothness, unnecessary manual work, or unexpected obstacles.None at all A little A moderate amount A lot A great deal
Individual effectiveness
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In the last 3 months, how effectively were you able to perform your tasks and responsibilities at work?Not effectively at all Slightly effectively Moderately effectively Very effectively Extremely effectively
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In the last 3 months, how much impact do you think your work has had?None at all A little A moderate amount A lot A great deal
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In the last 3 months, how productive did you feel in your work?Not at all productive Slightly productive Moderately productive Very productive Extremely productive
Product performance
For the primary service or application that you work on, how would you rate your application or service’s current performance across the following areas?
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Doing what it is supposed to do
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Helping people accomplish what is important to them
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Keeping user information safe
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Performance metrics like latency
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Reliability and availability for users
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Usability and ease of navigation
Software delivery instability
The next set of questions are about various outcomes of your work. For the primary application or service you work on...
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Approximately what percentage of changes to production or releases to users result in degraded service (for example, leads to service impairment or service outage) and subsequently requires remediation (for example, requires a hotfix, rollback, fix forward or patch), if at all?(value between 0% and 100%) I don't know or NA
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Approximately what percentage of deployments in the last 6 months were not planned but were performed to address a user-facing bug in the application?(value between 0% and 100%) I don't know or NA
Software delivery throughput
The next set of questions are about various outcomes of your work. For the primary application or service you work on...
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How long does it generally take to restore service after a change to production or release to users results in degraded service (for example, lead to service impairment or service outage) and subsequently require remediation (for example, requires a hotfix, rollback, fix forward, or patch)?More than six months Between one month and six months Between one week and one month Between one day and one week Less than one day Less than one hour I don't know or NA
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How often does your organization deploy code to production or release it to end users?Fewer than once per six months Between once per month and once every 6 months Between once per week and once per month Between once per day and once per week Between once per hour and once per day On demand (multiple deploys per day) I don't know or NA
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What is your lead time for changes (i.e., how long does it take to go from code committed to code successfully running in production)?More than six months Between one month and six months Between one week and one month Between one day and one week Less than one day Less than one hour I don't know or NA
Team performance
For this survey, your team is the group of people you work with on a day-to-day basis to build, maintain, or support the same application or service. This group may include people who report to a different manager but share your immediate work goals; it's about the shared work, not the org chart.
How would you rate your team's current performance in the following areas?
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Adapting to change
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Being able to rely on each other
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Delivering innovative solutions
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Effectively collaborating with each other
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Efficiently working together
Time doing valuable work
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In the last 3 months, approximately what percentage of your time was spent doing work that felt valuable and worthwhile?value between 0% and 100%