Buried in records — charts, files, reports — is the data someone needs structured and coded, and that's your work, pulling it out accurately and consistently. Turning messy documents into usable data.
Record by record, you read source documents and extract specific data points into a database or registry, by defined rules — mostly at a screen, often in healthcare, research, or registries. Consistency across thousands of records matters, and following the abstraction rules exactly is the craft, since the data is only as good as how uniformly it's pulled.
The harder part is the meticulous, repetitive focus it demands — and the consequences when records are unclear or incomplete. Productivity and accuracy are both tracked, the work can be monotonous, and standards shift between projects. Healthcare settings add privacy rules and clinical knowledge requirements on top.
It tends to fit someone detail-obsessed, patient, and comfortable with quiet, focused work. If you need variety or interaction, the repetition can wear. But if there's satisfaction in precise, accurate work that others build research and decisions on, the role tends to suit, record after record.
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Where this role sits in the broader career landscape — and where it can take you.
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Roles like this one sit within a broader occupational category. The numbers below reflect that full landscape — helpful for context, but your specific experience will depend on level, specialty, and where you work.
Roles with similar work and overlapping career paths
View all Technology roles →Buried in records — charts, files, reports — is the data someone needs structured and coded, and that's your work, pulling it out accurately and consistently. Turning messy documents into usable data.
Median pay for a Data Abstractor is about $55K nationally, with the field ranging roughly from $37K to $87K depending on experience, employer, and metro (BLS).
Core skills for this role include Reading Comprehension, Active Listening, Critical Thinking, Speaking, and Writing.
Most people in this role hold a high school diploma.
Employment in this field is projected to grow about 2% through 2034, with roughly 48,170 people working in it today (BLS).
Closely related roles include Data Operations Director, Data Center Product Director, and Clinical Data Management Director (CDM Director).
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