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Clinical Data Managers

Apply knowledge of health care and database management to analyze clinical data, and to identify and report trends.

$120,230 a year (for the broader BLS group this job sits in).

now
17%

of the working time. Estimate.

Kinds of work
  • 90%
  • 10%
  • 0%
46%

Measured, from Anthropic's usage data (2025). Counts help on part of a task.

Half the desk work within reach
August 2027

On the chosen pace and reliability. Estimate.

Share of the working time within reach, now to 2030

0%25%50%75%100%2027202820292030NowDesk work: 90% of the time
Chosen to Ceiling: the share
DateNow
NowEnd of 2030

What each choice means: , , , , . Every pace starts from .

At this date and pace, models finish tasks up to 4.4 h long four times in five.

How far this has come

With GPT-4, measured in March 2023, 0% of this job's working time was within reach at . With Claude 3.7 Sonnet, measured in February 2025, 0%. With Claude Mythos Preview (early), measured in April 2026, 12%. Today's estimate: 17%.

0%5%10%15%20%2023202420252026GPT-4, March 2023: 0% within reachGPT-4 Turbo (Nov 2023), November 2023: 0% within reachGPT-4o, May 2024: 0% within reachClaude 3.5 Sonnet (June 2024), June 2024: 0% within reacho1-preview, September 2024: 0% within reachClaude 3.5 Sonnet (Oct 2024), October 2024: 0% within reacho1, December 2024: 0% within reachClaude 3.7 Sonnet, February 2025: 0% within reacho3, April 2025: 1% within reachGPT-5, August 2025: 1% within reachGemini 3 Pro, November 2025: 2% within reachClaude Opus 4.5, November 2025: 2% within reachGPT-5.2, December 2025: 3% within reachClaude Opus 4.6, February 2026: 3% within reachClaude Mythos Preview (early), April 2026: 12% within reachToday (estimate), September 2026: 17% within reach
Each step is a new best model measured by METR, four in five; the dashed end is today's estimate. Point at a dot for the model.

A backcast: today's task data with the best model METR had measured by each date. It shows how fast the models have moved, not what anyone forecast at the time.

The tasks

Sorted by . 21 tasks from .

TaskKind
Design and validate clinical databases, including designing or testing logic checks.Done more than yearly by most who do it. 19%2.1 work days6.7 h to 4.2 work days0%Half by Jan 2028
Develop project-specific data management plans that address areas such as coding, reporting, or transfer of data, database locks, and work flow processes.Done more than yearly by most who do it. 9%2.5 work days6.7 h to 1 work week0%Half by Mar 2028
Contribute to the compilation, organization, and production of protocols, clinical study reports, regulatory submissions, or other controlled documentation.Done more than yearly by most who do it. AI observed on this task.8%1 work day2.5 h to 3.1 work days5%Half by Oct 2027
Supervise the work of data management project staff.Done daily by most who do it. 7%3.3 h50 min to 1.3 work daysStays with people
Process clinical data, including receipt, entry, verification, or filing of information.Done daily by most who do it. AI observed on this task.7%1.7 h25 min to 5 h51%Half by now
Monitor work productivity or quality to ensure compliance with standard operating procedures.Done daily by most who do it. 6%2.5 h50 min to 6.7 h46%Half by Oct 2026
Evaluate processes and technologies, and suggest revisions to increase productivity and efficiency.Done more than yearly by most who do it. 6%6.7 h2.5 h to 2.5 work days9%Half by Jul 2027
Prepare data analysis listings and activity, performance, or progress reports.Done more than monthly by most who do it. AI observed on this task.5%5 h1.7 h to 1.7 work days17%Half by Apr 2027
Develop technical specifications for data management programming and communicate needs to information technology staff.Done more than monthly by most who do it. 5%6.7 h2.5 h to 2.5 work days9%Half by Jul 2027
Design forms for receiving, processing, or tracking data.Done more than yearly by most who do it. AI observed on this task.4%6.7 h1.7 h to 2.1 work days9%Half by Aug 2027
Analyze clinical data using appropriate statistical tools.Done more than monthly by most who do it. 4%6.7 h1.7 h to 2.5 work days8%Half by Sep 2027
Develop or select specific software programs for various research scenarios.Done yearly or less by most who do it.4%4.2 work days6.7 h to 2.5 work weeks0%Half by Jan 2029

Within reach, per task: the share of the task's time whose instances are short enough for a model to finish at the chosen date, pace and reliability. Half by: the date half of that time comes within reach.

Jobs that share skills with this one

From O*NET's related occupations. Within reach now and by the end of 2028, long-run pace, four in five.

Where this job works

The industry groups that employ the most of it (BLS, May 2025). Counts are for the broader BLS group this job sits in.

Where the most of these jobs are

The metro areas with the most people in it (BLS, May 2025). Counts are for the broader BLS group this job sits in.