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Biochemists and Biophysicists

Study the chemical composition or physical principles of living cells and organisms, their electrical and mechanical energy, and related phenomena. May conduct research to further understanding of the complex chemical combinations and reactions involved in metabolism, reproduction, growth, and heredity. May determine the effects of foods, drugs, serums, hormones, and other substances on tissues and vital processes of living organisms.

33,830 people do this job in the US. $127,410 a year.

now
1%

of the working time. Estimate.

Kinds of work
  • 64%
  • 2%
  • 35%
8%

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

Half the desk work within reach
July 2028

On the chosen pace and reliability. Estimate.

Share of the working time within reach, now to 2030

0%25%50%75%100%2027202820292030NowDesk work: 64% 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, 1%. Today's estimate: 1%.

0%5%10%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: 0% within reachGPT-5, August 2025: 0% within reachGemini 3 Pro, November 2025: 0% within reachClaude Opus 4.5, November 2025: 0% within reachGPT-5.2, December 2025: 0% within reachClaude Opus 4.6, February 2026: 0% within reachClaude Mythos Preview (early), April 2026: 1% within reachToday (estimate), September 2026: 1% 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 . 24 tasks from .

TaskKind
Prepare reports or recommendations, based upon research outcomes.Done more than weekly by most who do it. AI observed on this task.5%1.7 work days3.3 h to 1 work week2%Half by Apr 2028
Share research findings by writing scientific articles or by making presentations at scientific conferences.Done more than yearly by most who do it. 5%2.1 work days6.7 h to 4.2 work days0%Half by Jan 2028
Develop or execute tests to detect diseases, genetic disorders, or other abnormalities.Done yearly or less by most who do it. 5%2.1 work days3.3 h to 2.1 work weeksStays with people
Study physical principles of living cells or organisms and their electrical or mechanical energy, applying methods and knowledge of mathematics, physics, chemistry, or biology.Done daily by most who do it. 5%2.5 work days6.7 h to 1.7 work weeks0%Half by Jun 2028
Study the chemistry of living processes, such as cell development, breathing and digestion, or living energy changes, such as growth, aging, or death.Done daily by most who do it. 5%2.5 work days6.7 h to 1.7 work weeks0%Half by Jun 2028
Research the chemical effects of substances, such as drugs, serums, hormones, or food, on tissues or vital processes.Done more than weekly by most who do it. 5%2.5 work days1.3 work days to 2.1 work weeks0%Half by May 2028
Isolate, analyze, or synthesize vitamins, hormones, allergens, minerals, or enzymes and determine their effects on body functions.Done yearly or less by most who do it. 5%2.5 work days6.7 h to 2.1 work weeksStays with people
Examine the molecular or chemical aspects of immune system functioning.Done more than monthly by most who do it. 5%2.5 work days6.7 h to 1.7 work weeks0%Half by Jun 2028
Develop new methods to study the mechanisms of biological processes.Done more than yearly by most who do it. 5%4.2 work days1.7 work days to 3.3 work weeks0%Half by Nov 2028
Design or build laboratory equipment needed for special research projects.Done more than monthly by most who do it. 5%4.2 work days6.7 h to 3.3 work weeksStays with people
Study the mutations in organisms that lead to cancer or other diseases.Done more than weekly by most who do it. AI observed on this task.5%4.2 work days1.7 work days to 2.1 work weeks0%Half by Aug 2028
Research how characteristics of plants or animals are carried through successive generations.Done more than yearly by most who do it. 5%4.2 work days1.7 work days to 2.1 work weeks0%Half by Aug 2028

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.